the analysis essay focuses on

Literary Analysis Essay

Literary Analysis Essay Writing

Last updated on: May 21, 2023

Literary Analysis Essay - Ultimate Guide By Professionals

By: Cordon J.

Reviewed By: Rylee W.

Published on: Dec 3, 2019

A literary analysis essay specifically examines and evaluates a piece of literature or a literary work. It also understands and explains the links between the small parts to their whole information.

It is important for students to understand the meaning and the true essence of literature to write a literary essay.

One of the most difficult assignments for students is writing a literary analysis essay. It can be hard to come up with an original idea or find enough material to write about. You might think you need years of experience in order to create a good paper, but that's not true.

This blog post will show you how easy it can be when you follow the steps given here.Writing such an essay involves the breakdown of a book into small parts and understanding each part separately. It seems easy, right?

Trust us, it is not as hard as good book reports but it may also not be extremely easy. You will have to take into account different approaches and explain them in relation with the chosen literary work.

It is a common high school and college assignment and you can learn everything in this blog.

Continue reading for some useful tips with an example to write a literary analysis essay that will be on point. You can also explore our detailed article on writing an analytical essay .

On this Page

What is a Literary Analysis Essay?

A literary analysis essay is an important kind of essay that focuses on the detailed analysis of the work of literature.

The purpose of a literary analysis essay is to explain why the author has used a specific theme for his work. Or examine the characters, themes, literary devices , figurative language, and settings in the story.

This type of essay encourages students to think about how the book or the short story has been written. And why the author has created this work.

The method used in the literary analysis essay differs from other types of essays. It primarily focuses on the type of work and literature that is being analyzed.

Mostly, you will be going to break down the work into various parts. In order to develop a better understanding of the idea being discussed, each part will be discussed separately.

The essay should explain the choices of the author and point of view along with your answers and personal analysis.

How To Write A Literary Analysis Essay

So how to start a literary analysis essay? The answer to this question is quite simple.

The following sections are required to write an effective literary analysis essay. By following the guidelines given in the following sections, you will be able to craft a winning literary analysis essay.

Introduction

The aim of the introduction is to establish a context for readers. You have to give a brief on the background of the selected topic.

It should contain the name of the author of the literary work along with its title. The introduction should be effective enough to grab the reader’s attention.

In the body section, you have to retell the story that the writer has narrated. It is a good idea to create a summary as it is one of the important tips of literary analysis.

Other than that, you are required to develop ideas and disclose the observed information related to the issue. The ideal length of the body section is around 1000 words.

To write the body section, your observation should be based on evidence and your own style of writing.

It would be great if the body of your essay is divided into three paragraphs. Make a strong argument with facts related to the thesis statement in all of the paragraphs in the body section.

Start writing each paragraph with a topic sentence and use transition words when moving to the next paragraph.

Summarize the important points of your literary analysis essay in this section. It is important to compose a short and strong conclusion to help you make a final impression of your essay.

Pay attention that this section does not contain any new information. It should provide a sense of completion by restating the main idea with a short description of your arguments. End the conclusion with your supporting details.

You have to explain why the book is important. Also, elaborate on the means that the authors used to convey her/his opinion regarding the issue.

For further understanding, here is a downloadable literary analysis essay outline. This outline will help you structure and format your essay properly and earn an A easily.

DOWNLOADABLE LITERARY ANALYSIS ESSAY OUTLINE (PDF)

Types of Literary Analysis Essay

• Close reading - This method involves attentive reading and detailed analysis. No need for a lot of knowledge and inspiration to write an essay that shows your creative skills.
• Theoretical - In this type, you will rely on theories related to the selected topic.
• Historical - This type of essay concerns the discipline of history. Sometimes historical analysis is required to explain events in detail.
• Applied - This type involves analysis of a specific issue from a practical perspective.
• Comparative - This type of writing is based on when two or more alternatives are compared

Examples of Literary Analysis Essay

Examples are great to understand any concept, especially if it is related to writing. Below are some great literary analysis essay examples that showcase how this type of essay is written.

A ROSE FOR EMILY LITERARY ANALYSIS ESSAY

TO KILL A MOCKINGBIRD LITERARY ANALYSIS ESSAY

THE GREAT GATSBY LITERARY ANALYSIS ESSAY

THE YELLOW WALLPAPER LITERARY ANALYSIS ESSAY

If you do not have experience in writing essays, this will be a very chaotic process for you. In that case, it is very important for you to conduct good research on the topic before writing.

There are two important points that you should keep in mind when writing a literary analysis essay.

First, remember that it is very important to select a topic in which you are interested. Choose something that really inspires you. This will help you to catch the attention of a reader.

The selected topic should reflect the main idea of writing. In addition to that, it should also express your point of view as well.

Another important thing is to draft a good outline for your literary analysis essay. It will help you to define a central point and division of this into parts for further discussion.

Literary Analysis Essay Topics

Literary analysis essays are mostly based on artistic works like books, movies, paintings, and other forms of art. However, generally, students choose novels and books to write their literary essays.

Some cool, fresh, and good topics and ideas are listed below:

• Role of the Three Witches in flaming Macbeth’s ambition.
• Analyze the themes of the Play Antigone,
• Discuss Ajax as a tragic hero.
• The Judgement of Paris: Analyze the Reasons and their Consequences.
• Oedipus Rex: A Doomed Son or a Conqueror?
• Describe the Oedipus complex and Electra complex in relation to their respective myths.
• Betrayal is a common theme of Shakespearean tragedies. Discuss
• Identify and analyze the traits of history in T.S Eliot’s ‘Gerontion’.
• Analyze the theme of identity crisis in The Great Gatsby.
• Analyze the writing style of Emily Dickinson.

If you are still in doubt then there is nothing bad in getting professional writers’ help.

We at 5StarEssays.com can help you get a custom paper as per your specified requirements with our do essay for me service.

Our essay writers will help you write outstanding literary essays or any other type of essay. Such as compare and contrast essays, descriptive essays, rhetorical essays. We cover all of these.

So don’t waste your time browsing the internet and place your order now to get your well-written custom paper.

Frequently Asked Questions

What should a literary analysis essay include.

A good literary analysis essay must include a proper and in-depth explanation of your ideas. They must be backed with examples and evidence from the text. Textual evidence includes summaries, paraphrased text, original work details, and direct quotes.

What are the 4 components of literary analysis?

Here are the 4 essential parts of a literary analysis essay;

No literary work is explained properly without discussing and explaining these 4 things.

How do you start a literary analysis essay?

Start your literary analysis essay with the name of the work and the title. Hook your readers by introducing the main ideas that you will discuss in your essay and engage them from the start.

How do you do a literary analysis?

In a literary analysis essay, you study the text closely, understand and interpret its meanings. And try to find out the reasons behind why the author has used certain symbols, themes, and objects in the work.

Why is literary analysis important?

It encourages the students to think beyond their existing knowledge, experiences, and belief and build empathy. This helps in improving the writing skills also.

What is the fundamental characteristic of a literary analysis essay?

Interpretation is the fundamental and important feature of a literary analysis essay. The essay is based on how well the writer explains and interprets the work.

Law, Finance Essay

Cordon. is a published author and writing specialist. He has worked in the publishing industry for many years, providing writing services and digital content. His own writing career began with a focus on literature and linguistics, which he continues to pursue. Cordon is an engaging and professional individual, always looking to help others achieve their goals.

Was This Blog Helpful?

Keep reading.

• Interesting Literary Analysis Essay Topics for Students

• Write a Perfect Literary Analysis Essay Outline

People Also Read

• informative essay writing
• personal statement examples
• qualitative research method
• compare and contrast essay examples
• literary analysis essay topics

Burdened With Assignments?

Advertisement

• Homework Services: Essay Topics Generator

© 2024 - All rights reserved

The Power of Analysis: Tips and Tricks for Writing Analysis Essays: Home

Crystal sosa.

Helpful Links

• Super Search Webpage Where to start your research.
• Scribbr Textual analysis guide.
• Analyzing Texts Prezi Presentation A prezi presentation on analyzing texts.
• Writing Essays Guide A guide to writing essays/
• Why is it important?
• Explanation & Example
• Different Types of Analysis Essays

Text analysis and writing analysis texts are important skills to develop as they allow individuals to critically engage with written material, understand underlying themes and arguments, and communicate their own ideas in a clear and effective manner. These skills are essential in academic and professional settings, as well as in everyday life, as they enable individuals to evaluate information and make informed decisions.

What is Text Analysis?

Text analysis is the process of examining and interpreting a written or spoken text to understand its meaning, structure, and context. It involves breaking down the text into its constituent parts, such as words, phrases, and sentences, and analyzing how they work together to convey a particular message or idea.

Text analysis can be used to explore a wide range of textual material, including literature, poetry, speeches, and news articles, and it is often employed in academic research, literary criticism, and media analysis. By analyzing texts, we can gain deeper insights into their meanings, uncover hidden messages and themes, and better understand the social and cultural contexts in which they were produced.

What is an Analysis Essay?

An analysis essay is a type of essay that requires the writer to analyze and interpret a particular text or topic. The goal of an analysis essay is to break down the text or topic into smaller parts and examine each part carefully. This allows the writer to make connections between different parts of the text or topic and develop a more comprehensive understanding of it.

In “The Yellow Wallpaper,” Charlotte Perkins Gilman uses the first-person point of view and vivid descriptions of the protagonist’s surroundings to convey the protagonist’s psychological deterioration. By limiting the reader’s understanding of the story’s events to the protagonist’s perspective, Gilman creates a sense of claustrophobia and paranoia, mirroring the protagonist’s own feelings. Additionally, the use of sensory language, such as the “smooch of rain,” and descriptions of the “yellow wallpaper” and its “sprawling flamboyant patterns,” further emphasize the protagonist’s sensory and emotional experience. Through these techniques, Gilman effectively communicates the protagonist’s descent into madness and the effects of societal oppression on women’s mental health.

There are several different types of analysis essays, including:

Literary Analysis Essays: These essays examine a work of literature and analyze various literary devices such as character development, plot, theme, and symbolism.

Rhetorical Analysis Essays: These essays examine how authors use language and rhetoric to persuade their audience, focusing on the author's tone, word choice, and use of rhetorical devices.

Film Analysis Essays: These essays analyze a film's themes, characters, and visual elements, such as cinematography and sound.

Visual Analysis Essays: These essays analyze visual art, such as paintings or sculptures, and explore how the artwork's elements work together to create meaning.

Historical Analysis Essays: These essays analyze historical events or documents and examine their causes, effects, and implications.

Comparative Analysis Essays: These essays compare and contrast two or more works, focusing on similarities and differences between them.

Process Analysis Essays: These essays explain how to do something or how something works, providing a step-by-step analysis of a process.

Analyzing Texts

• General Tips
• How to Analyze
• What to Analyze

When writing an essay, it's essential to analyze your topic thoroughly. Here are some suggestions for analyzing your topic:

Read carefully: Start by reading your text or prompt carefully. Make sure you understand the key points and what the text or prompt is asking you to do.

Analyze the text or topic thoroughly: Analyze the text or topic thoroughly by breaking it down into smaller parts and examining each part carefully. This will help you make connections between different parts of the text or topic and develop a more comprehensive understanding of it.

Identify key concepts: Identify the key concepts, themes, and ideas in the text or prompt. This will help you focus your analysis.

Take notes: Take notes on important details and concepts as you read. This will help you remember what you've read and organize your thoughts.

Consider different perspectives: Consider different perspectives and interpretations of the text or prompt. This can help you create a more well-rounded analysis.

Use evidence: Use evidence from the text or outside sources to support your analysis. This can help you make your argument stronger and more convincing.

Formulate your thesis statement: Based on your analysis of the essay, formulate your thesis statement. This should be a clear and concise statement that summarizes your main argument.

Use clear and concise language: Use clear and concise language to communicate your ideas effectively. Avoid using overly complicated language that may confuse your reader.

Revise and edit: Revise and edit your essay carefully to ensure that it is clear, concise, and free of errors.

• Understanding the assignment: Make sure you fully understand the assignment and the purpose of the analysis. This will help you focus your analysis and ensure that you are meeting the requirements of the assignment.

Read the essay multiple times: Reading the essay multiple times will help you to identify the author's main argument, key points, and supporting evidence.

Take notes: As you read the essay, take notes on key points, quotes, and examples. This will help you to organize your thoughts and identify patterns in the author's argument.

Take breaks: It's important to take breaks while reading academic essays to avoid burnout. Take a break every 20-30 minutes and do something completely different, like going for a walk or listening to music. This can help you to stay refreshed and engaged.

Highlight or underline key points: As you read, highlight or underline key points, arguments, and evidence that stand out to you. This will help you to remember and analyze important information later.

Ask questions: Ask yourself questions as you read to help you engage critically with the text. What is the author's argument? What evidence do they use to support their claims? What are the strengths and weaknesses of their argument?

Engage in active reading: Instead of passively reading, engage in active reading by asking questions, making connections to other readings or personal experiences, and reflecting on what you've read.

Find a discussion partner: Find someone to discuss the essay with, whether it's a classmate, a friend, or a teacher. Discussing the essay can help you to process and analyze the information more deeply, and can also help you to stay engaged.

• Identify the author's purpose and audience: Consider why the author wrote the essay and who their intended audience is. This will help you to better understand the author's perspective and the purpose of their argument.

Analyze the structure of the essay: Consider how the essay is structured and how this supports the author's argument. Look for patterns in the organization of ideas and the use of transitions.

Evaluate the author's use of evidence: Evaluate the author's use of evidence and how it supports their argument. Consider whether the evidence is credible, relevant, and sufficient to support the author's claims.

Consider the author's tone and style: Consider the author's tone and style and how it contributes to their argument. Look for patterns in the use of language, imagery, and rhetorical devices.

Consider the context : Consider the context in which the essay was written, such as the author's background, the time period, and any societal or cultural factors that may have influenced their perspective.

Evaluate the evidence: Evaluate the evidence presented in the essay and consider whether it is sufficient to support the author's argument. Look for any biases or assumptions that may be present in the evidence.

Consider alternative viewpoints: Consider alternative viewpoints and arguments that may challenge the author's perspective. This can help you to engage critically with the text and develop a more well-rounded understanding of the topic.

• Last Updated: Jun 21, 2023 1:01 PM
• URL: https://odessa.libguides.com/analysis

beginner's guide to literary analysis

Understanding literature & how to write literary analysis.

Literary analysis is the foundation of every college and high school English class. Once you can comprehend written work and respond to it, the next step is to learn how to think critically and complexly about a work of literature in order to analyze its elements and establish ideas about its meaning.

If that sounds daunting, it shouldn’t. Literary analysis is really just a way of thinking creatively about what you read. The practice takes you beyond the storyline and into the motives behind it. 

While an author might have had a specific intention when they wrote their book, there’s still no right or wrong way to analyze a literary text—just your way. You can use literary theories, which act as “lenses” through which you can view a text. Or you can use your own creativity and critical thinking to identify a literary device or pattern in a text and weave that insight into your own argument about the text’s underlying meaning. 

Now, if that sounds fun, it should , because it is. Here, we’ll lay the groundwork for performing literary analysis, including when writing analytical essays, to help you read books like a critic. 

What Is Literary Analysis?

As the name suggests, literary analysis is an analysis of a work, whether that’s a novel, play, short story, or poem. Any analysis requires breaking the content into its component parts and then examining how those parts operate independently and as a whole. In literary analysis, those parts can be different devices and elements—such as plot, setting, themes, symbols, etcetera—as well as elements of style, like point of view or tone. 

When performing analysis, you consider some of these different elements of the text and then form an argument for why the author chose to use them. You can do so while reading and during class discussion, but it’s particularly important when writing essays. 

Literary analysis is notably distinct from summary. When you write a summary , you efficiently describe the work’s main ideas or plot points in order to establish an overview of the work. While you might use elements of summary when writing analysis, you should do so minimally. You can reference a plot line to make a point, but it should be done so quickly so you can focus on why that plot line matters . In summary (see what we did there?), a summary focuses on the “ what ” of a text, while analysis turns attention to the “ how ” and “ why .”

While literary analysis can be broad, covering themes across an entire work, it can also be very specific, and sometimes the best analysis is just that. Literary critics have written thousands of words about the meaning of an author’s single word choice; while you might not want to be quite that particular, there’s a lot to be said for digging deep in literary analysis, rather than wide. 

Although you’re forming your own argument about the work, it’s not your opinion . You should avoid passing judgment on the piece and instead objectively consider what the author intended, how they went about executing it, and whether or not they were successful in doing so. Literary criticism is similar to literary analysis, but it is different in that it does pass judgement on the work. Criticism can also consider literature more broadly, without focusing on a singular work. 

Once you understand what constitutes (and doesn’t constitute) literary analysis, it’s easy to identify it. Here are some examples of literary analysis and its oft-confused counterparts: 

Summary: In “The Fall of the House of Usher,” the narrator visits his friend Roderick Usher and witnesses his sister escape a horrible fate.  

Opinion: In “The Fall of the House of Usher,” Poe uses his great Gothic writing to establish a sense of spookiness that is enjoyable to read. 

Literary Analysis: “Throughout ‘The Fall of the House of Usher,’ Poe foreshadows the fate of Madeline by creating a sense of claustrophobia for the reader through symbols, such as in the narrator’s inability to leave and the labyrinthine nature of the house. 

In summary, literary analysis is:

• Breaking a work into its components
• Identifying what those components are and how they work in the text
• Developing an understanding of how they work together to achieve a goal 
• Not an opinion, but subjective 
• Not a summary, though summary can be used in passing 
• Best when it deeply, rather than broadly, analyzes a literary element

Literary Analysis and Other Works

As discussed above, literary analysis is often performed upon a single work—but it doesn’t have to be. It can also be performed across works to consider the interplay of two or more texts. Regardless of whether or not the works were written about the same thing, or even within the same time period, they can have an influence on one another or a connection that’s worth exploring. And reading two or more texts side by side can help you to develop insights through comparison and contrast.

For example, Paradise Lost is an epic poem written in the 17th century, based largely on biblical narratives written some 700 years before and which later influenced 19th century poet John Keats. The interplay of works can be obvious, as here, or entirely the inspiration of the analyst. As an example of the latter, you could compare and contrast the writing styles of Ralph Waldo Emerson and Edgar Allan Poe who, while contemporaries in terms of time, were vastly different in their content. 

Additionally, literary analysis can be performed between a work and its context. Authors are often speaking to the larger context of their times, be that social, political, religious, economic, or artistic. A valid and interesting form is to compare the author’s context to the work, which is done by identifying and analyzing elements that are used to make an argument about the writer’s time or experience. 

For example, you could write an essay about how Hemingway’s struggles with mental health and paranoia influenced his later work, or how his involvement in the Spanish Civil War influenced his early work. One approach focuses more on his personal experience, while the other turns to the context of his times—both are valid. 

Why Does Literary Analysis Matter? 

Sometimes an author wrote a work of literature strictly for entertainment’s sake, but more often than not, they meant something more. Whether that was a missive on world peace, commentary about femininity, or an allusion to their experience as an only child, the author probably wrote their work for a reason, and understanding that reason—or the many reasons—can actually make reading a lot more meaningful. 

Performing literary analysis as a form of study unquestionably makes you a better reader. It’s also likely that it will improve other skills, too, like critical thinking, creativity, debate, and reasoning. 

At its grandest and most idealistic, literary analysis even has the ability to make the world a better place. By reading and analyzing works of literature, you are able to more fully comprehend the perspectives of others. Cumulatively, you’ll broaden your own perspectives and contribute more effectively to the things that matter to you. 

Literary Terms to Know for Literary Analysis 

There are hundreds of literary devices you could consider during your literary analysis, but there are some key tools most writers utilize to achieve their purpose—and therefore you need to know in order to understand that purpose. These common devices include: 

• Characters: The people (or entities) who play roles in the work. The protagonist is the main character in the work. 
• Conflict: The conflict is the driving force behind the plot, the event that causes action in the narrative, usually on the part of the protagonist
• Context : The broader circumstances surrounding the work political and social climate in which it was written or the experience of the author. It can also refer to internal context, and the details presented by the narrator 
• Diction : The word choice used by the narrator or characters 
• Genre: A category of literature characterized by agreed upon similarities in the works, such as subject matter and tone
• Imagery : The descriptive or figurative language used to paint a picture in the reader’s mind so they can picture the story’s plot, characters, and setting 
• Metaphor: A figure of speech that uses comparison between two unlike objects for dramatic or poetic effect
• Narrator: The person who tells the story. Sometimes they are a character within the story, but sometimes they are omniscient and removed from the plot. 
• Plot : The storyline of the work
• Point of view: The perspective taken by the narrator, which skews the perspective of the reader 
• Setting : The time and place in which the story takes place. This can include elements like the time period, weather, time of year or day, and social or economic conditions 
• Symbol : An object, person, or place that represents an abstract idea that is greater than its literal meaning 
• Syntax : The structure of a sentence, either narration or dialogue, and the tone it implies
• Theme : A recurring subject or message within the work, often commentary on larger societal or cultural ideas
• Tone : The feeling, attitude, or mood the text presents

How to Perform Literary Analysis

Step 1: read the text thoroughly.

Literary analysis begins with the literature itself, which means performing a close reading of the text. As you read, you should focus on the work. That means putting away distractions (sorry, smartphone) and dedicating a period of time to the task at hand. 

It’s also important that you don’t skim or speed read. While those are helpful skills, they don’t apply to literary analysis—or at least not this stage. 

Step 2: Take Notes as You Read  

As you read the work, take notes about different literary elements and devices that stand out to you. Whether you highlight or underline in text, use sticky note tabs to mark pages and passages, or handwrite your thoughts in a notebook, you should capture your thoughts and the parts of the text to which they correspond. This—the act of noticing things about a literary work—is literary analysis. 

Step 3: Notice Patterns 

As you read the work, you’ll begin to notice patterns in the way the author deploys language, themes, and symbols to build their plot and characters. As you read and these patterns take shape, begin to consider what they could mean and how they might fit together. 

As you identify these patterns, as well as other elements that catch your interest, be sure to record them in your notes or text. Some examples include: 

• Circle or underline words or terms that you notice the author uses frequently, whether those are nouns (like “eyes” or “road”) or adjectives (like “yellow” or “lush”).
• Highlight phrases that give you the same kind of feeling. For example, if the narrator describes an “overcast sky,” a “dreary morning,” and a “dark, quiet room,” the words aren’t the same, but the feeling they impart and setting they develop are similar. 
• Underline quotes or prose that define a character’s personality or their role in the text.
• Use sticky tabs to color code different elements of the text, such as specific settings or a shift in the point of view. 

By noting these patterns, comprehensive symbols, metaphors, and ideas will begin to come into focus.  

Step 4: Consider the Work as a Whole, and Ask Questions

This is a step that you can do either as you read, or after you finish the text. The point is to begin to identify the aspects of the work that most interest you, and you could therefore analyze in writing or discussion. 

Questions you could ask yourself include: 

• What aspects of the text do I not understand?
• What parts of the narrative or writing struck me most?
• What patterns did I notice?
• What did the author accomplish really well?
• What did I find lacking?
• Did I notice any contradictions or anything that felt out of place?  
• What was the purpose of the minor characters?
• What tone did the author choose, and why? 

The answers to these and more questions will lead you to your arguments about the text. 

Step 5: Return to Your Notes and the Text for Evidence

As you identify the argument you want to make (especially if you’re preparing for an essay), return to your notes to see if you already have supporting evidence for your argument. That’s why it’s so important to take notes or mark passages as you read—you’ll thank yourself later!

If you’re preparing to write an essay, you’ll use these passages and ideas to bolster your argument—aka, your thesis. There will likely be multiple different passages you can use to strengthen multiple different aspects of your argument. Just be sure to cite the text correctly! 

If you’re preparing for class, your notes will also be invaluable. When your teacher or professor leads the conversation in the direction of your ideas or arguments, you’ll be able to not only proffer that idea but back it up with textual evidence. That’s an A+ in class participation. 

Step 6: Connect These Ideas Across the Narrative

Whether you’re in class or writing an essay, literary analysis isn’t complete until you’ve considered the way these ideas interact and contribute to the work as a whole. You can find and present evidence, but you still have to explain how those elements work together and make up your argument. 

How to Write a Literary Analysis Essay

When conducting literary analysis while reading a text or discussing it in class, you can pivot easily from one argument to another (or even switch sides if a classmate or teacher makes a compelling enough argument). 

But when writing literary analysis, your objective is to propose a specific, arguable thesis and convincingly defend it. In order to do so, you need to fortify your argument with evidence from the text (and perhaps secondary sources) and an authoritative tone. 

A successful literary analysis essay depends equally on a thoughtful thesis, supportive analysis, and presenting these elements masterfully. We’ll review how to accomplish these objectives below. 

Step 1: Read the Text. Maybe Read It Again. 

Constructing an astute analytical essay requires a thorough knowledge of the text. As you read, be sure to note any passages, quotes, or ideas that stand out. These could serve as the future foundation of your thesis statement. Noting these sections now will help you when you need to gather evidence. 

The more familiar you become with the text, the better (and easier!) your essay will be. Familiarity with the text allows you to speak (or in this case, write) to it confidently. If you only skim the book, your lack of rich understanding will be evident in your essay. Alternatively, if you read the text closely—especially if you read it more than once, or at least carefully revisit important passages—your own writing will be filled with insight that goes beyond a basic understanding of the storyline. 

Step 2: Brainstorm Potential Topics 

Because you took detailed notes while reading the text, you should have a list of potential topics at the ready. Take time to review your notes, highlighting any ideas or questions you had that feel interesting. You should also return to the text and look for any passages that stand out to you. 

When considering potential topics, you should prioritize ideas that you find interesting. It won’t only make the whole process of writing an essay more fun, your enthusiasm for the topic will probably improve the quality of your argument, and maybe even your writing. Just like it’s obvious when a topic interests you in a conversation, it’s obvious when a topic interests the writer of an essay (and even more obvious when it doesn’t). 

Your topic ideas should also be specific, unique, and arguable. A good way to think of topics is that they’re the answer to fairly specific questions. As you begin to brainstorm, first think of questions you have about the text. Questions might focus on the plot, such as: Why did the author choose to deviate from the projected storyline? Or why did a character’s role in the narrative shift? Questions might also consider the use of a literary device, such as: Why does the narrator frequently repeat a phrase or comment on a symbol? Or why did the author choose to switch points of view each chapter? 

Once you have a thesis question , you can begin brainstorming answers—aka, potential thesis statements . At this point, your answers can be fairly broad. Once you land on a question-statement combination that feels right, you’ll then look for evidence in the text that supports your answer (and helps you define and narrow your thesis statement). 

For example, after reading “ The Fall of the House of Usher ,” you might be wondering, Why are Roderick and Madeline twins?, Or even: Why does their relationship feel so creepy?” Maybe you noticed (and noted) that the narrator was surprised to find out they were twins, or perhaps you found that the narrator’s tone tended to shift and become more anxious when discussing the interactions of the twins.

Once you come up with your thesis question, you can identify a broad answer, which will become the basis for your thesis statement. In response to the questions above, your answer might be, “Poe emphasizes the close relationship of Roderick and Madeline to foreshadow that their deaths will be close, too.” 

Step 3: Gather Evidence 

Once you have your topic (or you’ve narrowed it down to two or three), return to the text (yes, again) to see what evidence you can find to support it. If you’re thinking of writing about the relationship between Roderick and Madeline in “The Fall of the House of Usher,” look for instances where they engaged in the text. 

This is when your knowledge of literary devices comes in clutch. Carefully study the language around each event in the text that might be relevant to your topic. How does Poe’s diction or syntax change during the interactions of the siblings? How does the setting reflect or contribute to their relationship? What imagery or symbols appear when Roderick and Madeline are together? 

By finding and studying evidence within the text, you’ll strengthen your topic argument—or, just as valuably, discount the topics that aren’t strong enough for analysis. 

Step 4: Consider Secondary Sources 

In addition to returning to the literary work you’re studying for evidence, you can also consider secondary sources that reference or speak to the work. These can be articles from journals you find on JSTOR, books that consider the work or its context, or articles your teacher shared in class. 

While you can use these secondary sources to further support your idea, you should not overuse them. Make sure your topic remains entirely differentiated from that presented in the source. 

Step 5: Write a Working Thesis Statement

Once you’ve gathered evidence and narrowed down your topic, you’re ready to refine that topic into a thesis statement. As you continue to outline and write your paper, this thesis statement will likely change slightly, but this initial draft will serve as the foundation of your essay. It’s like your north star: Everything you write in your essay is leading you back to your thesis. 

Writing a great thesis statement requires some real finesse. A successful thesis statement is: 

• Debatable : You shouldn’t simply summarize or make an obvious statement about the work. Instead, your thesis statement should take a stand on an issue or make a claim that is open to argument. You’ll spend your essay debating—and proving—your argument. 
• Demonstrable : You need to be able to prove, through evidence, that your thesis statement is true. That means you have to have passages from the text and correlative analysis ready to convince the reader that you’re right. 
• Specific : In most cases, successfully addressing a theme that encompasses a work in its entirety would require a book-length essay. Instead, identify a thesis statement that addresses specific elements of the work, such as a relationship between characters, a repeating symbol, a key setting, or even something really specific like the speaking style of a character. 

Example: By depicting the relationship between Roderick and Madeline to be stifling and almost otherworldly in its closeness, Poe foreshadows both Madeline’s fate and Roderick’s inability to choose a different fate for himself. 

Step 6: Write an Outline 

You have your thesis, you have your evidence—but how do you put them together? A great thesis statement (and therefore a great essay) will have multiple arguments supporting it, presenting different kinds of evidence that all contribute to the singular, main idea presented in your thesis. 

Review your evidence and identify these different arguments, then organize the evidence into categories based on the argument they support. These ideas and evidence will become the body paragraphs of your essay. 

For example, if you were writing about Roderick and Madeline as in the example above, you would pull evidence from the text, such as the narrator’s realization of their relationship as twins; examples where the narrator’s tone of voice shifts when discussing their relationship; imagery, like the sounds Roderick hears as Madeline tries to escape; and Poe’s tendency to use doubles and twins in his other writings to create the same spooky effect. All of these are separate strains of the same argument, and can be clearly organized into sections of an outline. 

Step 7: Write Your Introduction

Your introduction serves a few very important purposes that essentially set the scene for the reader: 

• Establish context. Sure, your reader has probably read the work. But you still want to remind them of the scene, characters, or elements you’ll be discussing. 
• Present your thesis statement. Your thesis statement is the backbone of your analytical paper. You need to present it clearly at the outset so that the reader understands what every argument you make is aimed at. 
• Offer a mini-outline. While you don’t want to show all your cards just yet, you do want to preview some of the evidence you’ll be using to support your thesis so that the reader has a roadmap of where they’re going. 

Step 8: Write Your Body Paragraphs

Thanks to steps one through seven, you’ve already set yourself up for success. You have clearly outlined arguments and evidence to support them. Now it’s time to translate those into authoritative and confident prose. 

When presenting each idea, begin with a topic sentence that encapsulates the argument you’re about to make (sort of like a mini-thesis statement). Then present your evidence and explanations of that evidence that contribute to that argument. Present enough material to prove your point, but don’t feel like you necessarily have to point out every single instance in the text where this element takes place. For example, if you’re highlighting a symbol that repeats throughout the narrative, choose two or three passages where it is used most effectively, rather than trying to squeeze in all ten times it appears. 

While you should have clearly defined arguments, the essay should still move logically and fluidly from one argument to the next. Try to avoid choppy paragraphs that feel disjointed; every idea and argument should feel connected to the last, and, as a group, connected to your thesis. A great way to connect the ideas from one paragraph to the next is with transition words and phrases, such as: 

• Furthermore 
• In addition
• On the other hand
• Conversely 

Step 9: Write Your Conclusion 

Your conclusion is more than a summary of your essay's parts, but it’s also not a place to present brand new ideas not already discussed in your essay. Instead, your conclusion should return to your thesis (without repeating it verbatim) and point to why this all matters. If writing about the siblings in “The Fall of the House of Usher,” for example, you could point out that the utilization of twins and doubles is a common literary element of Poe’s work that contributes to the definitive eeriness of Gothic literature. 

While you might speak to larger ideas in your conclusion, be wary of getting too macro. Your conclusion should still be supported by all of the ideas that preceded it. 

Step 10: Revise, Revise, Revise

Of course you should proofread your literary analysis essay before you turn it in. But you should also edit the content to make sure every piece of evidence and every explanation directly supports your thesis as effectively and efficiently as possible. 

Sometimes, this might mean actually adapting your thesis a bit to the rest of your essay. At other times, it means removing redundant examples or paraphrasing quotations. Make sure every sentence is valuable, and remove those that aren’t. 

Other Resources for Literary Analysis 

With these skills and suggestions, you’re well on your way to practicing and writing literary analysis. But if you don’t have a firm grasp on the concepts discussed above—such as literary devices or even the content of the text you’re analyzing—it will still feel difficult to produce insightful analysis. 

If you’d like to sharpen the tools in your literature toolbox, there are plenty of other resources to help you do so: 

• Check out our expansive library of Literary Devices . These could provide you with a deeper understanding of the basic devices discussed above or introduce you to new concepts sure to impress your professors ( anagnorisis , anyone?). 
• This Academic Citation Resource Guide ensures you properly cite any work you reference in your analytical essay. 
• Our English Homework Help Guide will point you to dozens of resources that can help you perform analysis, from critical reading strategies to poetry helpers. 
• This Grammar Education Resource Guide will direct you to plenty of resources to refine your grammar and writing (definitely important for getting an A+ on that paper). 

Of course, you should know the text inside and out before you begin writing your analysis. In order to develop a true understanding of the work, read through its corresponding SuperSummary study guide . Doing so will help you truly comprehend the plot, as well as provide some inspirational ideas for your analysis.

• Entertainment

How To Write An Analytical Essay A Full Guide

Crafting an impeccable analytical essay is an art form that demands precision, insight, and a structured approach. Whether you’re delving into literature, dissecting historical events, or unraveling scientific theories, the ability to present a compelling analysis is pivotal. Here’s a comprehensive guide to navigate the intricate path of writing a flawless analytical essay.

What Is An Analytical Essay

An analytical essay is a type of academic writing that delves deeply into a topic, idea, or piece of literature. Unlike descriptive or narrative essays, which focus on providing a vivid description or telling a story, an analytical essay aims to examine and dissect its subject matter.

The primary objective of an analytical essay is to present a thorough analysis or interpretation of the subject, often breaking it down into its constituent parts and scrutinizing how they contribute to the whole.

Why Analytical Essay Is Important

Analytical essays play a pivotal role in developing critical thinking skills and fostering a deeper understanding of complex subjects. Through the meticulous examination and interpretation of information, these essays teach individuals how to dissect arguments, evaluate evidence, and form well-supported conclusions. They serve as a platform for honing analytical prowess, enabling individuals to engage with diverse perspectives, challenge assumptions, and articulate their insights effectively. Moreover, mastering the art of analytical essays equips individuals with invaluable skills applicable across various disciplines, fostering a capacity for logical reasoning, problem-solving, and persuasive communication—a skill set indispensable in academia, professional endeavors, and everyday life.

Tips For Writing A Good Analytical Essay

Understanding the essence.

To excel in analytical writing, one must comprehend the essence of analysis itself. It’s not merely about summarizing or narrating; it’s about deconstructing the core components, scrutinizing their significance, and synthesizing perspectives to derive insightful conclusions.

Devising a Strategic Blueprint

Begin with a comprehensive understanding of your subject matter. Formulate a thesis statement —a succinct encapsulation of your perspective—which serves as the guiding beacon throughout your essay. Craft an outline delineating key sections and their respective arguments, ensuring a logical flow that seamlessly connects each point.

The Pinnacle of Research

A sturdy analytical essay is built upon a foundation of rigorous research. Delve into reputable sources, be it scholarly articles, books, or credible online repositories. Gather diverse perspectives and data to fortify your arguments, but always uphold the standards of credibility and relevance.

Structure: The Backbone of Brilliance

A well-structured essay is akin to an architectural marvel. The introduction should entice readers with a gripping hook, provide context, and introduce the thesis statement. The body paragraphs, each beginning with a topic sentence, should expound on individual arguments supported by evidence and analysis. Finally, the conclusion should reaffirm the thesis while offering a nuanced synthesis of the essay’s core ideas.

The Art of Analysis

Here’s where the magic unfolds. Analyze, dissect, and interpret the data and evidence gathered. Scrutinize underlying themes, dissect intricate details, and juxtapose contrasting viewpoints. Employ analytical tools pertinent to your subject, such as literary devices for literature analyses, statistical methods for scientific inquiries, or historical frameworks for historical essays.

Precision in Language and Style

The language employed in an analytical essay should be precise, articulate, and tailored to convey complex ideas clearly. Utilize a formal tone, vary sentence structures, and employ transitions to ensure a seamless progression of ideas. Embrace clarity and coherence as your allies in elucidating intricate analyses.

Revisiting and Refining

Revision is the crucible wherein a good essay transforms into a great one. Review your work meticulously—check for coherence, refine arguments, ensure logical transitions, and verify the alignment of evidence with your thesis. Seek feedback from peers or mentors to gain diverse perspectives and refine your essay further.

Conclusion: A Culmination of Mastery

In conclusion, a perfect analytical essay isn’t merely a collection of facts and opinions; it’s an orchestrated symphony of critical thinking, analysis, and eloquent expression. Embrace the journey of discovery, relish the complexities, and let your essay resonate as a testament to your mastery of analytical prowess.

Best Place To Avail Analytical Essay Service

At Allessaywriter.com, excellence meets expertise in crafting exceptional analytical essay services . Our platform is your gateway to top-tier service, offering a seamless experience to elevate your academic journey. With a team of seasoned writers dedicated to precision and depth in analysis, we ensure tailored essays that reflect critical thinking and comprehensive understanding. Trust us for meticulous research, compelling arguments, and impeccable structure, all aimed at delivering the finest analytical essays that exceed expectations.

An analytical essay service encapsulates the culmination of rigorous analysis, insightful interpretation, and concise articulation. It serves as the pinnacle of intellectual prowess, combining critical thinking with eloquent expression to offer a profound understanding of complex subjects. So if you are still wondering about analytical essay writing then ask our writers and get our do my essay help services.

Meet Kathy, the mindful mind behind the words at minimalistfocus.com. With an innate ability to distill the essence of life down to its purest form, Kathy's writing resonates with those seeking clarity in a cluttered world.

Related Post

5 strategies for overcoming a denied car accident claim, 7 most important factors in a dependable hvac company in deer park, wa, downsizing and transitioning to a minimalist lifestyle with self-storage: tips and strategies, leave a reply cancel reply.

Save my name, email, and website in this browser for the next time I comment.

Type above and press Enter to search. Press Esc to cancel.

Choose Your Test

Sat / act prep online guides and tips, 5 steps to write a great analytical essay.

General Education

Do you need to write an analytical essay for school? What sets this kind of essay apart from other types, and what must you include when you write your own analytical essay? In this guide, we break down the process of writing an analytical essay by explaining the key factors your essay needs to have, providing you with an outline to help you structure your essay, and analyzing a complete analytical essay example so you can see what a finished essay looks like.

What Is an Analytical Essay?

Before you begin writing an analytical essay, you must know what this type of essay is and what it includes. Analytical essays analyze something, often (but not always) a piece of writing or a film.

An analytical essay is more than just a synopsis of the issue though; in this type of essay you need to go beyond surface-level analysis and look at what the key arguments/points of this issue are and why. If you’re writing an analytical essay about a piece of writing, you’ll look into how the text was written and why the author chose to write it that way. Instead of summarizing, an analytical essay typically takes a narrower focus and looks at areas such as major themes in the work, how the author constructed and supported their argument, how the essay used literary devices to enhance its messages, etc.

While you certainly want people to agree with what you’ve written, unlike with persuasive and argumentative essays, your main purpose when writing an analytical essay isn’t to try to convert readers to your side of the issue. Therefore, you won’t be using strong persuasive language like you would in those essay types. Rather, your goal is to have enough analysis and examples that the strength of your argument is clear to readers.

Besides typical essay components like an introduction and conclusion, a good analytical essay will include:

• A thesis that states your main argument
• Analysis that relates back to your thesis and supports it
• Examples to support your analysis and allow a more in-depth look at the issue

In the rest of this article, we’ll explain how to include each of these in your analytical essay.

How to Structure Your Analytical Essay

Analytical essays are structured similarly to many other essays you’ve written, with an introduction (including a thesis), several body paragraphs, and a conclusion. Below is an outline you can follow when structuring your essay, and in the next section we go into more detail on how to write an analytical essay.

Introduction

Your introduction will begin with some sort of attention-grabbing sentence to get your audience interested, then you’ll give a few sentences setting up the topic so that readers have some context, and you’ll end with your thesis statement. Your introduction will include:

• Brief background information explaining the issue/text
• Your thesis

Body Paragraphs

Your analytical essay will typically have three or four body paragraphs, each covering a different point of analysis. Begin each body paragraph with a sentence that sets up the main point you’ll be discussing. Then you’ll give some analysis on that point, backing it up with evidence to support your claim. Continue analyzing and giving evidence for your analysis until you’re out of strong points for the topic. At the end of each body paragraph, you may choose to have a transition sentence that sets up what the next paragraph will be about, but this isn’t required. Body paragraphs will include:

• Introductory sentence explaining what you’ll cover in the paragraph (sort of like a mini-thesis)
• Analysis point
• Evidence (either passages from the text or data/facts) that supports the analysis
• (Repeat analysis and evidence until you run out of examples)

You won’t be making any new points in your conclusion; at this point you’re just reiterating key points you’ve already made and wrapping things up. Begin by rephrasing your thesis and summarizing the main points you made in the essay. Someone who reads just your conclusion should be able to come away with a basic idea of what your essay was about and how it was structured. After this, you may choose to make some final concluding thoughts, potentially by connecting your essay topic to larger issues to show why it’s important. A conclusion will include:

• Paraphrase of thesis
• Summary of key points of analysis
• Final concluding thought(s)

5 Steps for Writing an Analytical Essay

Follow these five tips to break down writing an analytical essay into manageable steps. By the end, you’ll have a fully-crafted analytical essay with both in-depth analysis and enough evidence to support your argument. All of these steps use the completed analytical essay in the next section as an example.

#1: Pick a Topic

You may have already had a topic assigned to you, and if that’s the case, you can skip this step. However, if you haven’t, or if the topic you’ve been assigned is broad enough that you still need to narrow it down, then you’ll need to decide on a topic for yourself. Choosing the right topic can mean the difference between an analytical essay that’s easy to research (and gets you a good grade) and one that takes hours just to find a few decent points to analyze

Before you decide on an analytical essay topic, do a bit of research to make sure you have enough examples to support your analysis. If you choose a topic that’s too narrow, you’ll struggle to find enough to write about.

For example, say your teacher assigns you to write an analytical essay about the theme in John Steinbeck’s The Grapes of Wrath of exposing injustices against migrants. For it to be an analytical essay, you can’t just recount the injustices characters in the book faced; that’s only a summary and doesn’t include analysis. You need to choose a topic that allows you to analyze the theme. One of the best ways to explore a theme is to analyze how the author made his/her argument. One example here is that Steinbeck used literary devices in the intercalary chapters (short chapters that didn’t relate to the plot or contain the main characters of the book) to show what life was like for migrants as a whole during the Dust Bowl.

You could write about how Steinbeck used literary devices throughout the whole book, but, in the essay below, I chose to just focus on the intercalary chapters since they gave me enough examples. Having a narrower focus will nearly always result in a tighter and more convincing essay (and can make compiling examples less overwhelming).

#2: Write a Thesis Statement

Your thesis statement is the most important sentence of your essay; a reader should be able to read just your thesis and understand what the entire essay is about and what you’ll be analyzing. When you begin writing, remember that each sentence in your analytical essay should relate back to your thesis

In the analytical essay example below, the thesis is the final sentence of the first paragraph (the traditional spot for it). The thesis is: “In The Grapes of Wrath’s intercalary chapters, John Steinbeck employs a variety of literary devices and stylistic choices to better expose the injustices committed against migrants in the 1930s.” So what will this essay analyze? How Steinbeck used literary devices in the intercalary chapters to show how rough migrants could have it. Crystal clear.

#3: Do Research to Find Your Main Points

This is where you determine the bulk of your analysis--the information that makes your essay an analytical essay. My preferred method is to list every idea that I can think of, then research each of those and use the three or four strongest ones for your essay. Weaker points may be those that don’t relate back to the thesis, that you don’t have much analysis to discuss, or that you can’t find good examples for. A good rule of thumb is to have one body paragraph per main point

This essay has four main points, each of which analyzes a different literary device Steinbeck uses to better illustrate how difficult life was for migrants during the Dust Bowl. The four literary devices and their impact on the book are:

• Lack of individual names in intercalary chapters to illustrate the scope of the problem
• Parallels to the Bible to induce sympathy for the migrants
• Non-showy, often grammatically-incorrect language so the migrants are more realistic and relatable to readers
• Nature-related metaphors to affect the mood of the writing and reflect the plight of the migrants

#4: Find Excerpts or Evidence to Support Your Analysis

Now that you have your main points, you need to back them up. If you’re writing a paper about a text or film, use passages/clips from it as your main source of evidence. If you’re writing about something else, your evidence can come from a variety of sources, such as surveys, experiments, quotes from knowledgeable sources etc. Any evidence that would work for a regular research paper works here.

In this example, I quoted multiple passages from The Grapes of Wrath  in each paragraph to support my argument. You should be able to back up every claim you make with evidence in order to have a strong essay.

#5: Put It All Together

Now it's time to begin writing your essay, if you haven’t already. Create an introductory paragraph that ends with the thesis, make a body paragraph for each of your main points, including both analysis and evidence to back up your claims, and wrap it all up with a conclusion that recaps your thesis and main points and potentially explains the big picture importance of the topic.

Analytical Essay Example + Analysis

So that you can see for yourself what a completed analytical essay looks like, here’s an essay I wrote back in my high school days. It’s followed by analysis of how I structured my essay, what its strengths are, and how it could be improved.

One way Steinbeck illustrates the connections all migrant people possessed and the struggles they faced is by refraining from using specific titles and names in his intercalary chapters. While The Grapes of Wrath focuses on the Joad family, the intercalary chapters show that all migrants share the same struggles and triumphs as the Joads. No individual names are used in these chapters; instead the people are referred to as part of a group. Steinbeck writes, “Frantic men pounded on the doors of the doctors; and the doctors were busy.  And sad men left word at country stores for the coroner to send a car,” (555). By using generic terms, Steinbeck shows how the migrants are all linked because they have gone through the same experiences. The grievances committed against one family were committed against thousands of other families; the abuse extends far beyond what the Joads experienced. The Grapes of Wrath frequently refers to the importance of coming together; how, when people connect with others their power and influence multiplies immensely. Throughout the novel, the goal of the migrants, the key to their triumph, has been to unite. While their plans are repeatedly frustrated by the government and police, Steinbeck’s intercalary chapters provide a way for the migrants to relate to one another because they have encountered the same experiences. Hundreds of thousands of migrants fled to the promised land of California, but Steinbeck was aware that numbers alone were impersonal and lacked the passion he desired to spread. Steinbeck created the intercalary chapters to show the massive numbers of people suffering, and he created the Joad family to evoke compassion from readers.  Because readers come to sympathize with the Joads, they become more sensitive to the struggles of migrants in general. However, John Steinbeck frequently made clear that the Joads were not an isolated incident; they were not unique. Their struggles and triumphs were part of something greater. Refraining from specific names in his intercalary chapters allows Steinbeck to show the vastness of the atrocities committed against migrants.

Steinbeck also creates significant parallels to the Bible in his intercalary chapters in order to enhance his writing and characters. By using simple sentences and stylized writing, Steinbeck evokes Biblical passages. The migrants despair, “No work till spring. No work,” (556).  Short, direct sentences help to better convey the desperateness of the migrants’ situation. Throughout his novel, John Steinbeck makes connections to the Bible through his characters and storyline. Jim Casy’s allusions to Christ and the cycle of drought and flooding are clear biblical references.  By choosing to relate The Grapes of Wrath to the Bible, Steinbeck’s characters become greater than themselves. Starving migrants become more than destitute vagrants; they are now the chosen people escaping to the promised land. When a forgotten man dies alone and unnoticed, it becomes a tragedy. Steinbeck writes, “If [the migrants] were shot at, they did not run, but splashed sullenly away; and if they were hit, they sank tiredly in the mud,” (556). Injustices committed against the migrants become greater because they are seen as children of God through Steinbeck’s choice of language. Referencing the Bible strengthens Steinbeck’s novel and purpose: to create understanding for the dispossessed.  It is easy for people to feel disdain for shabby vagabonds, but connecting them to such a fundamental aspect of Christianity induces sympathy from readers who might have otherwise disregarded the migrants as so many other people did.

The simple, uneducated dialogue Steinbeck employs also helps to create a more honest and meaningful representation of the migrants, and it makes the migrants more relatable to readers. Steinbeck chooses to accurately represent the language of the migrants in order to more clearly illustrate their lives and make them seem more like real paper than just characters in a book. The migrants lament, “They ain’t gonna be no kinda work for three months,” (555). There are multiple grammatical errors in that single sentence, but it vividly conveys the despair the migrants felt better than a technically perfect sentence would. The Grapes of Wrath is intended to show the severe difficulties facing the migrants so Steinbeck employs a clear, pragmatic style of writing.  Steinbeck shows the harsh, truthful realities of the migrants’ lives and he would be hypocritical if he chose to give the migrants a more refined voice and not portray them with all their shortcomings. The depiction of the migrants as imperfect through their language also makes them easier to relate to. Steinbeck’s primary audience was the middle class, the less affluent of society. Repeatedly in The Grapes of Wrath , the wealthy make it obvious that they scorn the plight of the migrants. The wealthy, not bad luck or natural disasters, were the prominent cause of the suffering of migrant families such as the Joads. Thus, Steinbeck turns to the less prosperous for support in his novel. When referring to the superior living conditions barnyard animals have, the migrants remark, “Them’s horses-we’re men,” (556).  The perfect simplicity of this quote expresses the absurdness of the migrants’ situation better than any flowery expression could.

In The Grapes of Wrath , John Steinbeck uses metaphors, particularly about nature, in order to illustrate the mood and the overall plight of migrants. Throughout most of the book, the land is described as dusty, barren, and dead. Towards the end, however; floods come and the landscape begins to change. At the end of chapter twenty-nine, Steinbeck describes a hill after the floods saying, “Tiny points of grass came through the earth, and in a few days the hills were pale green with the beginning year,” (556). This description offers a stark contrast from the earlier passages which were filled with despair and destruction. Steinbeck’s tone from the beginning of the chapter changes drastically. Early in the chapter, Steinbeck had used heavy imagery in order to convey the destruction caused by the rain, “The streams and the little rivers edged up to the bank sides and worked at willows and tree roots, bent the willows deep in the current, cut out the roots of cottonwoods and brought down the trees,” (553). However, at the end of the chapter the rain has caused new life to grow in California. The new grass becomes a metaphor representing hope. When the migrants are at a loss over how they will survive the winter, the grass offers reassurance. The story of the migrants in the intercalary chapters parallels that of the Joads. At the end of the novel, the family is breaking apart and has been forced to flee their home. However, both the book and final intercalary chapter end on a hopeful note after so much suffering has occurred. The grass metaphor strengthens Steinbeck’s message because it offers a tangible example of hope. Through his language Steinbeck’s themes become apparent at the end of the novel. Steinbeck affirms that persistence, even when problems appear insurmountable, leads to success. These metaphors help to strengthen Steinbeck’s themes in The Grapes of Wrath because they provide a more memorable way to recall important messages.

John Steinbeck’s language choices help to intensify his writing in his intercalary chapters and allow him to more clearly show how difficult life for migrants could be. Refraining from using specific names and terms allows Steinbeck to show that many thousands of migrants suffered through the same wrongs. Imitating the style of the Bible strengthens Steinbeck’s characters and connects them to the Bible, perhaps the most famous book in history. When Steinbeck writes in the imperfect dialogue of the migrants, he creates a more accurate portrayal and makes the migrants easier to relate to for a less affluent audience. Metaphors, particularly relating to nature, strengthen the themes in The Grapes of Wrath by enhancing the mood Steinbeck wants readers to feel at different points in the book. Overall, the intercalary chapters that Steinbeck includes improve his novel by making it more memorable and reinforcing the themes Steinbeck embraces throughout the novel. Exemplary stylistic devices further persuade readers of John Steinbeck’s personal beliefs. Steinbeck wrote The Grapes of Wrath to bring to light cruelties against migrants, and by using literary devices effectively, he continuously reminds readers of his purpose. Steinbeck’s impressive language choices in his intercalary chapters advance the entire novel and help to create a classic work of literature that people still are able to relate to today. 

This essay sticks pretty closely to the standard analytical essay outline. It starts with an introduction, where I chose to use a quote to start off the essay. (This became my favorite way to start essays in high school because, if I wasn’t sure what to say, I could outsource the work and find a quote that related to what I’d be writing about.) The quote in this essay doesn’t relate to the themes I’m discussing quite as much as it could, but it’s still a slightly different way to start an essay and can intrigue readers. I then give a bit of background on The Grapes of Wrath and its themes before ending the intro paragraph with my thesis: that Steinbeck used literary devices in intercalary chapters to show how rough migrants had it.

Each of my four body paragraphs is formatted in roughly the same way: an intro sentence that explains what I’ll be discussing, analysis of that main point, and at least two quotes from the book as evidence.

My conclusion restates my thesis, summarizes each of four points I discussed in my body paragraphs, and ends the essay by briefly discussing how Steinbeck’s writing helped introduce a world of readers to the injustices migrants experienced during the dust bowl.

What does this analytical essay example do well? For starters, it contains everything that a strong analytical essay should, and it makes that easy to find. The thesis clearly lays out what the essay will be about, the first sentence of each of the body paragraph introduces the topic it’ll cover, and the conclusion neatly recaps all the main points. Within each of the body paragraphs, there’s analysis along with multiple excerpts from the book in order to add legitimacy to my points.

Additionally, the essay does a good job of taking an in-depth look at the issue introduced in the thesis. Four ways Steinbeck used literary devices are discussed, and for each of the examples are given and analysis is provided so readers can understand why Steinbeck included those devices and how they helped shaped how readers viewed migrants and their plight.

Where could this essay be improved? I believe the weakest body paragraph is the third one, the one that discusses how Steinbeck used plain, grammatically incorrect language to both accurately depict the migrants and make them more relatable to readers. The paragraph tries to touch on both of those reasons and ends up being somewhat unfocused as a result. It would have been better for it to focus on just one of those reasons (likely how it made the migrants more relatable) in order to be clearer and more effective. It’s a good example of how adding more ideas to an essay often doesn’t make it better if they don’t work with the rest of what you’re writing. This essay also could explain the excerpts that are included more and how they relate to the points being made. Sometimes they’re just dropped in the essay with the expectation that the readers will make the connection between the example and the analysis. This is perhaps especially true in the second body paragraph, the one that discusses similarities to Biblical passages. Additional analysis of the quotes would have strengthened it.

Summary: How to Write an Analytical Essay

What is an analytical essay? A critical analytical essay analyzes a topic, often a text or film. The analysis paper uses evidence to support the argument, such as excerpts from the piece of writing. All analytical papers include a thesis, analysis of the topic, and evidence to support that analysis.

When developing an analytical essay outline and writing your essay, follow these five steps:

Reading analytical essay examples can also give you a better sense of how to structure your essay and what to include in it.

What's Next?

Learning about different writing styles in school? There are four main writing styles, and it's important to understand each of them. Learn about them in our guide to writing styles , complete with examples.

Writing a research paper for school but not sure what to write about? Our guide to research paper topics has over 100 topics in ten categories so you can be sure to find the perfect topic for you.

Literary devices can both be used to enhance your writing and communication. Check out this list of 31 literary devices to learn more !

Christine graduated from Michigan State University with degrees in Environmental Biology and Geography and received her Master's from Duke University. In high school she scored in the 99th percentile on the SAT and was named a National Merit Finalist. She has taught English and biology in several countries.

Ask a Question Below

Have any questions about this article or other topics? Ask below and we'll reply!

Improve With Our Famous Guides

• For All Students

The 5 Strategies You Must Be Using to Improve 160+ SAT Points

How to Get a Perfect 1600, by a Perfect Scorer

Series: How to Get 800 on Each SAT Section:

Score 800 on SAT Math

Score 800 on SAT Reading

Score 800 on SAT Writing

Series: How to Get to 600 on Each SAT Section:

Score 600 on SAT Math

Score 600 on SAT Reading

Score 600 on SAT Writing

Free Complete Official SAT Practice Tests

What SAT Target Score Should You Be Aiming For?

15 Strategies to Improve Your SAT Essay

The 5 Strategies You Must Be Using to Improve 4+ ACT Points

How to Get a Perfect 36 ACT, by a Perfect Scorer

Series: How to Get 36 on Each ACT Section:

36 on ACT English

36 on ACT Math

36 on ACT Reading

36 on ACT Science

Series: How to Get to 24 on Each ACT Section:

24 on ACT English

24 on ACT Math

24 on ACT Reading

24 on ACT Science

What ACT target score should you be aiming for?

ACT Vocabulary You Must Know

ACT Writing: 15 Tips to Raise Your Essay Score

How to Get Into Harvard and the Ivy League

How to Get a Perfect 4.0 GPA

How to Write an Amazing College Essay

What Exactly Are Colleges Looking For?

Is the ACT easier than the SAT? A Comprehensive Guide

Should you retake your SAT or ACT?

When should you take the SAT or ACT?

Stay Informed

Get the latest articles and test prep tips!

Looking for Graduate School Test Prep?

Check out our top-rated graduate blogs here:

GRE Online Prep Blog

GMAT Online Prep Blog

TOEFL Online Prep Blog

Holly R. "I am absolutely overjoyed and cannot thank you enough for helping me!”

The Ultimate Guide to Analytical Essay Writing: How to Craft an A-Grade Paper?

25 January, 2021

17 minutes read

Author:  Kate Smith

An analytical essay is often considered the most challenging piece of writing. However, those who have dealt with it at least once are a step closer to calling themselves masters of essay writing. This type of paper requires plenty of analytical skills to carry out an in-depth analysis of the assigned topic. Yet, the main goal of an analytical essay is not only to demonstrate your ability to learn the basics of the theme.

You also need to think critically, analyze facts, express your standpoint, and clearly show a deep understanding of key concepts. In short, your main task as an author is to prove the validity of your views by coming up with strong arguments that do not beg any questions.

The given guide provides a full analytical essay definition, as well as specifies its features and structural aspects. The following information will help you properly start your paper, choose a relevant topic, and come up with compelling conclusions. 

What is an Analytical Essay?

An analytical essay is a piece of writing aimed to provide a thorough analysis of a definite phenomenon using persuasive arguments and supporting assertions. Analysis in the analytical essay writing process stands for a method of research that allows one to study specific features of an object. Analytical papers also have to do with analysis of a specific problem; that is consideration of the problem itself and identification of its key patterns. The subject matter of analysis can be a well-known or little-studied scientific phenomenon, artistic work, historical event, social problem, etc.

The content of an analytical essay will totally depend on the object that has been chosen for analysis. Thus, when shedding light on any kind of scientific work, an analytical essay can be devoted to the analysis of research credibility, its relevance, or the adequacy of conclusions. When considering a work of art, an essay writer can focus on the analysis of the author’s artistic techniques or issues raised in the book. For this reason, it is essential to accurately determine the topic and subject matter of your future analytical essay.

Steps to Take Before Writing

The preparational stage of analytical essay writing cannot be omitted. It lays the basis for the A-grade paper and should be carefully completed. If you don’t know how to start an analytical essay, read a few handy tips that will ensure a solid foundation for your paper.  

Define a subject matter

You first need to clearly understand the issue you will base your essay on. Since analytical essays imply an in-depth analysis of a specific problem, you need to define its core. Try to split the analysis into several components and provide arguments taken either from a book, a research, a scientific work, or a movie (depending on the subject matter of your analysis), and support your views comprehensively.

Decide on the content of your analytical essay

If you are a student who was given an analytical essay topic, read the task several times before you are 100% sure that you clearly understand the requirements as to the analytical essay format. In case you were lucky to choose the topic of the analytical paper by yourself, make sure the theme you will be dealing with is familiar or at least seems interesting to you. 

Remember that different subject matters require a different approach to their analysis. If you examine some literature work, you can prove your opinion based on the deeds of a certain or several characters. But if you have been assigned the task to elaborate on some historic events, analyze their main causes, driving forces that have affected their course, and their global consequences.  

Take care of the proper start

Don’t forget to start your analytical essay with a thesis statement. It is a sentence or a couple of sentences that aim to summarize the key statements of your paper. A thesis statement should provide readers with a preliminary idea of what your essay is all about.  

Find extra reasoning

Make sure your thesis is supported by compelling arguments. To find enough evidence, you should carry out a thorough analysis of the assigned topic. List the crucial points of your research and ponder over the ways they can be used to prove your final opinion. 

Elaborate the outline

A sound outline elaborated at the preparation stage will help you ensure a proper analytical essay structure and make the overall writing process easier. As a rule, an analytical essay consists of an introduction, three body paragraphs, and a conclusion. Your outline plan should include the key arguments you want to discuss in each paragraph. 

Analytical Essay Thesis

A thesis statement represents the central idea of your paper and must serve as strong proof of your standpoint. While elaborating your thesis statement, it is crucial to include it at the end of the first paragraph and thus set a direction for the overall paper. 

Analytical Essay Outline

An outline is not a required element of analytical essays writing and should not be included in the text, but it can greatly facilitate the whole process of paper writing.

The analytical essay structure looks as follows:

Introduction

In the introduction of an analytical essay, you will need to identify your paper’s subject matter. Mention the purpose of your work and specify its scope of research. Don’t forget to include a thesis to let readers know what your work is about.

Body Section

As has already been mentioned, the body section covers three or more main paragraphs, each being supported with arguments and details. Besides, you need to provide a small conclusion to each statement to make your essay sound professional and persuasive. 

At this stage, you need to summarize the points elucidated in your paper and make sure there is a smooth and logical transition from the body section to the concluding part of the text. If you don’t know how to conclude an analytical essay, try to restate the thesis statement without copying it word for word.  

Analytical Essay Examples

Writing an analytical essay may seem to be a thorny way. If you are still not sure how to properly craft one, try to find some examples that will help you go in the right direction. Below, there are some great examples of analytical essays. Take a look at their structure and try to write something similar based on your views and ideas:

https://drive.google.com/file/d/1JeR4i4RIZIj448W3KVFyHP-eS3QPN7gW/view

https://stlcc.edu/docs/student-support/academic-support/college-writing-center/rhetorical-analysis-sample-essay.pdf

https://www.germanna.eduhttp://handmadewriting.com/wp-content/uploads/tutoring/handouts/Literary-Analysis-Sample-Paper.pdf

30 Analytical Essay Topics

If you were allowed to choose the theme for your paper by yourself, check on the following analytical essay topics. Each of them can bring you the highest score:

General topics

• The influence of social networks on the life of teens
• Are salaries of football players too high?
• Wearing uniforms in schools should be banned
• A person in society: the problems of loneliness and privacy
• Sociology of corporate relationships
• Does the observation of space need more investments?
• Should the voting age in the UK be decreased?
• Reasons why capital punishment should be brought back in the UK
• A world with no rules: a new human era or a road to the global collapse?
• Life without technologies: will modern people survive?
• Should scientists test drugs on animals to fight cancer?
• The problem of keeping the balance between career and family life
• The importance of listening to your body 
• Problems caused by the lack of communication
• Food addiction and the problems it causes
• Problems of vaccination in the XXI century
• Does evil really rule the world?
• How does body size affect life quality?
• Pros and cons of video games 
• The role of a family model in the life and career of a person

Analytical Essay Topics on Literature

• “Robinson Crusoe”: fantasy vs reality
• Observation of the artistic uniqueness in the comedy by W. Shakespeare “A Midsummer Night’s Dream” 
• Observe the social problems in the novel by John Steinbeck “The Grapes of Wrath”
• Convulsions and death of the “little man” in the networks of impersonal, alienated forces in the novel “The Metamorphosis”
• Observation of the problems of a man on a plagued land in the novel “The Plague”
• Revolt of the protagonist in the novel by J. Salinger “The Catcher in the Rye”
• Observation of friendship and love in the fate of humanity in the XX century
• The triumph of immorality in the novel by F. Sagan “Hello Sadness”
• Observation of the personality of an American student in the novel by J. Salinger “The Catcher in the Rye”
• Eternal tragedies of humanity in the tragedy by W. Shakespeare “The Tragedy of Hamlet, Prince of Denmark”

How to Write a Well-Structured Analytical Essay With a Solid Argument

Writing an analytical essay with a clear structure might be challenging unless you are thoroughly prepared. We decided to help you out and create a detailed guide listing the main things to consider when creating an analytical essay outline. You need to explain your main idea in a concise way to bring your point across. As analytical writing has high requirements, it pays off to find an analytical essay example and analyze how this text was written. It will allow you to understand the analytical essay format better and learn how to provide substantive analysis on various topics. Read on to learn how to write a top-level analytical paper and submit it on time.

Main Tips for Writing an Analytical Essay

An analytical essay should provide a comprehensive analysis of a chosen topic. What makes an analysis essay different from other assignments is that it includes a personal opinion of an author. This is why analytical writing should be persuasive.

Below, we have rounded up the key tips you need to follow when producing an analytical essay outline and the main body of your text. Read on to learn more about the analytical essay format and create a text that will fully meet the requirements.

Select an Analytical Essay Topic

Before creating an analytical essay outline, make sure to pick a topic that you are interested in. It should be provocative enough to engage your readers. A widely-debated topic will help you write an analytical essay that grabs the attention of a wide audience.

Consider your goals and conduct thorough research to see if you have enough sources to support the main thesis of your analysis essay.

Come Up With a Strong Analytical Thesis Statement

When writing an analytical essay, start by formulating a thesis statement that includes the topic and the main goal of your text. It will help you create an analytical essay outline and show your readers what you will discuss in your analysis essay.

Add it to the last paragraph of your analytical essay introduction. Due to this, your analytical essay outline will look better structured. Look at any analytical essay example to see how you can introduce your subject. In most cases, one sentence will suffice to state your analysis essay’s goal. However, a complex analytical essay outline might require you to use two sentences for a thesis statement.

Write an Analytical Essay Body with a Clear Structure

Your analytical essay outline should include 3-4 paragraphs. However, a literary analysis essay usually consists of 5 paragraphs. When it comes to analytical writing, it is important to cover a different point in each section of the main body of an analysis paper.

After writing an analytical essay, check whether each paragraph contains an introduction and the main point. Besides, it should contain evidence. An expertly written analytical essay outline will help you reach out to your target audience more effectively.

Conduct Research Before Writing an Analytical Essay Outline

While this step is preparatory, it is a must for those who want to write a well-grounded analytical paper.

• First, select the best ideas for your essay
• Then, emphasize the problems with works written by other researchers
• Finally, write your analytical essay outline to demonstrate what approach you want to take

Examine the context and find examples to illustrate the scope of the issue. You may draw parallels to emphasize your point and make your topic more relatable.

Analyze the Implications of the Evidence

After listing your pieces of evidence and demonstrating how it is related to your thesis, show why it is important. You need to explore it deeply and use it to support your argument. It will make your analytical essay outline well-grounded facts.

Write an Analytical Essay Conclusion

Whether you write a literary analysis essay or other types of assignments, there is no need to add any new data at the end of your analysis paper. Instead, summarize the arguments you mentioned in your analytical essay outline. The conclusion of your analysis essay should be short and clear. Here, you need to demonstrate that you have achieved your goals.

Analytical Essay Writing Tips

If you want to get the highest grade for your analytical essay, you need to know a little bit more than just the basics of paper writing. Read these handy tips to write a perfect essay you will be proud of:

• Double-check your paper for spelling and grammar mistakes. In case your essay contains too many errors, neither an in-depth analysis nor the elaborate writing style will make it look any better. Situations when essays of great value in terms of research and a message they convey are poorly assessed because of the abundance of mistakes are not rare. Make sure you have enough time to proofread your paper before submission. Also, you may consider asking somebody to take a fresh look at your essay and check it for you.
• Reading your analytical essay out loud helps you discover all types of errors or weak phrases. This method might seem a bit uncomfortable, but it has proved to be very effective for many students. Note that silent reading of your paper isn’t even half as helpful as reading it aloud. 
• Another great idea to check on the rhythm and flow of your paper is to ask someone to read it for you. While listening to the text, you could perceive it from another perspective and discover even more inconsistencies and mistakes.  
• Double-check the facts you use in your analytical essay. The names of people, books, research, publications, as well as dates of historical events are too important to be misspelled. Things like these show your professionalism and the way you treat your readers.

Write an Analytical Essay with HandmadeWriting

Writing an analytical essay requires time, strong writing skills, great attention to detail, and a huge interest in the assigned topic. However, life can be unpredictable sometimes, and students might find themselves at risk of failing their creative assignments. Stress, family issues, poor health, and even unwillingness to work on a certain topic may become significant obstacles on their way to the A-grade work.

If you have similar problems, there is no need to compromise your reputation and grades. You can always refer to HandmadeWriting professionals who are ready to help you with a paper of any type and complexity. They will understand your individual style and totally devote themselv

A life lesson in Romeo and Juliet taught by death

Due to human nature, we draw conclusions only when life gives us a lesson since the experience of others is not so effective and powerful. Therefore, when analyzing and sorting out common problems we face, we may trace a parallel with well-known book characters or real historical figures. Moreover, we often compare our situations with […]

Ethical Research Paper Topics

Writing a research paper on ethics is not an easy task, especially if you do not possess excellent writing skills and do not like to contemplate controversial questions. But an ethics course is obligatory in all higher education institutions, and students have to look for a way out and be creative. When you find an […]

Art Research Paper Topics

Students obtaining degrees in fine art and art & design programs most commonly need to write a paper on art topics. However, this subject is becoming more popular in educational institutions for expanding students’ horizons. Thus, both groups of receivers of education: those who are into arts and those who only get acquainted with art […]

Purdue Online Writing Lab Purdue OWL® College of Liberal Arts

Organizing Your Analysis

Welcome to the Purdue OWL

This page is brought to you by the OWL at Purdue University. When printing this page, you must include the entire legal notice.

Copyright ©1995-2018 by The Writing Lab & The OWL at Purdue and Purdue University. All rights reserved. This material may not be published, reproduced, broadcast, rewritten, or redistributed without permission. Use of this site constitutes acceptance of our terms and conditions of fair use.

There is no one perfect way to organize a rhetorical analysis essay. In fact, writers should always be a bit leery of plug-in formulas that offer a perfect essay format. Remember, organization itself is not the enemy, only organization without considering the specific demands of your particular writing task. That said, here are some general tips for plotting out the overall form of your essay.

Introduction

Like any rhetorical analysis essay, an essay analyzing a visual document should quickly set the stage for what you’re doing. Try to cover the following concerns in the initial paragraphs:

• Make sure to let the reader know you’re performing a rhetorical analysis. Otherwise, they may expect you to take positions or make an evaluative argument that may not be coming.
• Clearly state what the document under consideration is and possibly give some pertinent background information about its history or development. The intro can be a good place for a quick, narrative summary of the document. The key word here is “quick, for you may be dealing with something large (for example, an entire episode of a cartoon like the Simpsons). Save more in-depth descriptions for your body paragraph analysis.
• If you’re dealing with a smaller document (like a photograph or an advertisement), and copyright allows, the introduction or first page is a good place to integrate it into your page.
• Give a basic run down of the rhetorical situation surrounding the document: the author, the audience, the purpose, the context, etc.

Thesis Statements and Focus

Many authors struggle with thesis statements or controlling ideas in regards to rhetorical analysis essays. There may be a temptation to think that merely announcing the text as a rhetorical analysis is purpose enough. However, especially depending on your essay’s length, your reader may need a more direct and clear statement of your intentions. Below are a few examples.

1. Clearly narrow the focus of what your essay will cover. Ask yourself if one or two design aspects of the document is interesting and complex enough to warrant a full analytical treatment.

The website for Amazon.com provides an excellent example of alignment and proximity to assist its visitors in navigating a potentially large and confusing amount of information.

2. Since visual documents often seek to move people towards a certain action (buying a product, attending an event, expressing a sentiment), an essay may analyze the rhetorical techniques used to accomplish this purpose. The thesis statement should reflect this goal.

The call-out flyer for the Purdue Rowing Team uses a mixture of dynamic imagery and tantalizing promises to create interest in potential, new members.

3. Rhetorical analysis can also easily lead to making original arguments. Performing the analysis may lead you to an argument; or vice versa, you may start with an argument and search for proof that supports it.

A close analysis of the female body images in the July 2007 issue of Cosmopolitan magazine reveals contradictions between the articles’ calls for self-esteem and the advertisements’ unrealistic, beauty demands.

These are merely suggestions. The best measure for what your focus and thesis statement should be the document itself and the demands of your writing situation. Remember that the main thrust of your thesis statement should be on how the document creates meaning and accomplishes its purposes. The OWl has additional information on writing thesis statements.

Analysis Order (Body Paragraphs)

Depending on the genre and size of the document under analysis, there are a number of logical ways to organize your body paragraphs. Below are a few possible options. Which ever you choose, the goal of your body paragraphs is to present parts of the document, give an extended analysis of how that part functions, and suggest how the part ties into a larger point (your thesis statement or goal).

Chronological

This is the most straight-forward approach, but it can also be effective if done for a reason (as opposed to not being able to think of another way). For example, if you are analyzing a photo essay on the web or in a booklet, a chronological treatment allows you to present your insights in the same order that a viewer of the document experiences those images. It is likely that the images have been put in that order and juxtaposed for a reason, so this line of analysis can be easily integrated into the essay.

Be careful using chronological ordering when dealing with a document that contains a narrative (i.e. a television show or music video). Focusing on the chronological could easily lead you to plot summary which is not the point of a rhetorical analysis.

A spatial ordering covers the parts of a document in the order the eye is likely to scan them. This is different than chronological order, for that is dictated by pages or screens where spatial order concerns order amongst a single page or plane. There are no unwavering guidelines for this, but you can use the following general guidelines.

• Left to right and top to down is still the normal reading and scanning pattern for English-speaking countries.
• The eye will naturally look for centers. This may be the technical center of the page or the center of the largest item on the page.
• Lines are often used to provide directions and paths for the eye to follow.
• Research has shown that on web pages, the eye tends to linger in the top left quadrant before moving left to right. Only after spending a considerable amount of time on the top, visible portion of the page will they then scroll down.

Persuasive Appeals

The classic, rhetorical appeals are logos, pathos, and ethos. These concepts roughly correspond to the logic, emotion, and character of the document’s attempt to persuade. You can find more information on these concepts elsewhere on the OWL. Once you understand these devices, you could potentially order your essay by analyzing the document’s use of logos, ethos, and pathos in different sections.

The conclusion of a rhetorical analysis essay may not operate too differently from the conclusion of any other kind of essay. Still, many writers struggle with what a conclusion should or should not do. You can find tips elsewhere on the OWL on writing conclusions. In short, however, you should restate your main ideas and explain why they are important; restate your thesis; and outline further research or work you believe should be completed to further your efforts.

How to Write an Analysis Essay: Examples + Writing Guide

An analysis / analytical essay is a standard assignment in college or university. You might be asked to conduct an in-depth analysis of a research paper, a report, a movie, a company, a book, or an event. In this article, you’ll find out how to write an analysis paper introduction, thesis, main body, and conclusion, and analytical essay example.

So, what is an analytical essay? This type of assignment implies that you set up an argument and analyze it using a range of claims. The claims should be supported by appropriate empirical evidence. Note that you need to explore both the positive and negative sides of the issue fully.

Analytical skills are the key to getting through your academic career. Moreover, they can be useful in many real-life situations. Keep reading this article by Custom-writing experts to learn how to write an analysis!

❓ What Is an Analytical Essay?

• 🤔 Getting Started

📑 Analytical Essay Outline

• 📔 Choosing a Title
• 💁 Writing an Introduction
• 🏋 Writing a Body
• 🏁 Writing a Conclusion

🔗 References

Before you learn how to start an analysis essay, you should understand some fundamentals of writing this type of paper. It implies that you analyze an argument using a range of claims supported by facts . It is essential to understand that in your analysis essay, you’ll need to explore the negative sides of the issue and the positive ones. That’s what distinguishes an analytical essay from, say, a persuasive one.

These are the steps to write an academic paper :

• Review the literature . Before starting any paper, you should familiarize yourself with what has already been written in the field. And the analytical essay is no exception. The easiest way is to search on the web for the information.
• Brainstorm ideas. After you’ve done your search, it is time for a brainstorm! Make a list of topics for your analysis essay, and then choose the best one. Generate your thesis statement in the same way.
• Prepare an outline . Now, when you’ve decided on the topic and the thesis statement of your analytical essay, think of its structure. Below you will find more detailed information on how your paper should be structured.
• Write the first draft. You’ve done a lot of work by now. Congratulations! Your next goal is to write the first version of your analysis essay, using all the notes that you have. Remember, you don’t need to make it perfect!
• Polish your draft. Now take your time to polish and edit your draft to transform it into the paper’s final version.

You are usually assigned to analyze an article, a book, a movie, or an event. If you need to write your analytical essay on a book or an article, you’ll have to analyze the style of the text, its main points, and the author’s purported goals.

🤔 Analytical Essay: Getting Started

The key to writing an analysis paper is to choose an argument that you will defend throughout it. For example: maybe you are writing a critical analysis paper on George Orwell’s Animal Farm The first and imperative task is to think about your thesis statement. In the case of Animal Farm , the argument could be:

In Orwell’s Animal Farm , rhetoric and language prove to be more effective ways to keep social control than physical power.

The University of North Carolina at Chapel Hill gives a great explanation of the thesis statement , how to create one, and what its function is.

But that’s not all. Once you have your thesis statement, you need to break down how you will approach your analysis essay to prove your thesis. To do this, follow these steps:

• Define the main goal(s) of your analysis . Remember that it is impossible to address each and every aspect in a single paper. Know your goal and focus on it.
• Conduct research , both online and offline, to clarify the issue contained within your thesis statement.
• Identify the main parts of the issue by looking at each part separately to see how it works.
• Try to clearly understand how each part works.
• Identify the links between the various aspects of the topic .
• By using the information you found, try to solve your main problem .

At this point, you should have a clear understanding of both the topic and your thesis statement. You should also have a clear direction for your analysis paper firmly planted in your mind and recorded in writing.

This will give you what you need to produce the paper’s outline.

An outline is the starting point for your work. A typical analytical essay features the usual essay structure. A 500-word essay should consist of a one-paragraph introduction, a three-paragraph body, and a one-paragraph conclusion. Find below a great analytical essay outline sample. Feel free to use it as an example when doing your own work!

Analysis Essay: Introduction

• Start with a startling statement or provocative question.

“All animals are equal, but some animals are more equal”. Animal Farm abounds in ironic and provocative phrases to start an analytical essay.

• Introduce the work and its author.
• Give background information that would help the reader understand your opinion.
• Formulate a thesis statement informing the reader about the purpose of the essay. Essay format does not presuppose telling everything possible on the given topic. Thus, a thesis statement tells what you are going to say, implying what you will not discuss, establishing the limits.

In Animal Farm, Orwell uses different irony types to ridicule totalitarianism to manifest its inability to make every member of society equal and happy.

Analysis Essay: Body

The analytical essay structure requires 2-3 developmental paragraphs, each dedicated to one separate idea confirming your thesis statement. The following template should be used for each of the body paragraphs.

• Start with a topic sentence that supports an aspect of your thesis.

Dramatic irony is used in Animal Farm to point out society’s ignorance.

• Continue with textual evidence (paraphrase, summary, direct quotations, specific details). Use several examples that substantiate the topic sentence.

Animals are unaware of the fact that Boxer was never sent to the hospital. He was sent to the slaughterhouse. However, the reader and writer understand that this is a lie.

• Conclude with an explanation.

By allowing the readers to learn some essential facts before the characters, dramatic irony creates suspense and shows how easy it is to persuade and manipulate the public.

Analysis Essay Conclusion

The next four points will give you a short instruction on how to conclude an analytical essay.

• Never use new information or topics here.
• Restate your thesis in a different formulation.
• Summarize the body paragraphs.
• Comment on the analyzed text from a new perspective.

📔 Choosing a Title for Your Analysis Essay

Choosing a title seems like not a significant step, but it is actually very important. The title of your critical analysis paper should:

• Entice and engage the reader
• Be unique and capture the readers’ attention
• Provide an adequate explanation of the content of the essay in just a few carefully chosen words

In the Animal Farm example, your title could be:

“How Do the Pigs Manage to Keep Social Control on Animal Farm?”

Analysis Essay Topics

• Analyze the media content.
• Analyze the specifics and history of hip-hop culture.  
• Sociological issues in the film Interstellar .
• Discuss the techniques M. Atwood uses to describe social issues in her novel The Handmaid’s Tale .
• Compare and analyze the paintings of Van Gogh and George Seurat.
• Analysis of Edgar Allan Poe’s The Black Cat . 
• Examine the juvenile crime rates.  
• Describe the influence of different parenting styles on children’s mind.
• Analyze the concept of the Ship of Theseus .
• Compare and analyze the various views on intelligence .
• Analysis of The Yellow Wallpaper by Charlotte Perkins Gilman .
• Discuss the techniques used by W. Shakespeare in A Midsummer Night’s Dream . 
• Analyze the biography of Frederic Chopin .
• Manifestation of the Chicano culture in the artwork An Ofrenda for Dolores del Rio .
• Similarities and differences of Roman, Anglo-Saxon, and Spanish Empires .
• Describe the problem of stalking and its impact on human mental health.
• Examine the future of fashion .
• Analyze the topicality of the article Effectiveness of Hand Hygiene Interventions in Reducing Illness Absence .
• Discuss Thomas Paine’s impact on the success of American revolution.
• Meaningful messages in Recitatif by Toni Morrison .
• Explore the techniques used by directors in the film Killing Kennedy .  
• Compare the leadership styles of Tang Empress Wu Zetian and the Pharaoh Cleopatra .
• Evaluate the credibility of Kristof’s arguments in his article Remote Learning Is Often an Oxymoron.
• Analyze genetically modified food. 
• Examine the influence of Europeans on Indian tribes in The Narrative of the Captivity and Restoration of Mrs. Mary Rowlandson .
• Describe the rhetoric techniques used in The Portrait of Dorian Gray by Oscar Wilde .
• The importance of fighting against violence in communities in the documentary film The Interrupters .
• Analyze indoor and outdoor pollution. 
• Analyze the issue of overprotective parenthood .
• Explore the connection between eating habits and advertisement.
• Discuss the urgence of global warming issue.  
• Influence of sleep on people’s body and mental health.
• Analyze the relationship between Christianity and sports .
• Discuss the concept of leadership and its significance for company efficiency. 
• Analyze the key lessons of the book Rich Dad Poor Dad by Robert Kiyosaki.  
• Examine the specifics of nursing ethic.  
• The theme of emotional sufferings in the short story A Rose for Emily .  
• Analysis of bias in books for children .
• Analyze the rhetoric of the article Public Monuments .
• Describe the main messages in Jean-Paul Sartre’s Nausea .
• Explore the problem of structural racism in healthcare.
• The reasons of tango dance popularity.  
• The shortcomings of the American educational system in Waiting for Superman.
• Analyze and compare Erin’s Law and Megan’s Law. 
• Analyze the James Madison’s essay Federalist 10 .
• Examine symbols in the movie The Joker.   
• Compare the thematic connection and stylistic devices in the poems The Road Not Taken and Find Your Way . 
• Describe and analyze the life of Eddie Bernice Johnson.
• Explore the social classes in America. 
• Crucial strengths and weaknesses of the main translation theories .

💁 Writing Your Analytical Essay Introduction

You must understand how to compose an introduction to an analysis paper. The University of Wollongong describes the introduction as a “map” of any writing. When writing the introduction, follow these steps:

• Provide a lead-in for the reader by offering a general introduction to the topic of the paper.
• Include your thesis statement , which shifts the reader from the generalized introduction to the specific topic and its related issues to your unique take on the essay topic.
• Present a general outline of the analysis paper.

Watch this great video for further instructions on how to write an introduction to an analysis essay.

Example of an Analytical Essay Introduction

“Four legs good, two legs bad” is one of the many postulates invented by George Orwell for his characters in Animal Farm to vest them with socialist ideology and control over the animal population. The social revolution on Manor Farm was built on language instruments, first for the collective success of the animals, and later for the power consolidation by the pigs. The novel was written in 1945 when the transition from limitless freedoms of socialist countries transformed into dictatorship. Through his animal protagonists, the author analyzes the reasons for peoples’ belief in the totalitarian regime. In Orwell’s Animal Farm , rhetoric and language prove to be more effective ways to keep social control than physical power.

🏋 Writing Your Analytical Essay Body

The body of the paper may be compared to its heart. This is the part where you show off your talent for analysis by providing convincing, well-researched, and well-thought-out arguments to support your thesis statement. You have already gathered the information, and now all you may start crafting your paper.

To make the body of an analytical essay, keep the following in mind:

• Discuss one argument per paragraph , although each argument can relate to multiple issues
• Strike a balance between writing in an unbiased tone, while expressing your personal opinion
• Be reasonable when making judgments regarding any of the problems you discuss
• Remember to include the opposing point of view to create a balanced perspective

The bottom line is: you want to offer opposing views, but you must pose your arguments so they will counter those opposing views and prove your point of view. Follow these steps when constructing each body paragraph:

• Choose the main sentence. The main or topic sentence will be the first line in your essay. The topic sentence is responsible for presenting the argument you will discuss in the paragraph and demonstrate how this argument relates to the thesis statement.
• Provide the context for the topic sentence , whether it relates to a quote, a specific incident in society, or something else. Offer evidence on who, what, where, when, why, and how.
• Give your analysis of the argument and how it adequately proves your thesis.
• Write a closing sentence that sums up the paragraph and provides a transition to the following paragraph.

Example of an Analytical Essay Body

Literacy can grant power, provided that there are animals who cannot read or write. In the beginning, the animals’ literacy and intellect are relatively the same. Old Major is the cleverest pig; he is the kind old philosopher, like Karl Marx or Vladimir Lenin. During his retirement, he develops a theory that all humans are the root of evil. His speech was the foundation for the pigs’ assumption of power. They refined his ideas into a new ideology and called it Animalism. They also learned how to read. It allowed the pigs to declare themselves the “mind workers.” Therefore, the pigs’ literacy assured the illiterate animals in their objective superiority.

Meanwhile, as the pigs were the intellectual elite, they were not supposed to work, which raised their social status by itself. Snowball tried to promote education among all the animals, but most of them failed to master the alphabet. This is a metaphor for the general public being predominantly ignorant and easy to manipulate. At the same time, Boxer and other animals that spend most of the day in hard work merely have no time to develop their intellect. Thus, the pigs’ intention to build a school for pig children was highly efficient. Unequal access to education and unequal ability to express one’s thoughts in perspective reinforce the social divide, making the pigs smarter and more powerful and undermining other animals’ self-esteem.

At this point, the pigs resort to propaganda and rhetoric. Squealer uses his oratorical gift to refine the pigs’ message to the other animals. Upon Napoleon’s order, he breaks the Seven Commandments of farm governance. At night, he climbs the ladder to change them, and once even falls from the ladder trying to change the commandment on alcohol. The “proletarian” animals soon forget what the Seven Commandments were like in the first place and are unsure if they have ever been altered. Further on, Minimus writes a poem praising Napoleon. Finally, Squealer replaces the Commandments with a single assertion: “All animals are equal, but some animals are more equal than others.” Language is no longer used to convince. It is used to control and manipulate.

🏁 Writing Your Analytical Essay Conclusion

The conclusion is short and sweet. It summarizes everything you just wrote in the essay and wraps it up with a beautiful shiny bow. Follow these steps to write a convincing conclusion:

• Repeat the thesis statement and summarize your argument. Even when using the best summary generator for the task, reread it to make sure all the crucial points are included.
• Take your argument beyond what is simply stated in your paper. You want to show how it is essential in terms of the bigger picture. Also, you may dwell on the influence on citizens of the country.

Example of an Analytical Essay Conclusion

Because of everything mentioned above, it becomes clear that language and rhetoric can rise to power, establish authority, and manipulate ordinary people. Animal Farm is the simplified version of a communist society. It shows how wise philosophers’ good intentions can be used by mean leaders to gain unopposed power and unconditional trust. Unfortunately, this can lead to the death of many innocent animals, i.e., people, as totalitarianism has nothing to do with people’s rule. Therefore, language and oratory are potent tools that can keep people oppressed and weak, deprive them of any chance for improvement and growth, and make them think that there is no other possible existence.

Now you are ready to write an analysis essay! See, it’s easier than you thought.

Of course, it’s always helpful to see other analysis essay examples. The University of Arkansas at Little Rock provides some great examples of an analytical paper .

✏️ Analysis Essay FAQ

A great analytical paper should be well-structured, cohesive, and logically consistent. Each part of the essay should be in its place, creating a smooth and easy-to-read text. Most importantly, the statements should be objective and backed by arguments and examples.

It is a paper devoted to analyzing a certain topic or subject. An analysis essay is all about reviewing certain details of the subject and interpreting them. For example, such an analysis for a poem includes a description of artistic means that helped the poet convey the idea.

Writing an analytical essay on a book/movie/poem start with an outline. Point out what catches the eye when reviewing the subject. See how these details can be interpreted. Make sure that you refer to the main idea/message. Add an appropriate introduction and a logical conclusion.

Being more analytical in writing can be essential for a student. This is a skill that can be self-taught: try to start noticing subtle details and describe them. As you write, interpret the facts and strive to draw conclusions. Try to be as objective as possible.

• Elements of Analysis
• How Can I Create Stronger Analysis?
• How to Write a Literary Analysis Essay: Bucks.edu
• Essay Structure | – Harvard College Writing Center
• Analytical Writing: Looking Closely (Colostate.edu)
• Analytical Thesis Statements – University of Arizona
• Writing an analytic essay – UTSC – University of Toronto
• Organizing Your Analysis // Purdue Writing Lab
• How to Write an Analytical Essay: 15 Steps (with Pictures)
• Share to Facebook
• Share to Twitter
• Share to LinkedIn
• Share to email

A film analysis essay might be the most exciting assignment you have ever had! After all, who doesn’t love watching movies? You have your favorite movies, maybe something you watched years ago, perhaps a classic, or a documentary. Or your professor might assign a film for you to make a...

A critique paper is an academic writing genre that summarizes and gives a critical evaluation of a concept or work. Or, to put it simply, it is no more than a summary and a critical analysis of a specific issue. This type of writing aims to evaluate the impact of...

What is a creative essay, if not the way to express yourself? Crafting such a paper is a task that allows you to communicate your opinion and tell a story. However, even using your imagination to a great extent doesn’t free you from following academic writing rules. Don’t even get...

A compare and contrast essay — what is it? In this type of paper, you compare two different things or ideas, highlighting what is similar between the two, and you also contrast them, highlighting what is different. The two things might be events, people, books, points of view, lifestyles, or...

What is an expository essay? This type of writing aims to inform the reader about the subject clearly, concisely, and objectively. The keyword here is “inform”. You are not trying to persuade your reader to think a certain way or let your own opinions and emotions cloud your work. Just stick to the...

Have you ever tried to write a story analysis but ended up being completely confused and lost? Well, the task might be challenging if you don’t know the essential rules for literary analysis creation. But don’t get frustrated! We know how to write a short story analysis, and we are...

Have you ever tried to get somebody round to your way of thinking? Then you should know how daunting the task is. Still, if your persuasion is successful, the result is emotionally rewarding. A persuasive essay is a type of writing that uses facts and logic to argument and substantiate...

One of the most critical skills that students gain during their college years is assignment writing. Composing impressive essays and research papers can be quite challenging, especially for ESL students. Nonetheless, before learning the art of academic writing, you may make numerous common essay mistakes. Such involuntary errors appear in:...

You’re probably thinking: I’m no Mahatma Gandhi or Steve Jobs—what could I possibly write in my memoir? I don’t even know how to start an autobiography, let alone write the whole thing. But don’t worry: essay writing can be easy, and this autobiography example for students is here to show...

Some people know which profession to choose from childhood, while others decide much later in life. However, and whenever you come to it, you may have to elaborate on it in your personal statement or cover letter. This is widely known as “Why I Want to Be a Teacher” essay.

Assigned with an essay about friendship? Congrats! It’s one of the best tasks you could get. Digging through your memories and finding strong arguments for this paper can be an enjoyable experience. I bet you will cope with this task effortlessly as we can help you with the assignment. Just...

When you are assigned an autobiography to write, tens, and even hundreds of questions start buzzing in your head. How to write autobiography essay parts? What to include? How to make your autobiography writing flow? Don’t worry about all this and use the following three simple principles and 15 creative...

This resource helps me a lot. Thanks! You guys have great information. Do you think I can use these steps when taking a test? Could it be known as plagiarized if I just copy and paste the information?

Thanks, very good information.

Thanks for learning how to critique research papers in a proper way! This is what I need to cope with this task successfully! Thanks!

How much is an essay, and is there a chance it can be plagiarized?

Best 10+ Analysis Essay Examples for Effective Writing

Master the art of writing effective analysis essays with these top 10+ examples that will elevate your writing skills to the next level.

An analysis essay is a type of academic writing that requires you to carefully examine and evaluate a particular subject or topic. It involves breaking down the subject into its various components and interpreting the different aspects in order to provide a comprehensive analysis.

So, what exactly is an analysis essay? Simply put, it is an essay that presents a detailed analysis of a specific topic, either in the form of a book, a movie, a piece of art, or any other subject of interest. This type of essay requires you to engage in critical thinking, research, and provide evidence to support your analysis.

There are several different types of analysis essays, each with its own unique approach and purpose. Here are a few examples:

Literary analysis essay: This type of essay involves examining a piece of literature, such as a novel, a poem, or a play, and analyzing the various literary elements, such as theme, symbolism, characterization, and narrative techniques.

Film analysis essay: In this type of essay, you will analyze a specific film, focusing on elements such as cinematography, editing, sound, and narrative structure.

Art analysis essay: This type of essay requires you to analyze a piece of art, such as a painting, sculpture, or installation, and interpret its meaning, cultural context, and artistic techniques.

Historical analysis essay: This essay involves analyzing a particular historical event, period, or figure, and examining its significance, causes, and effects.

Rhetorical analysis essay: This type of essay requires you to analyze the rhetoric used in a piece of writing or speech, such as an article, a political speech, or an advertisement, and evaluate its effectiveness in persuading the audience.

Now that you have a general understanding of what an analysis essay is and the different types it can take, let's move on to how you can effectively write one.

Example 1: Analyzing the Theme of Love in Shakespeare's Romeo and Juliet

In this analysis essay, we explore the theme of love in Shakespeare's famous tragedy, Romeo and Juliet. We examine how the portrayal of love evolves throughout the play, from the infatuation of the young lovers to the tragic consequences of their forbidden relationship. By dissecting the characters' actions, dialogue, and symbolism, we gain a deeper understanding of the complex nature of love as depicted in the play.

Example 2: Analyzing the Use of Symbolism in F. Scott Fitzgerald's The Great Gatsby

This analysis essay focuses on the use of symbolism in F. Scott Fitzgerald's novel, The Great Gatsby. We delve into the various symbols employed by the author, such as the green light, the Valley of Ashes, and the eyes of Dr. T.J. Eckleburg. Through a close examination of these symbols and their significance, we unravel the deeper meanings and themes communicated by Fitzgerald in his masterpiece.

Example 3: Analyzing the Social and Political Commentary in George Orwell's 1984

In this analysis essay, we explore the social and political commentary present in George Orwell's dystopian novel, 1984. We analyze Orwell's portrayal of a totalitarian society, Big Brother's control over its citizens, and the manipulation of language through Newspeak. By closely examining these elements, we gain insights into Orwell's criticism of authoritarianism and the dangers of an all-powerful government.

Example 4: Analyzing the Character Development in Harper Lee's To Kill a Mockingbird

This analysis essay focuses on the character development in Harper Lee's classic novel, To Kill a Mockingbird. We analyze the growth of Scout Finch, her brother Jem, and their friend Dill as they encounter racism and injustice in their small Alabama town. By studying their actions, relationships, and moral choices, we gain a deeper understanding of the implications and consequences of these experiences on their individual journeys.

Example 5: Analyzing the Satirical Tone in Jonathan Swift's A Modest Proposal

In this analysis essay, we examine the satirical tone employed by Jonathan Swift in his essay, A Modest Proposal. We delve into the use of irony, hyperbole, and shock value to critique the indifference of the ruling class towards the Irish famine. Through an exploration of Swift's rhetorical strategies, we uncover the underlying social commentary on poverty, inequality, and the ethics of government responses to crises.

Example 6: Analyzing the Narrative Structure in Emily Brontë's Wuthering Heights

This analysis essay focuses on the narrative structure in Emily Brontë's novel, Wuthering Heights. We explore the use of multiple narrators, unreliable perspectives, and non-linear storytelling to enhance the themes of love, revenge, and haunting. By deconstructing the complex narrative technique employed by Brontë, we gain insights into the composition of the story and the ways in which it engages readers on an emotional and psychological level.

Example 7: Analyzing the Historical Context in Arthur Miller's The Crucible

In this analysis essay, we examine the historical context in Arthur Miller's play, The Crucible. We explore how the Salem witch trials serve as a metaphor for the Red Scare and McCarthyism in 1950s America. By studying the parallels between the events of the play and the political climate of the time, we gain a deeper understanding of the subtextual messages and criticism of mass hysteria, mob mentality, and the dangers of unchecked power.

Example 8: Analyzing the Cultural Critique in Yasunari Kawabata's Snow Country

This analysis essay focuses on the cultural critique present in Yasunari Kawabata's novel, Snow Country. We examine the contrasts between traditional Japanese values and Western influences, as portrayed through the characters, settings, and symbolism. By analyzing the tensions and conflicts arising from these cultural clashes, we gain insights into Kawabata's commentary on the loss of identity, the fleeting nature of love, and the consequences of globalization.

Example 9: Analyzing the Psychological Motivations in Fyodor Dostoevsky's Crime and Punishment

In this analysis essay, we delve into the psychological motivations of the protagonist in Fyodor Dostoevsky's novel, Crime and Punishment. We explore the inner turmoil of Raskolnikov as he grapples with guilt, religion, and the concept of extraordinary men. By closely analyzing his thoughts, dreams, and interactions with other characters, we gain a deeper understanding of Dostoevsky's exploration of morality, redemption, and the nature of human suffering.

Example 10: Analyzing the Use of Setting in Gabriel García Márquez's One Hundred Years of Solitude

This analysis essay focuses on the use of setting in Gabriel García Márquez's masterpiece, One Hundred Years of Solitude. We examine the magical realism embedded in the fictional town of Macondo, the cyclical nature of time, and the connection between the setting and the characters' fates. By closely analyzing the vivid descriptions, symbolism, and recurring motifs, we gain insights into Márquez's exploration of the complexities of human existence, memory, and the legacy of colonialism.

These 10+ analysis essay examples demonstrate the diverse range of topics and literary works that can be explored through the analytical lens. Whether it's examining themes, symbolism, character development, or social critique, analysis essays enable readers to delve deeper into the texts and unravel their underlying meanings. By critically analyzing the elements and techniques employed by the authors, these essays offer valuable insights and interpretations that enhance our appreciation and understanding of the works of literature.

How to Write a Character Analysis Essay

A character analysis essay is a challenging type of essay students usually write for literature or English courses. In this article, we will explain the definition of character analysis and how to approach it. We will also touch on how to analyze characters and guide you through writing character analysis essays.

Typically, this kind of writing requires students to describe the character in the story's context. This can be fulfilled by analyzing the relationship between the character in question and other personas. Although, sometimes, giving your personal opinion and analysis of a specific character is also appropriate.

Let's explain the specifics of how to do a character analysis by getting straight to defining what is a character analysis. Our term paper writers will have you covered with a thorough guide!

What Is a Character Analysis Essay?

The character analysis definition explains the in-depth personality traits and analyzes characteristics of a certain hero. Mostly, the characters are from literature, but sometimes other art forms, such as cinematography. In a character analysis essay, your main job is to tell the reader who the character is and what role they play in the story. Therefore, despite your personal opinion and preferences, it is really important to use your critical thinking skills and be objective toward the character you are analyzing. A character analysis essay usually involves the character's relationship with others, their behavior, manner of speaking, how they look, and many other characteristics.

Although it's not a section about your job experience or education on a resume, sometimes it is appropriate to give your personal opinion and analysis of a particular character.

What Is the Purpose of a Character Analysis Essay

More than fulfilling a requirement, this type of essay mainly helps the reader understand the character and their world. One of the essential purposes of a character analysis essay is to look at the anatomy of a character in the story and dissect who they are. We must be able to study how the character was shaped and then learn from their life. 

A good example of a character for a character analysis essay is Daisy Buchanan from 'The Great Gatsby.' The essay starts off by explaining who Daisy is and how she relates to the main character, Jay Gatsby. Depending on your audience, you need to decide how much of the plot should be included. If the entire class writes an essay on Daisy Buchanan, it is logical to assume everyone has read the book. Although, if you know for certain that your audience has little to no knowledge of who she is, it is crucial to include as much background information as possible. 

After that, you must explain the character through certain situations involving her and what she said or did. Make sure to explain to the reader why you included certain episodes and how they have showcased the character. Finally, summarize everything by clearly stating the character's purpose and role in the story. 

We also highly recommend reading how to write a hook for an essay .

Still Need Help with Your Character Analysis Essay?

Different types of characters.

To make it clear how a reader learns about a character in the story, you should note that several characters are based on their behaviors, traits, and roles within a story. We have gathered some of them, along with vivid examples from famous literature and cinema pieces:

Types of Characters

• Major : These are the main characters; they run the story. Regularly, there are only one or two major characters. Major characters are usually of two types: the protagonist – the good guy, and the antagonist: the bad guy or the villain. 
• Protagonist (s) (heroes): The main character around whom most of the plot revolves. 

For example, Othello from Shakespeare's play, Frodo from The Lord of the Rings by J.R.R. Tolkien, Harry Potter from the Harry Potter series by J.K. Rowling, and Elizabeth Bennet from 'Pride and Prejudice' by Jane Austen.

• Antagonist (s): This is the person that is in opposition to the protagonist. This is usually the villain, but it could also be a natural power, set of circumstances, majestic being, etc. 

For example, Darth Vader from the Star Wars series by George Lucas, King Joffrey from Game of Thrones, or the Wicked Queen from 'Snow White and Seven Dwarfs.'

• Minor : These characters help tell the major character's tale by letting them interact and reveal their personalities, situations, and/or stories. They are commonly static (unchanging). The minor characters in The Lord of the Rings by J.R.R. Tolkien would be the whole Fellowship of the ring. In their own way, each member of the Fellowship helps Frodo get the ring to Mordor; without them, the protagonist would not be a protagonist and would not be able to succeed. In the Harry Potter series by J.K. Rowling, minor characters are Ronald Weasley and Hermione Granger. They consistently help Harry Potter on his quests against Voldemort, and, like Frodo, he wouldn't have succeeded without them.

On top of being categorized as a protagonist, antagonist, or minor character, a character can also be dynamic, static, or foil.

• Dynamic (changing): Very often, the main character is dynamic.

An example would also be Harry Potter from the book series by J.K. Rowling. Throughout the series, we see Harry Potter noticing his likeness to Voldemort. Nevertheless, Harry resists these traits because, unlike Voldemort, he is a good person and resists any desire to become a dark wizard.

• Static (unchanging): Someone who does not change throughout the story is static.

A good example of a static character is Atticus Finch from “How to Kill a Mockingbird” by Harper Lee. His character and views do not change throughout the book. He is firm and steady in his beliefs despite controversial circumstances. 

• Foils : These characters' job is to draw attention to the main character(s) to enhance the protagonist's role.

‍ A great example of a foil charact e r is Dr. Watson from the Sherlock Holmes series by Arthur Conan Doyle.

How to Analyze a Character 

While preparing to analyze your character, make sure to read the story carefully.

• Pay attention to the situations where the character is involved, their dialogues, and their role in the plot.
• Make sure you include information about what your character achieves on a big scale and how they influence other characters.
• Despite the categories above, try thinking outside the box and explore your character from around.
• Avoid general statements and being too basic. Instead, focus on exploring the complexities and details of your character(s).

How to Write a Character Analysis Essay?

To learn how to write a character analysis essay and gather a more profound sense of truly understanding these characters, one must completely immerse themself in the story or literary piece.

• Take note of the setting, climax, and other important academic parts.
• You must be able to feel and see through the characters. Observe how analysis essay writer shaped these characters into life.
• Notice how little or how vast the character identities were described.
• Look at the characters' morals and behaviors and how they have affected situations and other characters throughout the story.
• Finally, observe the characters whom you find interesting. 

Meanwhile, if you need help writing a paper, leave us a message ' write my paper .'

How Do You Start a Character Analysis Essay

When writing a character analysis essay, first, you have to choose a character you'd like to write about. Sometimes a character will be readily assigned to you. It's wise to consider characters who play a dynamic role in the story. This will captivate the reader as there will be much information about these personas.

Read the Story

You might think that if you already have read the book, there is no need to do so again; however, now that you know the character you would like to focus on, reading it again will have plenty of benefits. It will give you an opportunity to be more precise while reading the scenes that relate directly to your character and are important for his/her analysis. While reading the book, pay attention to every tiny detail to make sure you grasp the whole array of your character's traits. 

Consider the following things:

• What specific descriptions does the author provide for each character?

For example, when J.K. Rowling describes Harry Potter for the first time, she describes his clothes as old and oversized, his hair untidy, and his glasses as broken. It might seem just like a simple description, but she expresses compassion and pity for an orphan neglected by his only relatives. 

• What kinds of relationships does your character have with others?

Think about how Harry builds up his friendships with others. First, he and Ron do not like Hermione because she acts like a know-it-all, but when she gets stuck in the dungeons with a horrendous troll, he rushes to save her regardless. 

• How do the actions of the character move the plot forward?

In 'The Philosopher's Stone,' Harry is very observant of any events taking place at school. He analyzes people's actions, which builds up the plot around the stone and its importance for the magical world.

Get help with your character analysis from our experts.

Choose a Dynamic Character

Choosing a dynamic character is a great idea. This does not necessarily have to be the protagonist, but a character that undergoes many changes has grown throughout the story and is not boring and/or static. This gives you a perfect advantage to fully show the character and make your paper entertaining and engaging for the reader. If you choose a character that is not very dynamic, your essay might seem monotonous because your character will not end up doing much and will not be very involved in the story.

While you are reading, it is useful to take notes or highlight/underline any of the critical elements of the story. This will add depth to your character description(s). By providing vivid and specific examples, you connect your reader to the character, and the character comes alive in their eyes. Review your notes and formulate the main idea about your character when you're finished reading with your character in mind.

Make an initial draft while taking note of the character analysis essay outline provided by your instructor. You may follow the recommended character analysis essay format if you have not been provided with a sample.

Choose a Main Idea

While reading the story, make sure you keep track of your notes. It is a good idea to look at them, choose the ones that are the most representative of your character and find patterns. This will be your thesis. Then, you must support this idea with examples and situations involving your character. 

If your character were Jem Finch from 'To Kill a Mockingbird' by Harper Lee, the main idea would be how his personal character is shaped through racial conflicts, social inequalities, and internal struggles between public opinion, his own views, and what is actually right. Essaypro offers you history essay help. Leave us a notice if you need to proofread, edit, or write your essay.

Character Analysis Questions

Now that you have jotted down some main concepts about your character, here is a list of questions that can help you fill in the blanks you might still have:

• Where do the events involving your character take place?
• What are the relationships between your character and other significant characters?
• What is the primary change your character has gone through throughout the story?
• What is your character's background?
• What is your character's occupation?
• What kind of emotions does your character go through?
• What are your character's values?
• What is your character's value?
• Does your character have friends?
• Is there a lesson your character has learned by the end of the story?
• Does the character achieve the goals he/she has set for himself/herself?

Make a Character Analysis Essay Outline

When you're unsure how to write a character synopsis, remember that creating a literary analysis outline is one of the most critical steps. A well-constructed character analysis outline will keep your thoughts and ideas organized.

Character Analysis Essay Introduction:

Make the introduction to your paper brief and meaningful. It should hold together your entire essay and spark your audience's interest. Write a short description of the character in question. Don't forget to include a character analysis thesis statement which should make a case for the character's relevance within the narrative context.

Character Analysis Essay Body:

Subdivide your body paragraphs into different ideas or areas regarding the character. Look at your professor's rubric and ensure you'll be able to tackle all the requirements. You should also be provided with questions to be answered to formulate your analysis better. The body should answer the following questions:

• What is the character's physical appearance, personality, and background?
• What are the conflicts the character experiences, and how did he/she overcome them?
• What can we learn from this character?
• What is the meaning behind the character's actions? What motivates him/her?
• What does the character do? How does he/she treat others? Is he/she fair or unjust?
• What does the character say? What is his/her choice of words? Does he/she have a rich vocabulary?
• How does the character describe themself? How do others describe him/her?
• What words do you associate with the character? Perhaps a word like 'hope,' 'bravery,' or maybe even 'freedom'?

Character Analysis Essay Conclusion:

It's time to master the secrets of how to write character analysis essay conclusions. Your ending should also hold your ideas together and shape a final analysis statement. Mention things about the character's conflicts that we could experience in real life. Additionally, you can write about how a character should've reacted to a certain situation.

Character Analysis Essay Example

Read our blogs ‘Character Analysis of Jem Finch', 'The Great Gatsby Book Through Daisy Buchanan Character,' 'Analysis of Characters in Beowulf,' or simply use these character analysis essay examples to reference your paper. You might also be interested in a synthesis essay example .

Now that you know what is character analysis, it might be time to choose a character to write about. If you find yourself in a situation where you need to type ' do my homework for me ,' you should contact our writers. You also get a free plagiarism report, formatting, and citing when  buying an essay from us!

STRUGGLE with Writing an Essay?

Address to our professional writers and get help asap!

How To Write A Character Analysis Essay?

How to start a character analysis essay, how to write an introduction for a character analysis essay.

is an expert in nursing and healthcare, with a strong background in history, law, and literature. Holding advanced degrees in nursing and public health, his analytical approach and comprehensive knowledge help students navigate complex topics. On EssayPro blog, Adam provides insightful articles on everything from historical analysis to the intricacies of healthcare policies. In his downtime, he enjoys historical documentaries and volunteering at local clinics.

Related Articles

Film Analysis

What this handout is about.

This handout introduces film analysis and and offers strategies and resources for approaching film analysis assignments.

Writing the film analysis essay

Writing a film analysis requires you to consider the composition of the film—the individual parts and choices made that come together to create the finished piece. Film analysis goes beyond the analysis of the film as literature to include camera angles, lighting, set design, sound elements, costume choices, editing, etc. in making an argument. The first step to analyzing the film is to watch it with a plan.

Watching the film

First it’s important to watch the film carefully with a critical eye. Consider why you’ve been assigned to watch a film and write an analysis. How does this activity fit into the course? Why have you been assigned this particular film? What are you looking for in connection to the course content? Let’s practice with this clip from Alfred Hitchcock’s Vertigo (1958). Here are some tips on how to watch the clip critically, just as you would an entire film:

• Give the clip your undivided attention at least once. Pay close attention to details and make observations that might start leading to bigger questions.
• Watch the clip a second time. For this viewing, you will want to focus specifically on those elements of film analysis that your class has focused on, so review your course notes. For example, from whose perspective is this clip shot? What choices help convey that perspective? What is the overall tone, theme, or effect of this clip?
• Take notes while you watch for the second time. Notes will help you keep track of what you noticed and when, if you include timestamps in your notes. Timestamps are vital for citing scenes from a film!

For more information on watching a film, check out the Learning Center’s handout on watching film analytically . For more resources on researching film, including glossaries of film terms, see UNC Library’s research guide on film & cinema .

Brainstorming ideas

Once you’ve watched the film twice, it’s time to brainstorm some ideas based on your notes. Brainstorming is a major step that helps develop and explore ideas. As you brainstorm, you may want to cluster your ideas around central topics or themes that emerge as you review your notes. Did you ask several questions about color? Were you curious about repeated images? Perhaps these are directions you can pursue.

If you’re writing an argumentative essay, you can use the connections that you develop while brainstorming to draft a thesis statement . Consider the assignment and prompt when formulating a thesis, as well as what kind of evidence you will present to support your claims. Your evidence could be dialogue, sound edits, cinematography decisions, etc. Much of how you make these decisions will depend on the type of film analysis you are conducting, an important decision covered in the next section.

After brainstorming, you can draft an outline of your film analysis using the same strategies that you would for other writing assignments. Here are a few more tips to keep in mind as you prepare for this stage of the assignment:

• Make sure you understand the prompt and what you are being asked to do. Remember that this is ultimately an assignment, so your thesis should answer what the prompt asks. Check with your professor if you are unsure.
• In most cases, the director’s name is used to talk about the film as a whole, for instance, “Alfred Hitchcock’s Vertigo .” However, some writers may want to include the names of other persons who helped to create the film, including the actors, the cinematographer, and the sound editor, among others.
• When describing a sequence in a film, use the literary present. An example could be, “In Vertigo , Hitchcock employs techniques of observation to dramatize the act of detection.”
• Finding a screenplay/script of the movie may be helpful and save you time when compiling citations. But keep in mind that there may be differences between the screenplay and the actual product (and these differences might be a topic of discussion!).
• Go beyond describing basic film elements by articulating the significance of these elements in support of your particular position. For example, you may have an interpretation of the striking color green in Vertigo , but you would only mention this if it was relevant to your argument. For more help on using evidence effectively, see the section on “using evidence” in our evidence handout .

Also be sure to avoid confusing the terms shot, scene, and sequence. Remember, a shot ends every time the camera cuts; a scene can be composed of several related shots; and a sequence is a set of related scenes.

Different types of film analysis

As you consider your notes, outline, and general thesis about a film, the majority of your assignment will depend on what type of film analysis you are conducting. This section explores some of the different types of film analyses you may have been assigned to write.

Semiotic analysis

Semiotic analysis is the interpretation of signs and symbols, typically involving metaphors and analogies to both inanimate objects and characters within a film. Because symbols have several meanings, writers often need to determine what a particular symbol means in the film and in a broader cultural or historical context.

For instance, a writer could explore the symbolism of the flowers in Vertigo by connecting the images of them falling apart to the vulnerability of the heroine.

Here are a few other questions to consider for this type of analysis:

• What objects or images are repeated throughout the film?
• How does the director associate a character with small signs, such as certain colors, clothing, food, or language use?
• How does a symbol or object relate to other symbols and objects, that is, what is the relationship between the film’s signs?

Many films are rich with symbolism, and it can be easy to get lost in the details. Remember to bring a semiotic analysis back around to answering the question “So what?” in your thesis.

Narrative analysis

Narrative analysis is an examination of the story elements, including narrative structure, character, and plot. This type of analysis considers the entirety of the film and the story it seeks to tell.

For example, you could take the same object from the previous example—the flowers—which meant one thing in a semiotic analysis, and ask instead about their narrative role. That is, you might analyze how Hitchcock introduces the flowers at the beginning of the film in order to return to them later to draw out the completion of the heroine’s character arc.

To create this type of analysis, you could consider questions like:

• How does the film correspond to the Three-Act Structure: Act One: Setup; Act Two: Confrontation; and Act Three: Resolution?
• What is the plot of the film? How does this plot differ from the narrative, that is, how the story is told? For example, are events presented out of order and to what effect?
• Does the plot revolve around one character? Does the plot revolve around multiple characters? How do these characters develop across the film?

When writing a narrative analysis, take care not to spend too time on summarizing at the expense of your argument. See our handout on summarizing for more tips on making summary serve analysis.

Cultural/historical analysis

One of the most common types of analysis is the examination of a film’s relationship to its broader cultural, historical, or theoretical contexts. Whether films intentionally comment on their context or not, they are always a product of the culture or period in which they were created. By placing the film in a particular context, this type of analysis asks how the film models, challenges, or subverts different types of relations, whether historical, social, or even theoretical.

For example, the clip from Vertigo depicts a man observing a woman without her knowing it. You could examine how this aspect of the film addresses a midcentury social concern about observation, such as the sexual policing of women, or a political one, such as Cold War-era McCarthyism.

A few of the many questions you could ask in this vein include:

• How does the film comment on, reinforce, or even critique social and political issues at the time it was released, including questions of race, ethnicity, gender, and sexuality?
• How might a biographical understanding of the film’s creators and their historical moment affect the way you view the film?
• How might a specific film theory, such as Queer Theory, Structuralist Theory, or Marxist Film Theory, provide a language or set of terms for articulating the attributes of the film?

Take advantage of class resources to explore possible approaches to cultural/historical film analyses, and find out whether you will be expected to do additional research into the film’s context.

Mise-en-scène analysis

A mise-en-scène analysis attends to how the filmmakers have arranged compositional elements in a film and specifically within a scene or even a single shot. This type of analysis organizes the individual elements of a scene to explore how they come together to produce meaning. You may focus on anything that adds meaning to the formal effect produced by a given scene, including: blocking, lighting, design, color, costume, as well as how these attributes work in conjunction with decisions related to sound, cinematography, and editing. For example, in the clip from Vertigo , a mise-en-scène analysis might ask how numerous elements, from lighting to camera angles, work together to present the viewer with the perspective of Jimmy Stewart’s character.

To conduct this type of analysis, you could ask:

• What effects are created in a scene, and what is their purpose?
• How does this scene represent the theme of the movie?
• How does a scene work to express a broader point to the film’s plot?

This detailed approach to analyzing the formal elements of film can help you come up with concrete evidence for more general film analysis assignments.

Reviewing your draft

Once you have a draft, it’s helpful to get feedback on what you’ve written to see if your analysis holds together and you’ve conveyed your point. You may not necessarily need to find someone who has seen the film! Ask a writing coach, roommate, or family member to read over your draft and share key takeaways from what you have written so far.

Works consulted

We consulted these works while writing this handout. This is not a comprehensive list of resources on the handout’s topic, and we encourage you to do your own research to find additional publications. Please do not use this list as a model for the format of your own reference list, as it may not match the citation style you are using. For guidance on formatting citations, please see the UNC Libraries citation tutorial . We revise these tips periodically and welcome feedback.

Aumont, Jacques, and Michel Marie. 1988. L’analyse Des Films . Paris: Nathan.

Media & Design Center. n.d. “Film and Cinema Research.” UNC University Libraries. Last updated February 10, 2021. https://guides.lib.unc.edu/filmresearch .

Oxford Royale Academy. n.d. “7 Ways to Watch Film.” Oxford Royale Academy. Accessed April 2021. https://www.oxford-royale.com/articles/7-ways-watch-films-critically/ .

You may reproduce it for non-commercial use if you use the entire handout and attribute the source: The Writing Center, University of North Carolina at Chapel Hill

Make a Gift

• Essay Topic Generator
• Summary Generator
• Thesis Maker Academic
• Sentence Rephraser
• Read My Paper
• Hypothesis Generator
• Cover Page Generator
• Text Compactor
• Essay Scrambler
• Essay Plagiarism Checker
• Hook Generator
• AI Writing Checker
• Notes Maker
• Overnight Essay Writing
• Topic Ideas
• Writing Tips
• Essay Writing (by Genre)
• Essay Writing (by Topic)

Cultural Analysis Essay: Topics, Tips, & Example

Writing an essay on cultural issues is an exciting yet a challenging task to complete. Cultural analysis essays are assigned to those who study literature, business, marketing, and social work.

What is a cultural analysis? How to choose a topic for such an assignment? How to write a cultural analysis essay? You’ll find the answers to these questions below. This article contains cultural analysis essay topics, writing tips, together with cultural analysis example added as a bonus.

📝 What Is a Cultural Analysis?

🖊️ how to write a cultural analysis.

• 📃 Choosing a Cultural Analysis Topic?
• 📋 Cultural Analysis Essay Topics

📑 Cultural Analysis: Example of an Essay

🔗 references.

A cultural analysis essay focuses on social and cultural aspects of life : the ways people interact with each other, create communities, etc. It also explains how these interactions are based on the backgrounds and common practices of the participants.

Your cultural analysis essay can be short – for example, a 500-word essay . Or you can go for a long piece of writing. It depends on your topic and the number of arguments you want to cover.

In terms of the style, you can pick an expository , a descriptive , a narrative, or a persuasive type of essay. Your decision will depend on what you aim at when writing this paper.

You might be wondering: how to write a cultural analysis essay? And what exact steps should you take?

• First of all, you need to choose a topic you’re going to explore. It shouldn’t be too broad, as, for example, ‘Culture of Islamic countries.’ It will be best to focus on a particular event or a custom and explore it. Further, we’ll provide you with cultural analysis essay topics.
• Then you can focus on researching, formulating a thesis statement , and creating an outline . The outline is an essential part of your writing, as it helps you to ease the process.
• In the introduction, you should mention your thesis statement and cover what you’re going to discuss in your paper. Remember that it’s vital to intrigue a potential reader in your intro!
• Next, you’re going to focus on the main body . You can split it into several paragraphs. The number of paragraphs will depend on the length of your essay and the number of arguments.
• The conclusion is the last paragraph of your paper. Here, you should confirm your thesis statement by summing up your arguments.

Here , you can learn more about a step-by-step plan for your analytical essay.

📃 Cultural Analysis Topic Ideas: How to Choose

Here, you’ll find three important points that will help you to choose the right topic for your paper.

Cultural Analysis Topics: Point 1

First, choose a society or culture that you want to talk about . Let us take American culture and society as an example.

Cultural Analysis Topics: Point 2

Cultural traditions are reflected in many ways: in literature, cinema, etc. We suggest you use films (this is not boring). You can even write the cultural analysis essay based on your favorite movies.

Cultural Analysis Topics: Point 3

Now, you have to decide on the central issue of your cultural analysis essay . What particular aspect of American culture do you want to discuss, e.g., men/women, drugs, minorities, etc.?

Finally, you need to watch a movie (better twice) that depicts the problem you want to consider . Your major goal boils down to analyzing the film and making the final decision. The question is whether this or that cultural aspect is depicted as it is. This is exactly why the article is called “reflecting the reality.”

As you know, truth is not always shown correctly, especially in movies. For instance, many African Americans living in the United States are depicted as drug pushers or members of some gangs. However, this is not precisely what happens in reality.

Sure, you can take any culture or even sub-culture as the basis of your paper.

📋 80 Cultural Analysis Essay Topics

We’ve prepared 80 exciting topics for your cultural analysis essay. Let’s dive in!

• Changing role of the institution of the family in modern Western society.
• Social Media Role in Promoting Social Change.
• Male and female roles in American society: In the past and nowadays.
• Cultural Changes in America After World War II.
• Cultural stereotypes: How have they occurred?
• A Family System and Social Care Service Users.
• The role of marriage: Western and Eastern countries.
• Cultural Diversity Among the Hispanics.
• How are cultural minorities presented in American media nowadays?
• Cross-Cultural Management Problems.
• The role of traditions in modern American society.
• Role of Social Media in the Curriculum.
• Does the media help in promoting social tolerance?
• Culture and Diversity in Education.
• Origins of racism and discrimination in American society.
• Importance of Social Responsibility.
• The role of migration in modern American culture.
• Intercultural Communication Breakdown.
• New professional ethics in the United States: What has been changed in the last decade?
• A Development of American Society.
• Role of religion in modern American society.
• Social Problem, Its Components and Stages.
• Impact of Latin American culture on US culture.
• Social Media’s Effect on Democracy.

• Cultural unification mechanisms: How does it work?
• The Meaning of Theology for the Present Society.
• Social media and global culture: A myth or reality?
• Gender & Society. Intersectionality and Feminist Activism.
• The role of national cultures.
• Why Make a Step Family a Real Family?
• How is culture used in advertising?
• Hip-Hop in Japan and Cultural Globalization.
• The role of holidays and celebrations in American culture.
• Direct and Indirect Social Influences on a Person.
• Multicultural societies: Positive and negative aspects.
• Gun Control: Social Contract Broken in the US.
• The role of subcultures in American society.
• Freedom Significance: Social and Political Aspects.
• American Revolution and its role in American culture.
• Social Issues: The Uses of Global Poverty.
• World War II and its influence on world culture.
• Effects of Technology on Society.
• The role of religion in Islamic countries.
• Cultural Safety and Transcultural Nursing.
• The role of feminism in American culture.
• American Culture Reflection in Sport.
• The role of feminism in post-Soviet countries.
• Social Media: Ethical Issues and Theories.
• Female and minorities in politics: Why it becomes important nowadays?
• The Effect of Music on Culture.
• Hip hop culture and its influence on American society.
• Effect of Gaming on People’s Social Lives.
• Gender and Social Movements.
• Race relations in the United States: Has the situation improved in the 21st century?
• Heritage and Culture in African American Literature.
• Do social networks support personal identity or suppress it?
• Culture Diversity and Healthcare Delivery in Australia.
• What are the roots of international culture?
• Foreignism, Media, Imperialism Influence on Culture.
• Social networks and its impact on national cultures.
• Family Support and Intervention in Substance Abuse Among Adolescents.
• Mexican culture and its influence on American society.
• Nuclear family : What has changed in the 21st century?
• Science, Technology and Society: Implications for Education.
• Freedom of information and its impact on international culture.
• Popular Music in the Modern Culture.
• Do national cultures lose their significance in the rise of international culture?
• “Religion in Society: A Sociology of Religion” by Ronald Johnstone.
• How did the technological revolution change European culture?
• Rap in American Culture.
• Changing female roles in Islamic countries. For this topic, you can choose two Islamic countries: the United Arab Emirates and Saudi Arabia . And discuss and compare the way female roles are changing.
• Canadian Political Culture.
• Indigenous people and their impact on American culture . Here you can pick one particular area of American culture that indigenous people influenced. It could be, for instance, literature or cinema.
• Social Media Helps to Bridge Divides.
• The influence of religion on modern American politics . For this topic, you can focus on how Bible teachings are reflected in contemporary American laws.
• Social Groups and How They Work.
• American popular culture and reasons for its acceptance worldwide . You can discuss the origins of this phenomenon and why American culture got accepted all over the world.
• Family Structure and Its Effects on Children.
• Fighting gender stereotypes in mass media . For this topic, you can choose European Union and discuss how it fights gender stereotypes and sexism in the media.
• Teen Pregnancy Prevention in Modern Society.

In this section, we’ve prepared a cultural analysis essay example for you.

You’ll see excerpts from an essay on social networks and their influence on national cultures in the table below. We hope you’ll get inspired by your paper!

Social networks and their impact on national cultures

• Ideas for culture essay & paper topics – California State University, Fresno
• Use of social media to promote national culture worldwide – URFU
• Guidelines for academic papers in Literary or Cultural Studies – Stiftung Universität Hildesheim
• The Practice of Cultural Analysis – Stanford University Press
• Film Analysis – The University of North Carolina at Chapel Hill
• Write Your Essay | UNSW Current Students
• Writing Across Cultures and Contexts: International Students in the Stanford Study of Writing – Stanford University
• Cross-Cultural Analysis – The University of Alabama

The University of Chicago The Law School

College essays and diversity in the post-affirmative action era, sonja starr’s latest research adds data, legal analysis to discussion about race in college admissions essays.

Editor’s Note: This story is part of an occasional series on research projects currently in the works at the Law School.

The Supreme Court’s decision in June 2023 to bar the use of affirmative action in college admissions raised many questions. One of the most significant is whether universities should consider applicants’ discussion of race in essays. The Court’s decision in Students for Fair Admissions (SFFA) v. Harvard did not require entirely race-blind admissions. Rather, the Court explicitly stated that admissions offices may weigh what students say about how race affected their lives. Yet the Court also warned that this practice may not be used to circumvent the bar on affirmative action.

Many university leaders made statements after SFFA suggesting that they take this passage seriously, and that it potentially points to a strategy for preserving diversity. But it’s not obvious how lower courts will distinguish between consideration of “race-related experience” and consideration of “race qua race.” Sonja Starr, Julius Kreeger Professor of Law & Criminology at the Law School, was intrigued by the implication of that question, calling the key passage of the Court’s opinion the “essay carveout.”

“Where is the line?” she wrote in a forthcoming article, the first of its kind to discuss this issue in depth in the post- SFFA era. “And what other potential legal pitfalls could universities encounter in evaluating essays about race?”

To inform her paper’s legal analysis, Starr conducted empirical analyses of how universities and students have included race in essays, both before and after the Court’s decision. She concluded that large numbers of applicants wrote about race, and that college essay prompts encouraged them to do so, even before SFFA .

Some thought the essay carveout made no sense. Justice Sonia Sotomayor called it “an attempt to put lipstick on a pig” in her dissent. Starr, however, disagrees. She argues that universities are on sound legal footing relying on the essay carveout, so long as they consider race-related experience in an individualized way. In her article, Starr points out reasons the essay carveout makes sense in the context of the Court’s other arguments. However, she points to the potential for future challenges—on both equal protection and First Amendment grounds—and discusses how colleges can survive them.

What the Empirical Research Showed

After SFFA , media outlets suggested that universities would add questions about race or identity in their admissions essays and that students would increasingly focus on that topic. Starr decided to investigate this speculation. She commissioned a professional survey group to recruit a nationally representative sample of recent college applicants. The firm queried 881 people about their essay content, about half of whom applied in 2022-23, before SFFA , and half of whom submitted in 2023-24.

The survey found that more than 60 percent of students in non-white groups wrote about race in at least some of their essays, as did about half of white applicants. But contrary to what the media suggested, there were no substantial changes between the pre-and post- SFFA application cycles.

Starr also reviewed essay prompts that 65 top schools have used over the last four years. She found that diversity and identity questions—as well as questions about overcoming adversity, which, for example, provide opportunities for students to discuss discrimination that they have faced—are common and have increased in frequency both before and after SFFA.

A Personally Inspired Interest

Although Starr has long written about equal protection issues, until about two years ago, she would have characterized educational admissions as a bit outside her wheelhouse. Her research has mostly focused on the criminal justice system, though race is often at the heart of it. In the past, for example, she has assessed the role of race in sentencing, the constitutionality of algorithmic risk assessment instruments in criminal justice, as well as policies to expand employment options for people with criminal records.

But a legal battle around admissions policies at Fairfax County’s Thomas Jefferson High School for Science and Technology—the high school that Starr attended—caught her attention. Starr followed the case closely and predicted that “litigation may soon be an ever-present threat for race-conscious policymaking” in a 2024 Stanford Law Review article on that and other magnet school cases.

“I got really interested in that case partly because of the personal connection,” she said. “But I ended up writing about it as an academic matter, and that got me entrenched in this world of educational admissions questions and their related implications for other areas of equal protection law.”

Implications in Education and Beyond

Starr’s forthcoming paper argues that the essay carveout provides a way for colleges to maintain diversity and stay on the right side of the Court’s decision.

“I believe there’s quite a bit of space that’s open for colleges to pursue in this area without crossing that line,” she said. “I lay out the arguments that colleges can put forth.”

Nevertheless, Starr expects future litigation targeting the essay carveout.

“I think we could see cases filed as soon as this year when the admissions numbers come out,” she said, pointing out that conservative legal organizations, such as the Pacific Legal Foundation, have warned that they’re going to be keeping a close eye on admissions numbers and looking for ways that schools are circumventing SFFA .

Starr envisions her paper being used as a resource for schools that want to obey the law while also maintaining diversity. “The preservation of diversity is not a red flag that something unconstitutional is happening,” she said. “There are lots of perfectly permissible ways that we can expect diversity to be maintained in this post- affirmative action era.”

Starr’s article, “Admissions Essays after SFFA ,” is slated to be published in Indiana Law Journal in early 2025.

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

• View all journals
• My Account Login
• Explore content
• About the journal
• Publish with us
• Sign up for alerts
• Open access
• Published: 03 June 2024

Applying large language models for automated essay scoring for non-native Japanese

• Wenchao Li 1 &
• Haitao Liu 2  

Humanities and Social Sciences Communications volume  11 , Article number:  723 ( 2024 ) Cite this article

185 Accesses

2 Altmetric

Metrics details

• Language and linguistics

Recent advancements in artificial intelligence (AI) have led to an increased use of large language models (LLMs) for language assessment tasks such as automated essay scoring (AES), automated listening tests, and automated oral proficiency assessments. The application of LLMs for AES in the context of non-native Japanese, however, remains limited. This study explores the potential of LLM-based AES by comparing the efficiency of different models, i.e. two conventional machine training technology-based methods (Jess and JWriter), two LLMs (GPT and BERT), and one Japanese local LLM (Open-Calm large model). To conduct the evaluation, a dataset consisting of 1400 story-writing scripts authored by learners with 12 different first languages was used. Statistical analysis revealed that GPT-4 outperforms Jess and JWriter, BERT, and the Japanese language-specific trained Open-Calm large model in terms of annotation accuracy and predicting learning levels. Furthermore, by comparing 18 different models that utilize various prompts, the study emphasized the significance of prompts in achieving accurate and reliable evaluations using LLMs.

Similar content being viewed by others

Accurate structure prediction of biomolecular interactions with AlphaFold 3

Testing theory of mind in large language models and humans

Highly accurate protein structure prediction with AlphaFold

Conventional machine learning technology in aes.

AES has experienced significant growth with the advancement of machine learning technologies in recent decades. In the earlier stages of AES development, conventional machine learning-based approaches were commonly used. These approaches involved the following procedures: a) feeding the machine with a dataset. In this step, a dataset of essays is provided to the machine learning system. The dataset serves as the basis for training the model and establishing patterns and correlations between linguistic features and human ratings. b) the machine learning model is trained using linguistic features that best represent human ratings and can effectively discriminate learners’ writing proficiency. These features include lexical richness (Lu, 2012 ; Kyle and Crossley, 2015 ; Kyle et al. 2021 ), syntactic complexity (Lu, 2010 ; Liu, 2008 ), text cohesion (Crossley and McNamara, 2016 ), and among others. Conventional machine learning approaches in AES require human intervention, such as manual correction and annotation of essays. This human involvement was necessary to create a labeled dataset for training the model. Several AES systems have been developed using conventional machine learning technologies. These include the Intelligent Essay Assessor (Landauer et al. 2003 ), the e-rater engine by Educational Testing Service (Attali and Burstein, 2006 ; Burstein, 2003 ), MyAccess with the InterlliMetric scoring engine by Vantage Learning (Elliot, 2003 ), and the Bayesian Essay Test Scoring system (Rudner and Liang, 2002 ). These systems have played a significant role in automating the essay scoring process and providing quick and consistent feedback to learners. However, as touched upon earlier, conventional machine learning approaches rely on predetermined linguistic features and often require manual intervention, making them less flexible and potentially limiting their generalizability to different contexts.

In the context of the Japanese language, conventional machine learning-incorporated AES tools include Jess (Ishioka and Kameda, 2006 ) and JWriter (Lee and Hasebe, 2017 ). Jess assesses essays by deducting points from the perfect score, utilizing the Mainichi Daily News newspaper as a database. The evaluation criteria employed by Jess encompass various aspects, such as rhetorical elements (e.g., reading comprehension, vocabulary diversity, percentage of complex words, and percentage of passive sentences), organizational structures (e.g., forward and reverse connection structures), and content analysis (e.g., latent semantic indexing). JWriter employs linear regression analysis to assign weights to various measurement indices, such as average sentence length and total number of characters. These weights are then combined to derive the overall score. A pilot study involving the Jess model was conducted on 1320 essays at different proficiency levels, including primary, intermediate, and advanced. However, the results indicated that the Jess model failed to significantly distinguish between these essay levels. Out of the 16 measures used, four measures, namely median sentence length, median clause length, median number of phrases, and maximum number of phrases, did not show statistically significant differences between the levels. Additionally, two measures exhibited between-level differences but lacked linear progression: the number of attributives declined words and the Kanji/kana ratio. On the other hand, the remaining measures, including maximum sentence length, maximum clause length, number of attributive conjugated words, maximum number of consecutive infinitive forms, maximum number of conjunctive-particle clauses, k characteristic value, percentage of big words, and percentage of passive sentences, demonstrated statistically significant between-level differences and displayed linear progression.

Both Jess and JWriter exhibit notable limitations, including the manual selection of feature parameters and weights, which can introduce biases into the scoring process. The reliance on human annotators to label non-native language essays also introduces potential noise and variability in the scoring. Furthermore, an important concern is the possibility of system manipulation and cheating by learners who are aware of the regression equation utilized by the models (Hirao et al. 2020 ). These limitations emphasize the need for further advancements in AES systems to address these challenges.

Deep learning technology in AES

Deep learning has emerged as one of the approaches for improving the accuracy and effectiveness of AES. Deep learning-based AES methods utilize artificial neural networks that mimic the human brain’s functioning through layered algorithms and computational units. Unlike conventional machine learning, deep learning autonomously learns from the environment and past errors without human intervention. This enables deep learning models to establish nonlinear correlations, resulting in higher accuracy. Recent advancements in deep learning have led to the development of transformers, which are particularly effective in learning text representations. Noteworthy examples include bidirectional encoder representations from transformers (BERT) (Devlin et al. 2019 ) and the generative pretrained transformer (GPT) (OpenAI).

BERT is a linguistic representation model that utilizes a transformer architecture and is trained on two tasks: masked linguistic modeling and next-sentence prediction (Hirao et al. 2020 ; Vaswani et al. 2017 ). In the context of AES, BERT follows specific procedures, as illustrated in Fig. 1 : (a) the tokenized prompts and essays are taken as input; (b) special tokens, such as [CLS] and [SEP], are added to mark the beginning and separation of prompts and essays; (c) the transformer encoder processes the prompt and essay sequences, resulting in hidden layer sequences; (d) the hidden layers corresponding to the [CLS] tokens (T[CLS]) represent distributed representations of the prompts and essays; and (e) a multilayer perceptron uses these distributed representations as input to obtain the final score (Hirao et al. 2020 ).

AES system with BERT (Hirao et al. 2020 ).

The training of BERT using a substantial amount of sentence data through the Masked Language Model (MLM) allows it to capture contextual information within the hidden layers. Consequently, BERT is expected to be capable of identifying artificial essays as invalid and assigning them lower scores (Mizumoto and Eguchi, 2023 ). In the context of AES for nonnative Japanese learners, Hirao et al. ( 2020 ) combined the long short-term memory (LSTM) model proposed by Hochreiter and Schmidhuber ( 1997 ) with BERT to develop a tailored automated Essay Scoring System. The findings of their study revealed that the BERT model outperformed both the conventional machine learning approach utilizing character-type features such as “kanji” and “hiragana”, as well as the standalone LSTM model. Takeuchi et al. ( 2021 ) presented an approach to Japanese AES that eliminates the requirement for pre-scored essays by relying solely on reference texts or a model answer for the essay task. They investigated multiple similarity evaluation methods, including frequency of morphemes, idf values calculated on Wikipedia, LSI, LDA, word-embedding vectors, and document vectors produced by BERT. The experimental findings revealed that the method utilizing the frequency of morphemes with idf values exhibited the strongest correlation with human-annotated scores across different essay tasks. The utilization of BERT in AES encounters several limitations. Firstly, essays often exceed the model’s maximum length limit. Second, only score labels are available for training, which restricts access to additional information.

Mizumoto and Eguchi ( 2023 ) were pioneers in employing the GPT model for AES in non-native English writing. Their study focused on evaluating the accuracy and reliability of AES using the GPT-3 text-davinci-003 model, analyzing a dataset of 12,100 essays from the corpus of nonnative written English (TOEFL11). The findings indicated that AES utilizing the GPT-3 model exhibited a certain degree of accuracy and reliability. They suggest that GPT-3-based AES systems hold the potential to provide support for human ratings. However, applying GPT model to AES presents a unique natural language processing (NLP) task that involves considerations such as nonnative language proficiency, the influence of the learner’s first language on the output in the target language, and identifying linguistic features that best indicate writing quality in a specific language. These linguistic features may differ morphologically or syntactically from those present in the learners’ first language, as observed in (1)–(3).

我-送了-他-一本-书

Wǒ-sòngle-tā-yī běn-shū

1 sg .-give. past- him-one .cl- book

“I gave him a book.”

Agglutinative

彼-に-本-を-あげ-まし-た

Kare-ni-hon-o-age-mashi-ta

3 sg .- dat -hon- acc- give.honorification. past

Inflectional

give, give-s, gave, given, giving

Additionally, the morphological agglutination and subject-object-verb (SOV) order in Japanese, along with its idiomatic expressions, pose additional challenges for applying language models in AES tasks (4).

足-が 棒-に なり-ました

Ashi-ga bo-ni nar-mashita

leg- nom stick- dat become- past

“My leg became like a stick (I am extremely tired).”

The example sentence provided demonstrates the morpho-syntactic structure of Japanese and the presence of an idiomatic expression. In this sentence, the verb “なる” (naru), meaning “to become”, appears at the end of the sentence. The verb stem “なり” (nari) is attached with morphemes indicating honorification (“ます” - mashu) and tense (“た” - ta), showcasing agglutination. While the sentence can be literally translated as “my leg became like a stick”, it carries an idiomatic interpretation that implies “I am extremely tired”.

To overcome this issue, CyberAgent Inc. ( 2023 ) has developed the Open-Calm series of language models specifically designed for Japanese. Open-Calm consists of pre-trained models available in various sizes, such as Small, Medium, Large, and 7b. Figure 2 depicts the fundamental structure of the Open-Calm model. A key feature of this architecture is the incorporation of the Lora Adapter and GPT-NeoX frameworks, which can enhance its language processing capabilities.

GPT-NeoX Model Architecture (Okgetheng and Takeuchi 2024 ).

In a recent study conducted by Okgetheng and Takeuchi ( 2024 ), they assessed the efficacy of Open-Calm language models in grading Japanese essays. The research utilized a dataset of approximately 300 essays, which were annotated by native Japanese educators. The findings of the study demonstrate the considerable potential of Open-Calm language models in automated Japanese essay scoring. Specifically, among the Open-Calm family, the Open-Calm Large model (referred to as OCLL) exhibited the highest performance. However, it is important to note that, as of the current date, the Open-Calm Large model does not offer public access to its server. Consequently, users are required to independently deploy and operate the environment for OCLL. In order to utilize OCLL, users must have a PC equipped with an NVIDIA GeForce RTX 3060 (8 or 12 GB VRAM).

In summary, while the potential of LLMs in automated scoring of nonnative Japanese essays has been demonstrated in two studies—BERT-driven AES (Hirao et al. 2020 ) and OCLL-based AES (Okgetheng and Takeuchi, 2024 )—the number of research efforts in this area remains limited.

Another significant challenge in applying LLMs to AES lies in prompt engineering and ensuring its reliability and effectiveness (Brown et al. 2020 ; Rae et al. 2021 ; Zhang et al. 2021 ). Various prompting strategies have been proposed, such as the zero-shot chain of thought (CoT) approach (Kojima et al. 2022 ), which involves manually crafting diverse and effective examples. However, manual efforts can lead to mistakes. To address this, Zhang et al. ( 2021 ) introduced an automatic CoT prompting method called Auto-CoT, which demonstrates matching or superior performance compared to the CoT paradigm. Another prompt framework is trees of thoughts, enabling a model to self-evaluate its progress at intermediate stages of problem-solving through deliberate reasoning (Yao et al. 2023 ).

Beyond linguistic studies, there has been a noticeable increase in the number of foreign workers in Japan and Japanese learners worldwide (Ministry of Health, Labor, and Welfare of Japan, 2022 ; Japan Foundation, 2021 ). However, existing assessment methods, such as the Japanese Language Proficiency Test (JLPT), J-CAT, and TTBJ Footnote 1 , primarily focus on reading, listening, vocabulary, and grammar skills, neglecting the evaluation of writing proficiency. As the number of workers and language learners continues to grow, there is a rising demand for an efficient AES system that can reduce costs and time for raters and be utilized for employment, examinations, and self-study purposes.

This study aims to explore the potential of LLM-based AES by comparing the effectiveness of five models: two LLMs (GPT Footnote 2 and BERT), one Japanese local LLM (OCLL), and two conventional machine learning-based methods (linguistic feature-based scoring tools - Jess and JWriter).

The research questions addressed in this study are as follows:

To what extent do the LLM-driven AES and linguistic feature-based AES, when used as automated tools to support human rating, accurately reflect test takers’ actual performance?

What influence does the prompt have on the accuracy and performance of LLM-based AES methods?

The subsequent sections of the manuscript cover the methodology, including the assessment measures for nonnative Japanese writing proficiency, criteria for prompts, and the dataset. The evaluation section focuses on the analysis of annotations and rating scores generated by LLM-driven and linguistic feature-based AES methods.

Methodology

The dataset utilized in this study was obtained from the International Corpus of Japanese as a Second Language (I-JAS) Footnote 3 . This corpus consisted of 1000 participants who represented 12 different first languages. For the study, the participants were given a story-writing task on a personal computer. They were required to write two stories based on the 4-panel illustrations titled “Picnic” and “The key” (see Appendix A). Background information for the participants was provided by the corpus, including their Japanese language proficiency levels assessed through two online tests: J-CAT and SPOT. These tests evaluated their reading, listening, vocabulary, and grammar abilities. The learners’ proficiency levels were categorized into six levels aligned with the Common European Framework of Reference for Languages (CEFR) and the Reference Framework for Japanese Language Education (RFJLE): A1, A2, B1, B2, C1, and C2. According to Lee et al. ( 2015 ), there is a high level of agreement (r = 0.86) between the J-CAT and SPOT assessments, indicating that the proficiency certifications provided by J-CAT are consistent with those of SPOT. However, it is important to note that the scores of J-CAT and SPOT do not have a one-to-one correspondence. In this study, the J-CAT scores were used as a benchmark to differentiate learners of different proficiency levels. A total of 1400 essays were utilized, representing the beginner (aligned with A1), A2, B1, B2, C1, and C2 levels based on the J-CAT scores. Table 1 provides information about the learners’ proficiency levels and their corresponding J-CAT and SPOT scores.

A dataset comprising a total of 1400 essays from the story writing tasks was collected. Among these, 714 essays were utilized to evaluate the reliability of the LLM-based AES method, while the remaining 686 essays were designated as development data to assess the LLM-based AES’s capability to distinguish participants with varying proficiency levels. The GPT 4 API was used in this study. A detailed explanation of the prompt-assessment criteria is provided in Section Prompt . All essays were sent to the model for measurement and scoring.

Measures of writing proficiency for nonnative Japanese

Japanese exhibits a morphologically agglutinative structure where morphemes are attached to the word stem to convey grammatical functions such as tense, aspect, voice, and honorifics, e.g. (5).

食べ-させ-られ-まし-た-か

tabe-sase-rare-mashi-ta-ka

[eat (stem)-causative-passive voice-honorification-tense. past-question marker]

Japanese employs nine case particles to indicate grammatical functions: the nominative case particle が (ga), the accusative case particle を (o), the genitive case particle の (no), the dative case particle に (ni), the locative/instrumental case particle で (de), the ablative case particle から (kara), the directional case particle へ (e), and the comitative case particle と (to). The agglutinative nature of the language, combined with the case particle system, provides an efficient means of distinguishing between active and passive voice, either through morphemes or case particles, e.g. 食べる taberu “eat concusive . ” (active voice); 食べられる taberareru “eat concusive . ” (passive voice). In the active voice, “パン を 食べる” (pan o taberu) translates to “to eat bread”. On the other hand, in the passive voice, it becomes “パン が 食べられた” (pan ga taberareta), which means “(the) bread was eaten”. Additionally, it is important to note that different conjugations of the same lemma are considered as one type in order to ensure a comprehensive assessment of the language features. For example, e.g., 食べる taberu “eat concusive . ”; 食べている tabeteiru “eat progress .”; 食べた tabeta “eat past . ” as one type.

To incorporate these features, previous research (Suzuki, 1999 ; Watanabe et al. 1988 ; Ishioka, 2001 ; Ishioka and Kameda, 2006 ; Hirao et al. 2020 ) has identified complexity, fluency, and accuracy as crucial factors for evaluating writing quality. These criteria are assessed through various aspects, including lexical richness (lexical density, diversity, and sophistication), syntactic complexity, and cohesion (Kyle et al. 2021 ; Mizumoto and Eguchi, 2023 ; Ure, 1971 ; Halliday, 1985 ; Barkaoui and Hadidi, 2020 ; Zenker and Kyle, 2021 ; Kim et al. 2018 ; Lu, 2017 ; Ortega, 2015 ). Therefore, this study proposes five scoring categories: lexical richness, syntactic complexity, cohesion, content elaboration, and grammatical accuracy. A total of 16 measures were employed to capture these categories. The calculation process and specific details of these measures can be found in Table 2 .

T-unit, first introduced by Hunt ( 1966 ), is a measure used for evaluating speech and composition. It serves as an indicator of syntactic development and represents the shortest units into which a piece of discourse can be divided without leaving any sentence fragments. In the context of Japanese language assessment, Sakoda and Hosoi ( 2020 ) utilized T-unit as the basic unit to assess the accuracy and complexity of Japanese learners’ speaking and storytelling. The calculation of T-units in Japanese follows the following principles:

A single main clause constitutes 1 T-unit, regardless of the presence or absence of dependent clauses, e.g. (6).

ケンとマリはピクニックに行きました (main clause): 1 T-unit.

If a sentence contains a main clause along with subclauses, each subclause is considered part of the same T-unit, e.g. (7).

天気が良かった の で (subclause)、ケンとマリはピクニックに行きました (main clause): 1 T-unit.

In the case of coordinate clauses, where multiple clauses are connected, each coordinated clause is counted separately. Thus, a sentence with coordinate clauses may have 2 T-units or more, e.g. (8).

ケンは地図で場所を探して (coordinate clause)、マリはサンドイッチを作りました (coordinate clause): 2 T-units.

Lexical diversity refers to the range of words used within a text (Engber, 1995 ; Kyle et al. 2021 ) and is considered a useful measure of the breadth of vocabulary in L n production (Jarvis, 2013a , 2013b ).

The type/token ratio (TTR) is widely recognized as a straightforward measure for calculating lexical diversity and has been employed in numerous studies. These studies have demonstrated a strong correlation between TTR and other methods of measuring lexical diversity (e.g., Bentz et al. 2016 ; Čech and Miroslav, 2018 ; Çöltekin and Taraka, 2018 ). TTR is computed by considering both the number of unique words (types) and the total number of words (tokens) in a given text. Given that the length of learners’ writing texts can vary, this study employs the moving average type-token ratio (MATTR) to mitigate the influence of text length. MATTR is calculated using a 50-word moving window. Initially, a TTR is determined for words 1–50 in an essay, followed by words 2–51, 3–52, and so on until the end of the essay is reached (Díez-Ortega and Kyle, 2023 ). The final MATTR scores were obtained by averaging the TTR scores for all 50-word windows. The following formula was employed to derive MATTR:

\({\rm{MATTR}}({\rm{W}})=\frac{{\sum }_{{\rm{i}}=1}^{{\rm{N}}-{\rm{W}}+1}{{\rm{F}}}_{{\rm{i}}}}{{\rm{W}}({\rm{N}}-{\rm{W}}+1)}\)

Here, N refers to the number of tokens in the corpus. W is the randomly selected token size (W < N). \({F}_{i}\) is the number of types in each window. The \({\rm{MATTR}}({\rm{W}})\) is the mean of a series of type-token ratios (TTRs) based on the word form for all windows. It is expected that individuals with higher language proficiency will produce texts with greater lexical diversity, as indicated by higher MATTR scores.

Lexical density was captured by the ratio of the number of lexical words to the total number of words (Lu, 2012 ). Lexical sophistication refers to the utilization of advanced vocabulary, often evaluated through word frequency indices (Crossley et al. 2013 ; Haberman, 2008 ; Kyle and Crossley, 2015 ; Laufer and Nation, 1995 ; Lu, 2012 ; Read, 2000 ). In line of writing, lexical sophistication can be interpreted as vocabulary breadth, which entails the appropriate usage of vocabulary items across various lexicon-grammatical contexts and registers (Garner et al. 2019 ; Kim et al. 2018 ; Kyle et al. 2018 ). In Japanese specifically, words are considered lexically sophisticated if they are not included in the “Japanese Education Vocabulary List Ver 1.0”. Footnote 4 Consequently, lexical sophistication was calculated by determining the number of sophisticated word types relative to the total number of words per essay. Furthermore, it has been suggested that, in Japanese writing, sentences should ideally have a length of no more than 40 to 50 characters, as this promotes readability. Therefore, the median and maximum sentence length can be considered as useful indices for assessment (Ishioka and Kameda, 2006 ).

Syntactic complexity was assessed based on several measures, including the mean length of clauses, verb phrases per T-unit, clauses per T-unit, dependent clauses per T-unit, complex nominals per clause, adverbial clauses per clause, coordinate phrases per clause, and mean dependency distance (MDD). The MDD reflects the distance between the governor and dependent positions in a sentence. A larger dependency distance indicates a higher cognitive load and greater complexity in syntactic processing (Liu, 2008 ; Liu et al. 2017 ). The MDD has been established as an efficient metric for measuring syntactic complexity (Jiang, Quyang, and Liu, 2019 ; Li and Yan, 2021 ). To calculate the MDD, the position numbers of the governor and dependent are subtracted, assuming that words in a sentence are assigned in a linear order, such as W1 … Wi … Wn. In any dependency relationship between words Wa and Wb, Wa is the governor and Wb is the dependent. The MDD of the entire sentence was obtained by taking the absolute value of governor – dependent:

MDD = \(\frac{1}{n}{\sum }_{i=1}^{n}|{\rm{D}}{{\rm{D}}}_{i}|\)

In this formula, \(n\) represents the number of words in the sentence, and \({DD}i\) is the dependency distance of the \({i}^{{th}}\) dependency relationship of a sentence. Building on this, the annotation of sentence ‘Mary-ga-John-ni-keshigomu-o-watashita was [Mary- top -John- dat -eraser- acc -give- past] ’. The sentence’s MDD would be 2. Table 3 provides the CSV file as a prompt for GPT 4.

Cohesion (semantic similarity) and content elaboration aim to capture the ideas presented in test taker’s essays. Cohesion was assessed using three measures: Synonym overlap/paragraph (topic), Synonym overlap/paragraph (keywords), and word2vec cosine similarity. Content elaboration and development were measured as the number of metadiscourse markers (type)/number of words. To capture content closely, this study proposed a novel-distance based representation, by encoding the cosine distance between the essay (by learner) and essay task’s (topic and keyword) i -vectors. The learner’s essay is decoded into a word sequence, and aligned to the essay task’ topic and keyword for log-likelihood measurement. The cosine distance reveals the content elaboration score in the leaners’ essay. The mathematical equation of cosine similarity between target-reference vectors is shown in (11), assuming there are i essays and ( L i , …. L n ) and ( N i , …. N n ) are the vectors representing the learner and task’s topic and keyword respectively. The content elaboration distance between L i and N i was calculated as follows:

\(\cos \left(\theta \right)=\frac{{\rm{L}}\,\cdot\, {\rm{N}}}{\left|{\rm{L}}\right|{\rm{|N|}}}=\frac{\mathop{\sum }\nolimits_{i=1}^{n}{L}_{i}{N}_{i}}{\sqrt{\mathop{\sum }\nolimits_{i=1}^{n}{L}_{i}^{2}}\sqrt{\mathop{\sum }\nolimits_{i=1}^{n}{N}_{i}^{2}}}\)

A high similarity value indicates a low difference between the two recognition outcomes, which in turn suggests a high level of proficiency in content elaboration.

To evaluate the effectiveness of the proposed measures in distinguishing different proficiency levels among nonnative Japanese speakers’ writing, we conducted a multi-faceted Rasch measurement analysis (Linacre, 1994 ). This approach applies measurement models to thoroughly analyze various factors that can influence test outcomes, including test takers’ proficiency, item difficulty, and rater severity, among others. The underlying principles and functionality of multi-faceted Rasch measurement are illustrated in (12).

\(\log \left(\frac{{P}_{{nijk}}}{{P}_{{nij}(k-1)}}\right)={B}_{n}-{D}_{i}-{C}_{j}-{F}_{k}\)

(12) defines the logarithmic transformation of the probability ratio ( P nijk /P nij(k-1) )) as a function of multiple parameters. Here, n represents the test taker, i denotes a writing proficiency measure, j corresponds to the human rater, and k represents the proficiency score. The parameter B n signifies the proficiency level of test taker n (where n ranges from 1 to N). D j represents the difficulty parameter of test item i (where i ranges from 1 to L), while C j represents the severity of rater j (where j ranges from 1 to J). Additionally, F k represents the step difficulty for a test taker to move from score ‘k-1’ to k . P nijk refers to the probability of rater j assigning score k to test taker n for test item i . P nij(k-1) represents the likelihood of test taker n being assigned score ‘k-1’ by rater j for test item i . Each facet within the test is treated as an independent parameter and estimated within the same reference framework. To evaluate the consistency of scores obtained through both human and computer analysis, we utilized the Infit mean-square statistic. This statistic is a chi-square measure divided by the degrees of freedom and is weighted with information. It demonstrates higher sensitivity to unexpected patterns in responses to items near a person’s proficiency level (Linacre, 2002 ). Fit statistics are assessed based on predefined thresholds for acceptable fit. For the Infit MNSQ, which has a mean of 1.00, different thresholds have been suggested. Some propose stricter thresholds ranging from 0.7 to 1.3 (Bond et al. 2021 ), while others suggest more lenient thresholds ranging from 0.5 to 1.5 (Eckes, 2009 ). In this study, we adopted the criterion of 0.70–1.30 for the Infit MNSQ.

Moving forward, we can now proceed to assess the effectiveness of the 16 proposed measures based on five criteria for accurately distinguishing various levels of writing proficiency among non-native Japanese speakers. To conduct this evaluation, we utilized the development dataset from the I-JAS corpus, as described in Section Dataset . Table 4 provides a measurement report that presents the performance details of the 14 metrics under consideration. The measure separation was found to be 4.02, indicating a clear differentiation among the measures. The reliability index for the measure separation was 0.891, suggesting consistency in the measurement. Similarly, the person separation reliability index was 0.802, indicating the accuracy of the assessment in distinguishing between individuals. All 16 measures demonstrated Infit mean squares within a reasonable range, ranging from 0.76 to 1.28. The Synonym overlap/paragraph (topic) measure exhibited a relatively high outfit mean square of 1.46, although the Infit mean square falls within an acceptable range. The standard error for the measures ranged from 0.13 to 0.28, indicating the precision of the estimates.

Table 5 further illustrated the weights assigned to different linguistic measures for score prediction, with higher weights indicating stronger correlations between those measures and higher scores. Specifically, the following measures exhibited higher weights compared to others: moving average type token ratio per essay has a weight of 0.0391. Mean dependency distance had a weight of 0.0388. Mean length of clause, calculated by dividing the number of words by the number of clauses, had a weight of 0.0374. Complex nominals per T-unit, calculated by dividing the number of complex nominals by the number of T-units, had a weight of 0.0379. Coordinate phrases rate, calculated by dividing the number of coordinate phrases by the number of clauses, had a weight of 0.0325. Grammatical error rate, representing the number of errors per essay, had a weight of 0.0322.

Criteria (output indicator)

The criteria used to evaluate the writing ability in this study were based on CEFR, which follows a six-point scale ranging from A1 to C2. To assess the quality of Japanese writing, the scoring criteria from Table 6 were utilized. These criteria were derived from the IELTS writing standards and served as assessment guidelines and prompts for the written output.

A prompt is a question or detailed instruction that is provided to the model to obtain a proper response. After several pilot experiments, we decided to provide the measures (Section Measures of writing proficiency for nonnative Japanese ) as the input prompt and use the criteria (Section Criteria (output indicator) ) as the output indicator. Regarding the prompt language, considering that the LLM was tasked with rating Japanese essays, would prompt in Japanese works better Footnote 5 ? We conducted experiments comparing the performance of GPT-4 using both English and Japanese prompts. Additionally, we utilized the Japanese local model OCLL with Japanese prompts. Multiple trials were conducted using the same sample. Regardless of the prompt language used, we consistently obtained the same grading results with GPT-4, which assigned a grade of B1 to the writing sample. This suggested that GPT-4 is reliable and capable of producing consistent ratings regardless of the prompt language. On the other hand, when we used Japanese prompts with the Japanese local model “OCLL”, we encountered inconsistent grading results. Out of 10 attempts with OCLL, only 6 yielded consistent grading results (B1), while the remaining 4 showed different outcomes, including A1 and B2 grades. These findings indicated that the language of the prompt was not the determining factor for reliable AES. Instead, the size of the training data and the model parameters played crucial roles in achieving consistent and reliable AES results for the language model.

The following is the utilized prompt, which details all measures and requires the LLM to score the essays using holistic and trait scores.

Please evaluate Japanese essays written by Japanese learners and assign a score to each essay on a six-point scale, ranging from A1, A2, B1, B2, C1 to C2. Additionally, please provide trait scores and display the calculation process for each trait score. The scoring should be based on the following criteria:

Moving average type-token ratio.

Number of lexical words (token) divided by the total number of words per essay.

Number of sophisticated word types divided by the total number of words per essay.

Mean length of clause.

Verb phrases per T-unit.

Clauses per T-unit.

Dependent clauses per T-unit.

Complex nominals per clause.

Adverbial clauses per clause.

Coordinate phrases per clause.

Mean dependency distance.

Synonym overlap paragraph (topic and keywords).

Word2vec cosine similarity.

Connectives per essay.

Conjunctions per essay.

Number of metadiscourse markers (types) divided by the total number of words.

Number of errors per essay.

Japanese essay text

出かける前に二人が地図を見ている間に、サンドイッチを入れたバスケットに犬が入ってしまいました。それに気づかずに二人は楽しそうに出かけて行きました。やがて突然犬がバスケットから飛び出し、二人は驚きました。バスケット の 中を見ると、食べ物はすべて犬に食べられていて、二人は困ってしまいました。(ID_JJJ01_SW1)

The score of the example above was B1. Figure 3 provides an example of holistic and trait scores provided by GPT-4 (with a prompt indicating all measures) via Bing Footnote 6 .

Example of GPT-4 AES and feedback (with a prompt indicating all measures).

Statistical analysis

The aim of this study is to investigate the potential use of LLM for nonnative Japanese AES. It seeks to compare the scoring outcomes obtained from feature-based AES tools, which rely on conventional machine learning technology (i.e. Jess, JWriter), with those generated by AI-driven AES tools utilizing deep learning technology (BERT, GPT, OCLL). To assess the reliability of a computer-assisted annotation tool, the study initially established human-human agreement as the benchmark measure. Subsequently, the performance of the LLM-based method was evaluated by comparing it to human-human agreement.

To assess annotation agreement, the study employed standard measures such as precision, recall, and F-score (Brants 2000 ; Lu 2010 ), along with the quadratically weighted kappa (QWK) to evaluate the consistency and agreement in the annotation process. Assume A and B represent human annotators. When comparing the annotations of the two annotators, the following results are obtained. The evaluation of precision, recall, and F-score metrics was illustrated in equations (13) to (15).

\({\rm{Recall}}(A,B)=\frac{{\rm{Number}}\,{\rm{of}}\,{\rm{identical}}\,{\rm{nodes}}\,{\rm{in}}\,A\,{\rm{and}}\,B}{{\rm{Number}}\,{\rm{of}}\,{\rm{nodes}}\,{\rm{in}}\,A}\)

\({\rm{Precision}}(A,\,B)=\frac{{\rm{Number}}\,{\rm{of}}\,{\rm{identical}}\,{\rm{nodes}}\,{\rm{in}}\,A\,{\rm{and}}\,B}{{\rm{Number}}\,{\rm{of}}\,{\rm{nodes}}\,{\rm{in}}\,B}\)

The F-score is the harmonic mean of recall and precision:

\({\rm{F}}-{\rm{score}}=\frac{2* ({\rm{Precision}}* {\rm{Recall}})}{{\rm{Precision}}+{\rm{Recall}}}\)

The highest possible value of an F-score is 1.0, indicating perfect precision and recall, and the lowest possible value is 0, if either precision or recall are zero.

In accordance with Taghipour and Ng ( 2016 ), the calculation of QWK involves two steps:

Step 1: Construct a weight matrix W as follows:

\({W}_{{ij}}=\frac{{(i-j)}^{2}}{{(N-1)}^{2}}\)

i represents the annotation made by the tool, while j represents the annotation made by a human rater. N denotes the total number of possible annotations. Matrix O is subsequently computed, where O_( i, j ) represents the count of data annotated by the tool ( i ) and the human annotator ( j ). On the other hand, E refers to the expected count matrix, which undergoes normalization to ensure that the sum of elements in E matches the sum of elements in O.

Step 2: With matrices O and E, the QWK is obtained as follows:

K = 1- \(\frac{\sum i,j{W}_{i,j}\,{O}_{i,j}}{\sum i,j{W}_{i,j}\,{E}_{i,j}}\)

The value of the quadratic weighted kappa increases as the level of agreement improves. Further, to assess the accuracy of LLM scoring, the proportional reductive mean square error (PRMSE) was employed. The PRMSE approach takes into account the variability observed in human ratings to estimate the rater error, which is then subtracted from the variance of the human labels. This calculation provides an overall measure of agreement between the automated scores and true scores (Haberman et al. 2015 ; Loukina et al. 2020 ; Taghipour and Ng, 2016 ). The computation of PRMSE involves the following steps:

Step 1: Calculate the mean squared errors (MSEs) for the scoring outcomes of the computer-assisted tool (MSE tool) and the human scoring outcomes (MSE human).

Step 2: Determine the PRMSE by comparing the MSE of the computer-assisted tool (MSE tool) with the MSE from human raters (MSE human), using the following formula:

\({\rm{PRMSE}}=1-\frac{({\rm{MSE}}\,{\rm{tool}})\,}{({\rm{MSE}}\,{\rm{human}})\,}=1-\,\frac{{\sum }_{i}^{n}=1{({{\rm{y}}}_{i}-{\hat{{\rm{y}}}}_{{\rm{i}}})}^{2}}{{\sum }_{i}^{n}=1{({{\rm{y}}}_{i}-\hat{{\rm{y}}})}^{2}}\)

In the numerator, ŷi represents the scoring outcome predicted by a specific LLM-driven AES system for a given sample. The term y i − ŷ i represents the difference between this predicted outcome and the mean value of all LLM-driven AES systems’ scoring outcomes. It quantifies the deviation of the specific LLM-driven AES system’s prediction from the average prediction of all LLM-driven AES systems. In the denominator, y i − ŷ represents the difference between the scoring outcome provided by a specific human rater for a given sample and the mean value of all human raters’ scoring outcomes. It measures the discrepancy between the specific human rater’s score and the average score given by all human raters. The PRMSE is then calculated by subtracting the ratio of the MSE tool to the MSE human from 1. PRMSE falls within the range of 0 to 1, with larger values indicating reduced errors in LLM’s scoring compared to those of human raters. In other words, a higher PRMSE implies that LLM’s scoring demonstrates greater accuracy in predicting the true scores (Loukina et al. 2020 ). The interpretation of kappa values, ranging from 0 to 1, is based on the work of Landis and Koch ( 1977 ). Specifically, the following categories are assigned to different ranges of kappa values: −1 indicates complete inconsistency, 0 indicates random agreement, 0.0 ~ 0.20 indicates extremely low level of agreement (slight), 0.21 ~ 0.40 indicates moderate level of agreement (fair), 0.41 ~ 0.60 indicates medium level of agreement (moderate), 0.61 ~ 0.80 indicates high level of agreement (substantial), 0.81 ~ 1 indicates almost perfect level of agreement. All statistical analyses were executed using Python script.

Results and discussion

Annotation reliability of the llm.

This section focuses on assessing the reliability of the LLM’s annotation and scoring capabilities. To evaluate the reliability, several tests were conducted simultaneously, aiming to achieve the following objectives:

Assess the LLM’s ability to differentiate between test takers with varying levels of oral proficiency.

Determine the level of agreement between the annotations and scoring performed by the LLM and those done by human raters.

The evaluation of the results encompassed several metrics, including: precision, recall, F-Score, quadratically-weighted kappa, proportional reduction of mean squared error, Pearson correlation, and multi-faceted Rasch measurement.

Inter-annotator agreement (human–human annotator agreement)

We started with an agreement test of the two human annotators. Two trained annotators were recruited to determine the writing task data measures. A total of 714 scripts, as the test data, was utilized. Each analysis lasted 300–360 min. Inter-annotator agreement was evaluated using the standard measures of precision, recall, and F-score and QWK. Table 7 presents the inter-annotator agreement for the various indicators. As shown, the inter-annotator agreement was fairly high, with F-scores ranging from 1.0 for sentence and word number to 0.666 for grammatical errors.

The findings from the QWK analysis provided further confirmation of the inter-annotator agreement. The QWK values covered a range from 0.950 ( p  = 0.000) for sentence and word number to 0.695 for synonym overlap number (keyword) and grammatical errors ( p  = 0.001).

Agreement of annotation outcomes between human and LLM

To evaluate the consistency between human annotators and LLM annotators (BERT, GPT, OCLL) across the indices, the same test was conducted. The results of the inter-annotator agreement (F-score) between LLM and human annotation are provided in Appendix B-D. The F-scores ranged from 0.706 for Grammatical error # for OCLL-human to a perfect 1.000 for GPT-human, for sentences, clauses, T-units, and words. These findings were further supported by the QWK analysis, which showed agreement levels ranging from 0.807 ( p  = 0.001) for metadiscourse markers for OCLL-human to 0.962 for words ( p  = 0.000) for GPT-human. The findings demonstrated that the LLM annotation achieved a significant level of accuracy in identifying measurement units and counts.

Reliability of LLM-driven AES’s scoring and discriminating proficiency levels

This section examines the reliability of the LLM-driven AES scoring through a comparison of the scoring outcomes produced by human raters and the LLM ( Reliability of LLM-driven AES scoring ). It also assesses the effectiveness of the LLM-based AES system in differentiating participants with varying proficiency levels ( Reliability of LLM-driven AES discriminating proficiency levels ).

Reliability of LLM-driven AES scoring

Table 8 summarizes the QWK coefficient analysis between the scores computed by the human raters and the GPT-4 for the individual essays from I-JAS Footnote 7 . As shown, the QWK of all measures ranged from k  = 0.819 for lexical density (number of lexical words (tokens)/number of words per essay) to k  = 0.644 for word2vec cosine similarity. Table 9 further presents the Pearson correlations between the 16 writing proficiency measures scored by human raters and GPT 4 for the individual essays. The correlations ranged from 0.672 for syntactic complexity to 0.734 for grammatical accuracy. The correlations between the writing proficiency scores assigned by human raters and the BERT-based AES system were found to range from 0.661 for syntactic complexity to 0.713 for grammatical accuracy. The correlations between the writing proficiency scores given by human raters and the OCLL-based AES system ranged from 0.654 for cohesion to 0.721 for grammatical accuracy. These findings indicated an alignment between the assessments made by human raters and both the BERT-based and OCLL-based AES systems in terms of various aspects of writing proficiency.

Reliability of LLM-driven AES discriminating proficiency levels

After validating the reliability of the LLM’s annotation and scoring, the subsequent objective was to evaluate its ability to distinguish between various proficiency levels. For this analysis, a dataset of 686 individual essays was utilized. Table 10 presents a sample of the results, summarizing the means, standard deviations, and the outcomes of the one-way ANOVAs based on the measures assessed by the GPT-4 model. A post hoc multiple comparison test, specifically the Bonferroni test, was conducted to identify any potential differences between pairs of levels.

As the results reveal, seven measures presented linear upward or downward progress across the three proficiency levels. These were marked in bold in Table 10 and comprise one measure of lexical richness, i.e. MATTR (lexical diversity); four measures of syntactic complexity, i.e. MDD (mean dependency distance), MLC (mean length of clause), CNT (complex nominals per T-unit), CPC (coordinate phrases rate); one cohesion measure, i.e. word2vec cosine similarity and GER (grammatical error rate). Regarding the ability of the sixteen measures to distinguish adjacent proficiency levels, the Bonferroni tests indicated that statistically significant differences exist between the primary level and the intermediate level for MLC and GER. One measure of lexical richness, namely LD, along with three measures of syntactic complexity (VPT, CT, DCT, ACC), two measures of cohesion (SOPT, SOPK), and one measure of content elaboration (IMM), exhibited statistically significant differences between proficiency levels. However, these differences did not demonstrate a linear progression between adjacent proficiency levels. No significant difference was observed in lexical sophistication between proficiency levels.

To summarize, our study aimed to evaluate the reliability and differentiation capabilities of the LLM-driven AES method. For the first objective, we assessed the LLM’s ability to differentiate between test takers with varying levels of oral proficiency using precision, recall, F-Score, and quadratically-weighted kappa. Regarding the second objective, we compared the scoring outcomes generated by human raters and the LLM to determine the level of agreement. We employed quadratically-weighted kappa and Pearson correlations to compare the 16 writing proficiency measures for the individual essays. The results confirmed the feasibility of using the LLM for annotation and scoring in AES for nonnative Japanese. As a result, Research Question 1 has been addressed.

Comparison of BERT-, GPT-, OCLL-based AES, and linguistic-feature-based computation methods

This section aims to compare the effectiveness of five AES methods for nonnative Japanese writing, i.e. LLM-driven approaches utilizing BERT, GPT, and OCLL, linguistic feature-based approaches using Jess and JWriter. The comparison was conducted by comparing the ratings obtained from each approach with human ratings. All ratings were derived from the dataset introduced in Dataset . To facilitate the comparison, the agreement between the automated methods and human ratings was assessed using QWK and PRMSE. The performance of each approach was summarized in Table 11 .

The QWK coefficient values indicate that LLMs (GPT, BERT, OCLL) and human rating outcomes demonstrated higher agreement compared to feature-based AES methods (Jess and JWriter) in assessing writing proficiency criteria, including lexical richness, syntactic complexity, content, and grammatical accuracy. Among the LLMs, the GPT-4 driven AES and human rating outcomes showed the highest agreement in all criteria, except for syntactic complexity. The PRMSE values suggest that the GPT-based method outperformed linguistic feature-based methods and other LLM-based approaches. Moreover, an interesting finding emerged during the study: the agreement coefficient between GPT-4 and human scoring was even higher than the agreement between different human raters themselves. This discovery highlights the advantage of GPT-based AES over human rating. Ratings involve a series of processes, including reading the learners’ writing, evaluating the content and language, and assigning scores. Within this chain of processes, various biases can be introduced, stemming from factors such as rater biases, test design, and rating scales. These biases can impact the consistency and objectivity of human ratings. GPT-based AES may benefit from its ability to apply consistent and objective evaluation criteria. By prompting the GPT model with detailed writing scoring rubrics and linguistic features, potential biases in human ratings can be mitigated. The model follows a predefined set of guidelines and does not possess the same subjective biases that human raters may exhibit. This standardization in the evaluation process contributes to the higher agreement observed between GPT-4 and human scoring. Section Prompt strategy of the study delves further into the role of prompts in the application of LLMs to AES. It explores how the choice and implementation of prompts can impact the performance and reliability of LLM-based AES methods. Furthermore, it is important to acknowledge the strengths of the local model, i.e. the Japanese local model OCLL, which excels in processing certain idiomatic expressions. Nevertheless, our analysis indicated that GPT-4 surpasses local models in AES. This superior performance can be attributed to the larger parameter size of GPT-4, estimated to be between 500 billion and 1 trillion, which exceeds the sizes of both BERT and the local model OCLL.

Prompt strategy

In the context of prompt strategy, Mizumoto and Eguchi ( 2023 ) conducted a study where they applied the GPT-3 model to automatically score English essays in the TOEFL test. They found that the accuracy of the GPT model alone was moderate to fair. However, when they incorporated linguistic measures such as cohesion, syntactic complexity, and lexical features alongside the GPT model, the accuracy significantly improved. This highlights the importance of prompt engineering and providing the model with specific instructions to enhance its performance. In this study, a similar approach was taken to optimize the performance of LLMs. GPT-4, which outperformed BERT and OCLL, was selected as the candidate model. Model 1 was used as the baseline, representing GPT-4 without any additional prompting. Model 2, on the other hand, involved GPT-4 prompted with 16 measures that included scoring criteria, efficient linguistic features for writing assessment, and detailed measurement units and calculation formulas. The remaining models (Models 3 to 18) utilized GPT-4 prompted with individual measures. The performance of these 18 different models was assessed using the output indicators described in Section Criteria (output indicator) . By comparing the performances of these models, the study aimed to understand the impact of prompt engineering on the accuracy and effectiveness of GPT-4 in AES tasks.

Based on the PRMSE scores presented in Fig. 4 , it was observed that Model 1, representing GPT-4 without any additional prompting, achieved a fair level of performance. However, Model 2, which utilized GPT-4 prompted with all measures, outperformed all other models in terms of PRMSE score, achieving a score of 0.681. These results indicate that the inclusion of specific measures and prompts significantly enhanced the performance of GPT-4 in AES. Among the measures, syntactic complexity was found to play a particularly significant role in improving the accuracy of GPT-4 in assessing writing quality. Following that, lexical diversity emerged as another important factor contributing to the model’s effectiveness. The study suggests that a well-prompted GPT-4 can serve as a valuable tool to support human assessors in evaluating writing quality. By utilizing GPT-4 as an automated scoring tool, the evaluation biases associated with human raters can be minimized. This has the potential to empower teachers by allowing them to focus on designing writing tasks and guiding writing strategies, while leveraging the capabilities of GPT-4 for efficient and reliable scoring.

PRMSE scores of the 18 AES models.

This study aimed to investigate two main research questions: the feasibility of utilizing LLMs for AES and the impact of prompt engineering on the application of LLMs in AES.

To address the first objective, the study compared the effectiveness of five different models: GPT, BERT, the Japanese local LLM (OCLL), and two conventional machine learning-based AES tools (Jess and JWriter). The PRMSE values indicated that the GPT-4-based method outperformed other LLMs (BERT, OCLL) and linguistic feature-based computational methods (Jess and JWriter) across various writing proficiency criteria. Furthermore, the agreement coefficient between GPT-4 and human scoring surpassed the agreement among human raters themselves, highlighting the potential of using the GPT-4 tool to enhance AES by reducing biases and subjectivity, saving time, labor, and cost, and providing valuable feedback for self-study. Regarding the second goal, the role of prompt design was investigated by comparing 18 models, including a baseline model, a model prompted with all measures, and 16 models prompted with one measure at a time. GPT-4, which outperformed BERT and OCLL, was selected as the candidate model. The PRMSE scores of the models showed that GPT-4 prompted with all measures achieved the best performance, surpassing the baseline and other models.

In conclusion, this study has demonstrated the potential of LLMs in supporting human rating in assessments. By incorporating automation, we can save time and resources while reducing biases and subjectivity inherent in human rating processes. Automated language assessments offer the advantage of accessibility, providing equal opportunities and economic feasibility for individuals who lack access to traditional assessment centers or necessary resources. LLM-based language assessments provide valuable feedback and support to learners, aiding in the enhancement of their language proficiency and the achievement of their goals. This personalized feedback can cater to individual learner needs, facilitating a more tailored and effective language-learning experience.

There are three important areas that merit further exploration. First, prompt engineering requires attention to ensure optimal performance of LLM-based AES across different language types. This study revealed that GPT-4, when prompted with all measures, outperformed models prompted with fewer measures. Therefore, investigating and refining prompt strategies can enhance the effectiveness of LLMs in automated language assessments. Second, it is crucial to explore the application of LLMs in second-language assessment and learning for oral proficiency, as well as their potential in under-resourced languages. Recent advancements in self-supervised machine learning techniques have significantly improved automatic speech recognition (ASR) systems, opening up new possibilities for creating reliable ASR systems, particularly for under-resourced languages with limited data. However, challenges persist in the field of ASR. First, ASR assumes correct word pronunciation for automatic pronunciation evaluation, which proves challenging for learners in the early stages of language acquisition due to diverse accents influenced by their native languages. Accurately segmenting short words becomes problematic in such cases. Second, developing precise audio-text transcriptions for languages with non-native accented speech poses a formidable task. Last, assessing oral proficiency levels involves capturing various linguistic features, including fluency, pronunciation, accuracy, and complexity, which are not easily captured by current NLP technology.

Data availability

The dataset utilized was obtained from the International Corpus of Japanese as a Second Language (I-JAS). The data URLs: [ https://www2.ninjal.ac.jp/jll/lsaj/ihome2.html ].

J-CAT and TTBJ are two computerized adaptive tests used to assess Japanese language proficiency.

SPOT is a specific component of the TTBJ test.

J-CAT: https://www.j-cat2.org/html/ja/pages/interpret.html

SPOT: https://ttbj.cegloc.tsukuba.ac.jp/p1.html#SPOT .

The study utilized a prompt-based GPT-4 model, developed by OpenAI, which has an impressive architecture with 1.8 trillion parameters across 120 layers. GPT-4 was trained on a vast dataset of 13 trillion tokens, using two stages: initial training on internet text datasets to predict the next token, and subsequent fine-tuning through reinforcement learning from human feedback.

https://www2.ninjal.ac.jp/jll/lsaj/ihome2-en.html .

http://jhlee.sakura.ne.jp/JEV/ by Japanese Learning Dictionary Support Group 2015.

We express our sincere gratitude to the reviewer for bringing this matter to our attention.

On February 7, 2023, Microsoft began rolling out a major overhaul to Bing that included a new chatbot feature based on OpenAI’s GPT-4 (Bing.com).

Appendix E-F present the analysis results of the QWK coefficient between the scores computed by the human raters and the BERT, OCLL models.

Attali Y, Burstein J (2006) Automated essay scoring with e-rater® V.2. J. Technol., Learn. Assess., 4

Barkaoui K, Hadidi A (2020) Assessing Change in English Second Language Writing Performance (1st ed.). Routledge, New York. https://doi.org/10.4324/9781003092346

Bentz C, Tatyana R, Koplenig A, Tanja S (2016) A comparison between morphological complexity. measures: Typological data vs. language corpora. In Proceedings of the workshop on computational linguistics for linguistic complexity (CL4LC), 142–153. Osaka, Japan: The COLING 2016 Organizing Committee

Bond TG, Yan Z, Heene M (2021) Applying the Rasch model: Fundamental measurement in the human sciences (4th ed). Routledge

Brants T (2000) Inter-annotator agreement for a German newspaper corpus. Proceedings of the Second International Conference on Language Resources and Evaluation (LREC’00), Athens, Greece, 31 May-2 June, European Language Resources Association

Brown TB, Mann B, Ryder N, et al. (2020) Language models are few-shot learners. Advances in Neural Information Processing Systems, Online, 6–12 December, Curran Associates, Inc., Red Hook, NY

Burstein J (2003) The E-rater scoring engine: Automated essay scoring with natural language processing. In Shermis MD and Burstein JC (ed) Automated Essay Scoring: A Cross-Disciplinary Perspective. Lawrence Erlbaum Associates, Mahwah, NJ

Čech R, Miroslav K (2018) Morphological richness of text. In Masako F, Václav C (ed) Taming the corpus: From inflection and lexis to interpretation, 63–77. Cham, Switzerland: Springer Nature

Çöltekin Ç, Taraka, R (2018) Exploiting Universal Dependencies treebanks for measuring morphosyntactic complexity. In Aleksandrs B, Christian B (ed), Proceedings of first workshop on measuring language complexity, 1–7. Torun, Poland

Crossley SA, Cobb T, McNamara DS (2013) Comparing count-based and band-based indices of word frequency: Implications for active vocabulary research and pedagogical applications. System 41:965–981. https://doi.org/10.1016/j.system.2013.08.002

Article   Google Scholar  

Crossley SA, McNamara DS (2016) Say more and be more coherent: How text elaboration and cohesion can increase writing quality. J. Writ. Res. 7:351–370

CyberAgent Inc (2023) Open-Calm series of Japanese language models. Retrieved from: https://www.cyberagent.co.jp/news/detail/id=28817

Devlin J, Chang MW, Lee K, Toutanova K (2019) BERT: Pre-training of deep bidirectional transformers for language understanding. Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics, Minneapolis, Minnesota, 2–7 June, pp. 4171–4186. Association for Computational Linguistics

Diez-Ortega M, Kyle K (2023) Measuring the development of lexical richness of L2 Spanish: a longitudinal learner corpus study. Studies in Second Language Acquisition 1-31

Eckes T (2009) On common ground? How raters perceive scoring criteria in oral proficiency testing. In Brown A, Hill K (ed) Language testing and evaluation 13: Tasks and criteria in performance assessment (pp. 43–73). Peter Lang Publishing

Elliot S (2003) IntelliMetric: from here to validity. In: Shermis MD, Burstein JC (ed) Automated Essay Scoring: A Cross-Disciplinary Perspective. Lawrence Erlbaum Associates, Mahwah, NJ

Google Scholar  

Engber CA (1995) The relationship of lexical proficiency to the quality of ESL compositions. J. Second Lang. Writ. 4:139–155

Garner J, Crossley SA, Kyle K (2019) N-gram measures and L2 writing proficiency. System 80:176–187. https://doi.org/10.1016/j.system.2018.12.001

Haberman SJ (2008) When can subscores have value? J. Educat. Behav. Stat., 33:204–229

Haberman SJ, Yao L, Sinharay S (2015) Prediction of true test scores from observed item scores and ancillary data. Brit. J. Math. Stat. Psychol. 68:363–385

Halliday MAK (1985) Spoken and Written Language. Deakin University Press, Melbourne, Australia

Hirao R, Arai M, Shimanaka H et al. (2020) Automated essay scoring system for nonnative Japanese learners. Proceedings of the 12th Conference on Language Resources and Evaluation (LREC 2020), pp. 1250–1257. European Language Resources Association

Hunt KW (1966) Recent Measures in Syntactic Development. Elementary English, 43(7), 732–739. http://www.jstor.org/stable/41386067

Ishioka T (2001) About e-rater, a computer-based automatic scoring system for essays [Konpyūta ni yoru essei no jidō saiten shisutemu e − rater ni tsuite]. University Entrance Examination. Forum [Daigaku nyūshi fōramu] 24:71–76

Hochreiter S, Schmidhuber J (1997) Long short- term memory. Neural Comput. 9(8):1735–1780

Article   CAS   PubMed   Google Scholar  

Ishioka T, Kameda M (2006) Automated Japanese essay scoring system based on articles written by experts. Proceedings of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics, Sydney, Australia, 17–18 July 2006, pp. 233-240. Association for Computational Linguistics, USA

Japan Foundation (2021) Retrieved from: https://www.jpf.gp.jp/j/project/japanese/survey/result/dl/survey2021/all.pdf

Jarvis S (2013a) Defining and measuring lexical diversity. In Jarvis S, Daller M (ed) Vocabulary knowledge: Human ratings and automated measures (Vol. 47, pp. 13–44). John Benjamins. https://doi.org/10.1075/sibil.47.03ch1

Jarvis S (2013b) Capturing the diversity in lexical diversity. Lang. Learn. 63:87–106. https://doi.org/10.1111/j.1467-9922.2012.00739.x

Jiang J, Quyang J, Liu H (2019) Interlanguage: A perspective of quantitative linguistic typology. Lang. Sci. 74:85–97

Kim M, Crossley SA, Kyle K (2018) Lexical sophistication as a multidimensional phenomenon: Relations to second language lexical proficiency, development, and writing quality. Mod. Lang. J. 102(1):120–141. https://doi.org/10.1111/modl.12447

Kojima T, Gu S, Reid M et al. (2022) Large language models are zero-shot reasoners. Advances in Neural Information Processing Systems, New Orleans, LA, 29 November-1 December, Curran Associates, Inc., Red Hook, NY

Kyle K, Crossley SA (2015) Automatically assessing lexical sophistication: Indices, tools, findings, and application. TESOL Q 49:757–786

Kyle K, Crossley SA, Berger CM (2018) The tool for the automatic analysis of lexical sophistication (TAALES): Version 2.0. Behav. Res. Methods 50:1030–1046. https://doi.org/10.3758/s13428-017-0924-4

Article   PubMed   Google Scholar  

Kyle K, Crossley SA, Jarvis S (2021) Assessing the validity of lexical diversity using direct judgements. Lang. Assess. Q. 18:154–170. https://doi.org/10.1080/15434303.2020.1844205

Landauer TK, Laham D, Foltz PW (2003) Automated essay scoring and annotation of essays with the Intelligent Essay Assessor. In Shermis MD, Burstein JC (ed), Automated Essay Scoring: A Cross-Disciplinary Perspective. Lawrence Erlbaum Associates, Mahwah, NJ

Landis JR, Koch GG (1977) The measurement of observer agreement for categorical data. Biometrics 159–174

Laufer B, Nation P (1995) Vocabulary size and use: Lexical richness in L2 written production. Appl. Linguist. 16:307–322. https://doi.org/10.1093/applin/16.3.307

Lee J, Hasebe Y (2017) jWriter Learner Text Evaluator, URL: https://jreadability.net/jwriter/

Lee J, Kobayashi N, Sakai T, Sakota K (2015) A Comparison of SPOT and J-CAT Based on Test Analysis [Tesuto bunseki ni motozuku ‘SPOT’ to ‘J-CAT’ no hikaku]. Research on the Acquisition of Second Language Japanese [Dainigengo to shite no nihongo no shūtoku kenkyū] (18) 53–69

Li W, Yan J (2021) Probability distribution of dependency distance based on a Treebank of. Japanese EFL Learners’ Interlanguage. J. Quant. Linguist. 28(2):172–186. https://doi.org/10.1080/09296174.2020.1754611

Article   MathSciNet   Google Scholar  

Linacre JM (2002) Optimizing rating scale category effectiveness. J. Appl. Meas. 3(1):85–106

PubMed   Google Scholar  

Linacre JM (1994) Constructing measurement with a Many-Facet Rasch Model. In Wilson M (ed) Objective measurement: Theory into practice, Volume 2 (pp. 129–144). Norwood, NJ: Ablex

Liu H (2008) Dependency distance as a metric of language comprehension difficulty. J. Cognitive Sci. 9:159–191

Liu H, Xu C, Liang J (2017) Dependency distance: A new perspective on syntactic patterns in natural languages. Phys. Life Rev. 21. https://doi.org/10.1016/j.plrev.2017.03.002

Loukina A, Madnani N, Cahill A, et al. (2020) Using PRMSE to evaluate automated scoring systems in the presence of label noise. Proceedings of the Fifteenth Workshop on Innovative Use of NLP for Building Educational Applications, Seattle, WA, USA → Online, 10 July, pp. 18–29. Association for Computational Linguistics

Lu X (2010) Automatic analysis of syntactic complexity in second language writing. Int. J. Corpus Linguist. 15:474–496

Lu X (2012) The relationship of lexical richness to the quality of ESL learners’ oral narratives. Mod. Lang. J. 96:190–208

Lu X (2017) Automated measurement of syntactic complexity in corpus-based L2 writing research and implications for writing assessment. Lang. Test. 34:493–511

Lu X, Hu R (2022) Sense-aware lexical sophistication indices and their relationship to second language writing quality. Behav. Res. Method. 54:1444–1460. https://doi.org/10.3758/s13428-021-01675-6

Ministry of Health, Labor, and Welfare of Japan (2022) Retrieved from: https://www.mhlw.go.jp/stf/newpage_30367.html

Mizumoto A, Eguchi M (2023) Exploring the potential of using an AI language model for automated essay scoring. Res. Methods Appl. Linguist. 3:100050

Okgetheng B, Takeuchi K (2024) Estimating Japanese Essay Grading Scores with Large Language Models. Proceedings of 30th Annual Conference of the Language Processing Society in Japan, March 2024

Ortega L (2015) Second language learning explained? SLA across 10 contemporary theories. In VanPatten B, Williams J (ed) Theories in Second Language Acquisition: An Introduction

Rae JW, Borgeaud S, Cai T, et al. (2021) Scaling Language Models: Methods, Analysis & Insights from Training Gopher. ArXiv, abs/2112.11446

Read J (2000) Assessing vocabulary. Cambridge University Press. https://doi.org/10.1017/CBO9780511732942

Rudner LM, Liang T (2002) Automated Essay Scoring Using Bayes’ Theorem. J. Technol., Learning and Assessment, 1 (2)

Sakoda K, Hosoi Y (2020) Accuracy and complexity of Japanese Language usage by SLA learners in different learning environments based on the analysis of I-JAS, a learners’ corpus of Japanese as L2. Math. Linguist. 32(7):403–418. https://doi.org/10.24701/mathling.32.7_403

Suzuki N (1999) Summary of survey results regarding comprehensive essay questions. Final report of “Joint Research on Comprehensive Examinations for the Aim of Evaluating Applicability to Each Specialized Field of Universities” for 1996-2000 [shōronbun sōgō mondai ni kansuru chōsa kekka no gaiyō. Heisei 8 - Heisei 12-nendo daigaku no kaku senmon bun’ya e no tekisei no hyōka o mokuteki to suru sōgō shiken no arikata ni kansuru kyōdō kenkyū’ saishū hōkoku-sho]. University Entrance Examination Section Center Research and Development Department [Daigaku nyūshi sentā kenkyū kaihatsubu], 21–32

Taghipour K, Ng HT (2016) A neural approach to automated essay scoring. Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing, Austin, Texas, 1–5 November, pp. 1882–1891. Association for Computational Linguistics

Takeuchi K, Ohno M, Motojin K, Taguchi M, Inada Y, Iizuka M, Abo T, Ueda H (2021) Development of essay scoring methods based on reference texts with construction of research-available Japanese essay data. In IPSJ J 62(9):1586–1604

Ure J (1971) Lexical density: A computational technique and some findings. In Coultard M (ed) Talking about Text. English Language Research, University of Birmingham, Birmingham, England

Vaswani A, Shazeer N, Parmar N, et al. (2017) Attention is all you need. In Advances in Neural Information Processing Systems, Long Beach, CA, 4–7 December, pp. 5998–6008, Curran Associates, Inc., Red Hook, NY

Watanabe H, Taira Y, Inoue Y (1988) Analysis of essay evaluation data [Shōronbun hyōka dēta no kaiseki]. Bulletin of the Faculty of Education, University of Tokyo [Tōkyōdaigaku kyōiku gakubu kiyō], Vol. 28, 143–164

Yao S, Yu D, Zhao J, et al. (2023) Tree of thoughts: Deliberate problem solving with large language models. Advances in Neural Information Processing Systems, 36

Zenker F, Kyle K (2021) Investigating minimum text lengths for lexical diversity indices. Assess. Writ. 47:100505. https://doi.org/10.1016/j.asw.2020.100505

Zhang Y, Warstadt A, Li X, et al. (2021) When do you need billions of words of pretraining data? Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, Online, pp. 1112-1125. Association for Computational Linguistics. https://doi.org/10.18653/v1/2021.acl-long.90

Download references

This research was funded by National Foundation of Social Sciences (22BYY186) to Wenchao Li.

Author information

Authors and affiliations.

Department of Japanese Studies, Zhejiang University, Hangzhou, China

Department of Linguistics and Applied Linguistics, Zhejiang University, Hangzhou, China

You can also search for this author in PubMed   Google Scholar

Contributions

Wenchao Li is in charge of conceptualization, validation, formal analysis, investigation, data curation, visualization and writing the draft. Haitao Liu is in charge of supervision.

Corresponding author

Correspondence to Wenchao Li .

Ethics declarations

Competing interests.

The authors declare no competing interests.

Ethical approval

Ethical approval was not required as the study did not involve human participants.

Informed consent

This article does not contain any studies with human participants performed by any of the authors.

Additional information

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary information

Supplemental material file #1, rights and permissions.

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ .

Reprints and permissions

About this article

Cite this article.

Li, W., Liu, H. Applying large language models for automated essay scoring for non-native Japanese. Humanit Soc Sci Commun 11 , 723 (2024). https://doi.org/10.1057/s41599-024-03209-9

Download citation

Received : 02 February 2024

Accepted : 16 May 2024

Published : 03 June 2024

DOI : https://doi.org/10.1057/s41599-024-03209-9

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

Quick links

• Explore articles by subject
• Guide to authors
• Editorial policies

Watch CBS News

Trump's potential VP picks just received vetting documents. Here's who got the papers.

By Fin Gómez , Jacob Rosen

Updated on: June 6, 2024 / 12:18 PM EDT / CBS News

Former President Donald Trump's search for a vice president is formally underway, and there's been an increased focus on four candidates, although his shortlist is not yet complete, and the vetting process is continuing.

Florida Sen. Marco Rubio , North Dakota Gov. Doug Burgum , South Carolina Sen. Tim Scott and Ohio Sen. J.D. Vance have received vetting materials and are the candidates most frequently discussed internally by Trump and his campaign, a source familiar with the process said, but added that the former president may still choose another candidate.  NBC News  first reported a winnowing of the field.

A source close to one contender downplayed the report, and a senior Trump official said of any narrowing of the shortlist, "Anyone who tells you they know who, how or when is a liar unless it's Donald J. Trump."

These four candidates have received vetting documents, including financial background inquiries, as part of the Trump campaign's search process, Republican sources familiar with the vetting said, but others have also received the comprehensive vetting materials: New York Rep. Elise Stefanik , Florida Rep. Byron Donalds, former Housing and Urban Development Secretary Ben Carson and Arkansas Sen. Tom Cotton . However, the list may still grow, and others may also receive the vetting forms.

Burgum is especially well-liked and respected by the Trump campaign. It is not lost on Trump allies and his campaign that the North Dakota governor is the potential running mate who has traveled the most with Trump on the campaign trail. Burgum and his wife have traveled regularly on the former president's campaign plane. He and Vance are also the only two of the four most frequently discussed contenders who also went to Manhattan to attend and support Trump during the "hush money" trial, where he was convicted of falsifying business records related to a payment to buy the silence of adult film star Stormy Daniels.

• Marco Rubio
• Elise Stefanik
• Donald Trump

Fin Gómez is the political director for CBS News. Fin oversees the day-to-day political coverage for CBS News. He has covered five presidential political cycles and multiple presidential campaigns. He was formerly a member of the CBS White House unit.

More from CBS News

Trump VP-shortlister Tim Scott pledges $14 million in Black voter outreach

DNC to unveil new billboard calling Trump a "convicted felon"

Trump outpaces Biden and RFK Jr. on TikTok in race for young voters

Biden campaign ramps up efforts to flip moderate Republicans in 2024

An Analysis of Pandemic-Era Inflation in 11 Economies

In a collaborative project with ten central banks, we have investigated the causes of the post-pandemic global inflation, building on our earlier work for the United States. Globally, as in the United States, pandemic-era inflation was due primarily to supply disruptions and sharp increases in the prices of food and energy; however, and in sharp contrast to the 1970s, the inflationary effects of these supply shocks have not been persistent, in part due to the credibility of central bank inflation targets. As the effects of supply shocks have subsided, tight labor markets, and the rises in nominal wages, have become relatively more important sources of inflation in many countries. In several countries, including the United States, curbing wage inflation and returning price inflation to target may require a period of modestly higher unemployment.

We thank the Peterson Institute for International Economics and the Hutchins Center for Fiscal and Monetary Policy at the Brookings Institution for research support. The views expressed herein are those of the authors and do not necessarily reflect the views of the National Bureau of Economic Research.

MARC RIS BibTeΧ

Download Citation Data

• replication package

More from NBER

In addition to working papers , the NBER disseminates affiliates’ latest findings through a range of free periodicals — the NBER Reporter , the NBER Digest , the Bulletin on Retirement and Disability , the Bulletin on Health , and the Bulletin on Entrepreneurship  — as well as online conference reports , video lectures , and interviews .

GCSE Tutoring Programme

"Our chosen students improved 1.19 of a grade on average - 0.45 more than those who didn't have the tutoring."

FREE GCSE Maths Resources

40+ GCSE maths papers (foundation & higher), 200+ worksheets, 15,000+ practice questions and more!

GCSE Maths Paper 2 2024: Topic Analysis & Recommended Revision List For Paper 3

Christine Norledge

Our resident secondary maths expert, Christine Norledge, returns with an in-depth analysis of the GCSE Maths Paper 2. By examining the questions and topics from both Papers 1 and 2, Christine predicts which topics are likely to feature in the final 2024 paper. Stay with us to discover the key topics she recommends focusing on in your final revision push!

We’re now two-thirds of the way through this year’s GCSE maths series, with Paper 3 just around the corner on Monday 10th June. The finish line is finally in sight!

Get ready with our analysis of Paper 2 and an updated topic hit list to support your Paper 3 revision. With two exams ticked off, we can start to identify which topics are more or less likely to appear on the final paper.

Remember, any topic can still show up on any paper. Just because it’s been covered before doesn’t mean it won’t be examined again. These insights are meant to help you focus and optimise your revision efforts when time is limited.

Be aware, this blog focuses on Edexcel, rather than AQA, OCR or IGCSE. It’s also specifically about GCSE mathematics, rather than any A-Level exams.

The following recommendations and analysis are my own interpretation of GCSE Maths Paper 2, and are not endorsed in any way by Edexcel. The question papers and mark schemes are yet to be formally released.

GCSE Maths 2024: Stay up to date Join our email list to stay up to date with the latest news, revision lists and resources for GCSE maths 2024. We’re analysing each paper during the course of the 2024 GCSEs in order to identify the key topic areas to focus on for your revision. Thursday 16th May 2024: GCSE Maths Paper 1 2024 Analysis & Revision Topic List Monday 3rd June 2024: GCSE Maths Paper 2 2024 Analysis & Revision Topic List Monday 10th June 2024: GCSE Maths Paper 3 2024 Analysis GCSE 2024 dates GCSE 2024 results (when published) GCSE results 2023

Your Edexcel Paper 3 revision hit list

Let’s start with what you came here for; an updated essential hit list of revision recommendations for Edexcel Paper 3. And then we’ll get back to analysing Paper 2!

Below are the Foundation and Higher topics that we recommend students focus on first. This should be seen as a suggested and incomplete list, not a definitive prediction of the final paper. Keep in mind that any topics could appear on any paper, including those already covered in the first two exams.

These lists are revised versions from our previous GCSE Maths 2024 Paper 1 blog, with a few additions and modifications based on the content seen so far.

Foundation revision focus list

Higher revision focus list

For further information and other suggested topics, please see the more detailed tables and analysis that follow.

Maths Paper 3 Revision: GCSE Exam Questions & Worksheets

GCSE Maths Paper 3 2024 Revision: Interactive topic lists, exam questions and worksheets.

How to share these revision recommendations

If you are worried that students might over-interpret revision focus lists, why not share these topics in a different format? You could use the Third Space Learning secondary maths resources to create a collection of practice exam questions targeting these top topics. 

Free GCSE Maths Paper 3 revision bundle

To make it easier, we’ve already created a free Paper 3 revision bundle that includes worksheets on the hit list topics. Each worksheet includes functional and applied reasoning questions, practice questions and exam-style questions 

You’ll find links to specific GCSE maths revision resources for everything you need for each of the hit list revision topics, including:

• Revision Guides
• Exam Questions  
• GCSE Worksheets
• GCSE Maths Past Papers  

Student reactions to Maths Paper 2

Students don’t seem to have been as vocal about Paper 2 on social media.

Perhaps this is an early indication that they found it slightly better than Paper 1? However, there were still a few stand-out questions.

Analysis process for Maths Paper 2

In this blog, I’ve applied the same processes and classifications as in my previous exam analysis blog posts:

• Question Level Analysis Of Edexcel Maths Past Papers (Foundation) (2017-2023)
• Question Level Analysis Of Edexcel Maths Past Papers (Higher) (2017-2023)

For more on the processes used, check out my previous GCSE Maths Paper 1 2024 blog.

The following suggestions are based on data analysis from all previous series, including June and November papers. While we now have a substantial data set, these are still only informed recommendations. Professional judgement should guide how to use this information.

Detailed analysis of Maths Paper 2 Foundation 2024

Foundation Paper 2 felt much more accessible than Paper 1.

The paper ramped slowly at the start; students were not asked to tackle anything beyond procedural work until around Q9. The first few questions included straightforward topics such as ordering integers, plotting coordinates and measuring lines and angles.

Further into the paper, even problem-solving questions such as Q11 and Q18 felt fairly uncomplicated; students who have completed plenty of past paper practice will have encountered questions like these before.

Crossover content included procedural work on Pythagoras’ theorem, product of primes and quadratic graphs, but was generally more demanding. Foundation students predictably struggled with the three-part ratio in Q25 and forming equations to solve in Q26.

Topic allocation in Maths Paper 2 Foundation 2024

Complexity of questions in Maths Paper 2 Foundation 2024 compared to previous years

There were slightly more C1 marks on Paper 2 than Paper 1 (approx 56% vs 50%). 

However, quite a lot of these C1 marks were in pre-crossover content, so we can expect that many Foundation students struggled more with the cognitive demand of some of the crossover content.

C2 content is around average; students were asked to read and synthesise information from graphs and comment on a problem involving a spinner with unequal slices. There were also a couple of “show that” questions.

Mark allocation for topics in Maths Paper 2 Foundation 2024 with comparison to previous years

In comparison with previous series, we’ve got slightly more Number work than average. This was also true of Paper 1, so while these differences aren’t hugely significant, we might see less Number work on Paper 3.  

This series already has the second-highest number of marks for graphs of all Foundation papers since 2017 – with one paper to go! So it would be surprising to see a significant amount more graph work on Paper 3. We’ll probably see more work on other Algebra skills, possibly sequences or algebraic manipulation.

There is slightly less Geometry than usual on Paper 2, so we may see this balance out on Paper 3. Several previous series have included more work on perimeter, area and volume than this one so far. We’ve also had nothing on vectors, although this is not assessed at Foundation level every series.

There is a slight skew in favour of Statistics on Paper 2 and overall on the series so far – this may mean that we see more Probability content on Paper 3.

Detailed analysis of Maths Paper 2 Higher 2024

Topic allocation in maths paper 2 higher 2024.

This year’s Higher Paper 2 felt slightly easier in comparison with Paper 1.

Similarly to Paper 1, there was some generous procedural content in the crossover section of the paper, including a simple problem using Pythagoras’ theorem, product of primes and a quadratic graph presented in a step-by-step manner.

There were additional straightforward marks available later on in the paper as well, for topics such as cumulative frequency, scale drawing and proportion equations. There was procedural work on typically “higher end” topics such as gradient and area of travel graphs, and completing the square to find the turning point.

There were a couple of more unusual questions that students may have stumbled on – particularly Q10 requiring the use of trig ratios to form and solve equations and Q15 which involved rationalising the denominator of a surd expression containing algebra. 

However, as on Paper 1, there weren’t many unfamiliar topic combinations – questions generally stayed within a single content domain, or were predictable based on past paper questions.

Complexity of questions in Maths Paper 2 Higher 2024 compared to previous years

In comparison to last year’s papers, we again have a slight increase in marks available for multi-step problem-solving (C3) questions compared to June 2023. This hasn’t quite returned to the pre-Covid patterns of around 45% per paper, but is getting closer.

C2 content is slightly up on this year’s Higher Paper 2, with around 25% of the marks available for questions involving reasoning, interpreting charts or tables, and reading and synthesising information. While this isn’t a significant variation, it may mean that we see slightly less of this type of problem on Paper 3.

Mark allocation for topics in Maths Paper 2 Higher 2024 with comparison to previous years

Higher Paper 2 2024 was slightly heavier on Number topics than some previous Paper 2s. This included quite a bit of work in the crossover content on product of primes, LCM and FDP problem solving.

Ratio and Proportion was around average. There are a couple of big gaps remaining here with compound change, which appears most series, and compound measures, which frequently appears multiple times per series.

As predicted in our Paper 1 2024 blog, we saw some context-based equations work on this paper. However, this has all been linear so far – there is potential for a quadratic on Paper 3. As with Foundation, we’ve had a lot of graph work, with this series among the highest number of marks available in this strand and one paper still to go.

In Geometry we’ve still got some hefty gaps. The trigonometry content on this series remains light, with the only question so far using trig ratios to form equations in Q10 on Paper 2. Further trigonometry, such as sine/cosine rule, area of a triangle and 3D Pythagoras and trigonometry has not come up yet.

Overall we’re slightly low on Mensuration and Calculation, so we may see more area and volume work on Paper 3.

There was slightly more Probability work on Paper 2, including a couple of context-based problems. We have, however, had nothing yet on tree diagrams or use of the conditional probability law.

The only Statistics question was about cumulative frequency graphs. While this was worth 7 marks, Statistics content coverage generally has been down over the first two papers, so we can expect a bit more on Paper 3. 

What next? Preparing for Paper 3

Edexcel’s Paper 2 and Paper 3 are both calculator papers, and the topics covered can appear on either. With one calculator paper already completed, we can analyse the data to identify additional topics that might appear.

The remainder of this blog examines data from the past 7 years for both Foundation and Higher papers. This analysis details how topics and questions have been distributed across Papers 1, 2, and 3, and importantly, what you might expect on the final paper in 2024.

Each section and chart aims to answer key questions that will guide the next (and final) stage of your GCSE revision.

Practical revision and exam tips 

If, after the first two exams you think your students are still struggling with mapping out their revision effectively, then it’s also worth reviewing the guidance and resources available for them here:

• Free revision timetable template
• How to revise (20 proven techniques)
• How to revise for GCSE
• Exam techniques and making the most of every mark

Calculator paper hit list predictions for Paper 3

For Paper 3 preparation, we’ve reviewed the calculator paper topic hit list from our GCSE Maths Paper 1 blog. We’ve categorised these topics into those that appeared on Paper 2 and those that have not yet been covered.

Since these lists are now quite specific, we don’t recommend sharing them with students as they are. It’s likely that other topics will also be reassessed along with these.

The other thing to note is that some topics are now less likely to come up as other related topics have been assessed in depth. For example, we’ve seen a higher-than-usual proportion of graph work so far on Papers 1 and 2 at Foundation and Higher, so we may not see any more work on non-linear graphs this year.

Updates to Foundation Calculator paper 2024 hit list

Updates to Higher Calculator paper 2024 hit list

Most frequent Foundation and Higher Paper 2 and 3 topics 2017-2024

Any topic can theoretically appear on any paper in the series. However, certain topics have historically featured on multiple papers. Many of these are fundamental concepts or processes, so they shouldn’t come as a surprise. Keep this in mind when directing students’ revision.

These lists contain topics that have appeared on both Calculator papers in at least half of all series – in other words, these are popular Calculator paper topics!

18 common Foundation Calculator paper topics

Because of the narrower content coverage, topics are more likely to be reassessed on Foundation papers than on Higher papers. Here are a few to keep an eye out for:

7 common Higher Calculator paper topics

Because of the broader range and depth of topics on the Higher GCSE, topics are less likely to be repeated at the Higher tier. This is supported by an analysis of topic frequencies across multiple papers.

The table below highlights a few exceptions, with notes on their relevance to the 2024 series so far. While many of these repeat topics have already appeared more than once, there are still a few to keep an eye on.

Which Calculator topics haven’t been seen for a while?

This selection highlights topics that have not prominently featured as main topics in recent series (though some may have been embedded). These topics are worth keeping an eye on, as they are assessed less frequently but might be included this year.

Some of these topics are very rarely assessed (e.g. reciprocal graphs) or are especially challenging for their tier (e.g. quadratic equations on Foundation). These topics should be prioritised once students are confident and proficient with the core material for each paper, but they should not be the primary focus of their revision.

8 topics missing from recent Foundation Papers 2 and 3

One topic originally on this list (loci) came up on Foundation Paper 2 – the remaining topics are yet to appear in 2024.

11 topics missing from recent Higher Papers 2 and 3

Shading regions for linear inequalities has been removed from this list as it came up on Paper 2. The remaining topics are yet to appear in 2024.

Strand distribution to identify ‘bigger picture’ gaps

This final section provides a comparison of the strand distributions for Papers 1 and 2 in 2024 with five previous complete summer series. Notably, some strands in 2024 are significantly lower than the average, indicating that these topics might be more heavily covered in Paper 3.

At Foundation, the biggest gaps are in Ratio & Proportion, Geometry and Probability

At Foundation level, the biggest gaps appear in Ratio and Proportion, Geometry and Probability, so we can probably expect proportionally more of these strands on Paper 3. Probability content is also still a little light.

Drilling down into the detail, we have significant gaps in:

• Place value and standard form calculations
• Fraction representations
• Simplifying expressions, using correct algebraic notation
• Laws of indices, expanding brackets, factorising (all types)
• Proportional reasoning problems
• Trigonometry in right angled triangles
• Volume and surface area
• 3D shape representation (this doesn’t appear very frequently)
• Probability experiments
• Simple averages and range from a list of numbers

At Higher, the biggest gaps are Algebra and Geometry

Proportionally we’re down on Algebra and Geometry so we’re likely to see more of that content on Paper 3. 

• Standard form calculations
• Proportion calculations
• Algebraic notation and manipulation, vocabulary and proof
• Non-linear sequences
• Rates of change (such as repeated percentage change)
• Trigonometry, particularly Higher content (sine/cosine rule, area of triangle, 3D work)
• Constructions, loci and 3D shape representation (these don’t appear very frequently)
• Data collection and sampling

What’s next for GCSE Maths 2024?

This wraps up our analysis of the first two maths papers. The final GCSE maths paper is on Monday 10th June, and we will provide a quick review of Paper 3 afterwards.

Later in June, we’ll be back on your screens with a detailed analysis of the entire 2024 series. This will include insights on how to use this year’s exam questions with next year’s students and a data-driven examination of how the 2024 papers fit within the broader history of Edexcel exam papers.

See you then!

DO YOU HAVE STUDENTS WHO NEED MORE SUPPORT IN MATHS?

Every week Third Space Learning’s specialist online GCSE maths tutors support thousands of students across hundreds of schools with weekly online 1 to 1 maths lessons designed to plug gaps and boost progress.

Since 2013 these personalised one to one lessons have helped over 150,000 primary and secondary students become more confident, able mathematicians.

Learn about the GCSE revision programme or request a personalised quote for your school to speak to us about your school’s needs and how we can help.

Related articles

What’s Next? Analysis of GCSE Maths Paper 1 Topics With Recommended Revision List For GCSE Maths Paper 2 and Paper 3 (2024)

How To Help Your Students Learn How To Revise For Maths

How To Reduce Your Students’ Exam Anxiety: Practical Strategies From An Experienced Head Of Maths

The GCSE 2024 Dates: Exam Timetable And Key Information

FREE GCSE Maths Practice Papers (Edexcel, AQA & OCR)

8 sets of free exam papers written by maths teachers and examiners.

Each set of exam papers contains the three papers that your students will expect to find in their GCSE mathematics exam.

Privacy Overview