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Words to Use in an Essay: 300 Essay Words

Hannah Yang

Table of Contents

Words to use in the essay introduction, words to use in the body of the essay, words to use in your essay conclusion, how to improve your essay writing vocabulary.

It’s not easy to write an academic essay .

Many students struggle to word their arguments in a logical and concise way.

To make matters worse, academic essays need to adhere to a certain level of formality, so we can’t always use the same word choices in essay writing that we would use in daily life.

If you’re struggling to choose the right words for your essay, don’t worry—you’ve come to the right place!

In this article, we’ve compiled a list of over 300 words and phrases to use in the introduction, body, and conclusion of your essay.

The introduction is one of the hardest parts of an essay to write.

You have only one chance to make a first impression, and you want to hook your reader. If the introduction isn’t effective, the reader might not even bother to read the rest of the essay.

That’s why it’s important to be thoughtful and deliberate with the words you choose at the beginning of your essay.

Many students use a quote in the introductory paragraph to establish credibility and set the tone for the rest of the essay.

When you’re referencing another author or speaker, try using some of these phrases:

To use the words of X

According to X

As X states

Example: To use the words of Hillary Clinton, “You cannot have maternal health without reproductive health.”

Near the end of the introduction, you should state the thesis to explain the central point of your paper.

If you’re not sure how to introduce your thesis, try using some of these phrases:

In this essay, I will…

The purpose of this essay…

This essay discusses…

In this paper, I put forward the claim that…

There are three main arguments for…

Example: In this essay, I will explain why dress codes in public schools are detrimental to students.

After you’ve stated your thesis, it’s time to start presenting the arguments you’ll use to back up that central idea.

When you’re introducing the first of a series of arguments, you can use the following words:

First and foremost

First of all

To begin with

Example: First , consider the effects that this new social security policy would have on low-income taxpayers.

All these words and phrases will help you create a more successful introduction and convince your audience to read on.

The body of your essay is where you’ll explain your core arguments and present your evidence.

It’s important to choose words and phrases for the body of your essay that will help the reader understand your position and convince them you’ve done your research.

Let’s look at some different types of words and phrases that you can use in the body of your essay, as well as some examples of what these words look like in a sentence.

Transition Words and Phrases

Transitioning from one argument to another is crucial for a good essay.

It’s important to guide your reader from one idea to the next so they don’t get lost or feel like you’re jumping around at random.

Transition phrases and linking words show your reader you’re about to move from one argument to the next, smoothing out their reading experience. They also make your writing look more professional.

The simplest transition involves moving from one idea to a separate one that supports the same overall argument. Try using these phrases when you want to introduce a second correlating idea:

Additionally

In addition

Furthermore

Another key thing to remember

In the same way

Correspondingly

Example: Additionally , public parks increase property value because home buyers prefer houses that are located close to green, open spaces.

Another type of transition involves restating. It’s often useful to restate complex ideas in simpler terms to help the reader digest them. When you’re restating an idea, you can use the following words:

In other words

To put it another way

That is to say

To put it more simply

Example: “The research showed that 53% of students surveyed expressed a mild or strong preference for more on-campus housing. In other words , over half the students wanted more dormitory options.”

Often, you’ll need to provide examples to illustrate your point more clearly for the reader. When you’re about to give an example of something you just said, you can use the following words:

For instance

To give an illustration of

To exemplify

To demonstrate

As evidence

Example: Humans have long tried to exert control over our natural environment. For instance , engineers reversed the Chicago River in 1900, causing it to permanently flow backward.

Sometimes, you’ll need to explain the impact or consequence of something you’ve just said.

When you’re drawing a conclusion from evidence you’ve presented, try using the following words:

As a result

Accordingly

As you can see

This suggests that

It follows that

It can be seen that

For this reason

For all of those reasons

Consequently

Example: “There wasn’t enough government funding to support the rest of the physics experiment. Thus , the team was forced to shut down their experiment in 1996.”

When introducing an idea that bolsters one you’ve already stated, or adds another important aspect to that same argument, you can use the following words:

What’s more

Not only…but also

Not to mention

To say nothing of

Another key point

Example: The volcanic eruption disrupted hundreds of thousands of people. Moreover , it impacted the local flora and fauna as well, causing nearly a hundred species to go extinct.

Often, you'll want to present two sides of the same argument. When you need to compare and contrast ideas, you can use the following words:

On the one hand / on the other hand

Alternatively

In contrast to

On the contrary

By contrast

In comparison

Example: On the one hand , the Black Death was undoubtedly a tragedy because it killed millions of Europeans. On the other hand , it created better living conditions for the peasants who survived.

Finally, when you’re introducing a new angle that contradicts your previous idea, you can use the following phrases:

Having said that

Differing from

In spite of

With this in mind

Provided that

Nevertheless

Nonetheless

Notwithstanding

Example: Shakespearean plays are classic works of literature that have stood the test of time. Having said that , I would argue that Shakespeare isn’t the most accessible form of literature to teach students in the twenty-first century.

Good essays include multiple types of logic. You can use a combination of the transitions above to create a strong, clear structure throughout the body of your essay.

Strong Verbs for Academic Writing

Verbs are especially important for writing clear essays. Often, you can convey a nuanced meaning simply by choosing the right verb.

You should use strong verbs that are precise and dynamic. Whenever possible, you should use an unambiguous verb, rather than a generic verb.

For example, alter and fluctuate are stronger verbs than change , because they give the reader more descriptive detail.

Here are some useful verbs that will help make your essay shine.

Verbs that show change:

Accommodate

Verbs that relate to causing or impacting something:

Verbs that show increase:

Verbs that show decrease:

Deteriorate

Verbs that relate to parts of a whole:

Comprises of

Is composed of

Constitutes

Encompasses

Incorporates

Verbs that show a negative stance:

Misconstrue

Verbs that show a positive stance:

Substantiate

Verbs that relate to drawing conclusions from evidence:

Corroborate

Demonstrate

Verbs that relate to thinking and analysis:

Contemplate

Hypothesize

Investigate

Verbs that relate to showing information in a visual format:

Useful Adjectives and Adverbs for Academic Essays

You should use adjectives and adverbs more sparingly than verbs when writing essays, since they sometimes add unnecessary fluff to sentences.

However, choosing the right adjectives and adverbs can help add detail and sophistication to your essay.

Sometimes you'll need to use an adjective to show that a finding or argument is useful and should be taken seriously. Here are some adjectives that create positive emphasis:

Significant

Other times, you'll need to use an adjective to show that a finding or argument is harmful or ineffective. Here are some adjectives that create a negative emphasis:

Controversial

Insignificant

Questionable

Unnecessary

Unrealistic

Finally, you might need to use an adverb to lend nuance to a sentence, or to express a specific degree of certainty. Here are some examples of adverbs that are often used in essays:

Comprehensively

Exhaustively

Extensively

Respectively

Surprisingly

Using these words will help you successfully convey the key points you want to express. Once you’ve nailed the body of your essay, it’s time to move on to the conclusion.

The conclusion of your paper is important for synthesizing the arguments you’ve laid out and restating your thesis.

In your concluding paragraph, try using some of these essay words:

In conclusion

To summarize

In a nutshell

Given the above

As described

All things considered

Example: In conclusion , it’s imperative that we take action to address climate change before we lose our coral reefs forever.

In addition to simply summarizing the key points from the body of your essay, you should also add some final takeaways. Give the reader your final opinion and a bit of a food for thought.

To place emphasis on a certain point or a key fact, use these essay words:

Unquestionably

Undoubtedly

Particularly

Importantly

Conclusively

It should be noted

On the whole

Example: Ada Lovelace is unquestionably a powerful role model for young girls around the world, and more of our public school curricula should include her as a historical figure.

These concluding phrases will help you finish writing your essay in a strong, confident way.

There are many useful essay words out there that we didn't include in this article, because they are specific to certain topics.

If you're writing about biology, for example, you will need to use different terminology than if you're writing about literature.

So how do you improve your vocabulary skills?

The vocabulary you use in your academic writing is a toolkit you can build up over time, as long as you take the time to learn new words.

One way to increase your vocabulary is by looking up words you don’t know when you’re reading.

Try reading more books and academic articles in the field you’re writing about and jotting down all the new words you find. You can use these words to bolster your own essays.

You can also consult a dictionary or a thesaurus. When you’re using a word you’re not confident about, researching its meaning and common synonyms can help you make sure it belongs in your essay.

Don't be afraid of using simpler words. Good essay writing boils down to choosing the best word to convey what you need to say, not the fanciest word possible.

Finally, you can use ProWritingAid’s synonym tool or essay checker to find more precise and sophisticated vocabulary. Click on weak words in your essay to find stronger alternatives.

There you have it: our compilation of the best words and phrases to use in your next essay . Good luck!

Good writing = better grades

ProWritingAid will help you improve the style, strength, and clarity of all your assignments.

Hannah Yang is a speculative fiction writer who writes about all things strange and surreal. Her work has appeared in Analog Science Fiction, Apex Magazine, The Dark, and elsewhere, and two of her stories have been finalists for the Locus Award. Her favorite hobbies include watercolor painting, playing guitar, and rock climbing. You can follow her work on hannahyang.com, or subscribe to her newsletter for publication updates.

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• 40 Useful Words and Phrases for Top-Notch Essays

To be truly brilliant, an essay needs to utilise the right language. You could make a great point, but if it’s not intelligently articulated, you almost needn’t have bothered.

Developing the language skills to build an argument and to write persuasively is crucial if you’re to write outstanding essays every time. In this article, we’re going to equip you with the words and phrases you need to write a top-notch essay, along with examples of how to utilise them.

It’s by no means an exhaustive list, and there will often be other ways of using the words and phrases we describe that we won’t have room to include, but there should be more than enough below to help you make an instant improvement to your essay-writing skills.

If you’re interested in developing your language and persuasive skills, Oxford Royale offers summer courses at its Oxford Summer School , Cambridge Summer School , London Summer School , San Francisco Summer School and Yale Summer School . You can study courses to learn english , prepare for careers in law , medicine , business , engineering and leadership.

General explaining

Let’s start by looking at language for general explanations of complex points.

1. In order to

Usage: “In order to” can be used to introduce an explanation for the purpose of an argument. Example: “In order to understand X, we need first to understand Y.”

2. In other words

Usage: Use “in other words” when you want to express something in a different way (more simply), to make it easier to understand, or to emphasise or expand on a point. Example: “Frogs are amphibians. In other words, they live on the land and in the water.”

3. To put it another way

Usage: This phrase is another way of saying “in other words”, and can be used in particularly complex points, when you feel that an alternative way of wording a problem may help the reader achieve a better understanding of its significance. Example: “Plants rely on photosynthesis. To put it another way, they will die without the sun.”

4. That is to say

Usage: “That is” and “that is to say” can be used to add further detail to your explanation, or to be more precise. Example: “Whales are mammals. That is to say, they must breathe air.”

5. To that end

Usage: Use “to that end” or “to this end” in a similar way to “in order to” or “so”. Example: “Zoologists have long sought to understand how animals communicate with each other. To that end, a new study has been launched that looks at elephant sounds and their possible meanings.”

Adding additional information to support a point

Students often make the mistake of using synonyms of “and” each time they want to add further information in support of a point they’re making, or to build an argument . Here are some cleverer ways of doing this.

6. Moreover

Usage: Employ “moreover” at the start of a sentence to add extra information in support of a point you’re making. Example: “Moreover, the results of a recent piece of research provide compelling evidence in support of…”

7. Furthermore

Usage:This is also generally used at the start of a sentence, to add extra information. Example: “Furthermore, there is evidence to suggest that…”

8. What’s more

Usage: This is used in the same way as “moreover” and “furthermore”. Example: “What’s more, this isn’t the only evidence that supports this hypothesis.”

9. Likewise

Usage: Use “likewise” when you want to talk about something that agrees with what you’ve just mentioned. Example: “Scholar A believes X. Likewise, Scholar B argues compellingly in favour of this point of view.”

10. Similarly

Usage: Use “similarly” in the same way as “likewise”. Example: “Audiences at the time reacted with shock to Beethoven’s new work, because it was very different to what they were used to. Similarly, we have a tendency to react with surprise to the unfamiliar.”

11. Another key thing to remember

Usage: Use the phrase “another key point to remember” or “another key fact to remember” to introduce additional facts without using the word “also”. Example: “As a Romantic, Blake was a proponent of a closer relationship between humans and nature. Another key point to remember is that Blake was writing during the Industrial Revolution, which had a major impact on the world around him.”

12. As well as

Usage: Use “as well as” instead of “also” or “and”. Example: “Scholar A argued that this was due to X, as well as Y.”

13. Not only… but also

Usage: This wording is used to add an extra piece of information, often something that’s in some way more surprising or unexpected than the first piece of information. Example: “Not only did Edmund Hillary have the honour of being the first to reach the summit of Everest, but he was also appointed Knight Commander of the Order of the British Empire.”

14. Coupled with

Usage: Used when considering two or more arguments at a time. Example: “Coupled with the literary evidence, the statistics paint a compelling view of…”

15. Firstly, secondly, thirdly…

Usage: This can be used to structure an argument, presenting facts clearly one after the other. Example: “There are many points in support of this view. Firstly, X. Secondly, Y. And thirdly, Z.

16. Not to mention/to say nothing of

Usage: “Not to mention” and “to say nothing of” can be used to add extra information with a bit of emphasis. Example: “The war caused unprecedented suffering to millions of people, not to mention its impact on the country’s economy.”

Words and phrases for demonstrating contrast

When you’re developing an argument, you will often need to present contrasting or opposing opinions or evidence – “it could show this, but it could also show this”, or “X says this, but Y disagrees”. This section covers words you can use instead of the “but” in these examples, to make your writing sound more intelligent and interesting.

17. However

Usage: Use “however” to introduce a point that disagrees with what you’ve just said. Example: “Scholar A thinks this. However, Scholar B reached a different conclusion.”

18. On the other hand

Usage: Usage of this phrase includes introducing a contrasting interpretation of the same piece of evidence, a different piece of evidence that suggests something else, or an opposing opinion. Example: “The historical evidence appears to suggest a clear-cut situation. On the other hand, the archaeological evidence presents a somewhat less straightforward picture of what happened that day.”

19. Having said that

Usage: Used in a similar manner to “on the other hand” or “but”. Example: “The historians are unanimous in telling us X, an agreement that suggests that this version of events must be an accurate account. Having said that, the archaeology tells a different story.”

20. By contrast/in comparison

Usage: Use “by contrast” or “in comparison” when you’re comparing and contrasting pieces of evidence. Example: “Scholar A’s opinion, then, is based on insufficient evidence. By contrast, Scholar B’s opinion seems more plausible.”

21. Then again

Usage: Use this to cast doubt on an assertion. Example: “Writer A asserts that this was the reason for what happened. Then again, it’s possible that he was being paid to say this.”

22. That said

Usage: This is used in the same way as “then again”. Example: “The evidence ostensibly appears to point to this conclusion. That said, much of the evidence is unreliable at best.”

Usage: Use this when you want to introduce a contrasting idea. Example: “Much of scholarship has focused on this evidence. Yet not everyone agrees that this is the most important aspect of the situation.”

Adding a proviso or acknowledging reservations

Sometimes, you may need to acknowledge a shortfalling in a piece of evidence, or add a proviso. Here are some ways of doing so.

24. Despite this

Usage: Use “despite this” or “in spite of this” when you want to outline a point that stands regardless of a shortfalling in the evidence. Example: “The sample size was small, but the results were important despite this.”

25. With this in mind

Usage: Use this when you want your reader to consider a point in the knowledge of something else. Example: “We’ve seen that the methods used in the 19th century study did not always live up to the rigorous standards expected in scientific research today, which makes it difficult to draw definite conclusions. With this in mind, let’s look at a more recent study to see how the results compare.”

26. Provided that

Usage: This means “on condition that”. You can also say “providing that” or just “providing” to mean the same thing. Example: “We may use this as evidence to support our argument, provided that we bear in mind the limitations of the methods used to obtain it.”

27. In view of/in light of

Usage: These phrases are used when something has shed light on something else. Example: “In light of the evidence from the 2013 study, we have a better understanding of…”

28. Nonetheless

Usage: This is similar to “despite this”. Example: “The study had its limitations, but it was nonetheless groundbreaking for its day.”

29. Nevertheless

Usage: This is the same as “nonetheless”. Example: “The study was flawed, but it was important nevertheless.”

30. Notwithstanding

Usage: This is another way of saying “nonetheless”. Example: “Notwithstanding the limitations of the methodology used, it was an important study in the development of how we view the workings of the human mind.”

Giving examples

Good essays always back up points with examples, but it’s going to get boring if you use the expression “for example” every time. Here are a couple of other ways of saying the same thing.

31. For instance

Example: “Some birds migrate to avoid harsher winter climates. Swallows, for instance, leave the UK in early winter and fly south…”

32. To give an illustration

Example: “To give an illustration of what I mean, let’s look at the case of…”

Signifying importance

When you want to demonstrate that a point is particularly important, there are several ways of highlighting it as such.

33. Significantly

Usage: Used to introduce a point that is loaded with meaning that might not be immediately apparent. Example: “Significantly, Tacitus omits to tell us the kind of gossip prevalent in Suetonius’ accounts of the same period.”

34. Notably

Usage: This can be used to mean “significantly” (as above), and it can also be used interchangeably with “in particular” (the example below demonstrates the first of these ways of using it). Example: “Actual figures are notably absent from Scholar A’s analysis.”

35. Importantly

Usage: Use “importantly” interchangeably with “significantly”. Example: “Importantly, Scholar A was being employed by X when he wrote this work, and was presumably therefore under pressure to portray the situation more favourably than he perhaps might otherwise have done.”

Summarising

You’ve almost made it to the end of the essay, but your work isn’t over yet. You need to end by wrapping up everything you’ve talked about, showing that you’ve considered the arguments on both sides and reached the most likely conclusion. Here are some words and phrases to help you.

36. In conclusion

Usage: Typically used to introduce the concluding paragraph or sentence of an essay, summarising what you’ve discussed in a broad overview. Example: “In conclusion, the evidence points almost exclusively to Argument A.”

37. Above all

Usage: Used to signify what you believe to be the most significant point, and the main takeaway from the essay. Example: “Above all, it seems pertinent to remember that…”

38. Persuasive

Usage: This is a useful word to use when summarising which argument you find most convincing. Example: “Scholar A’s point – that Constanze Mozart was motivated by financial gain – seems to me to be the most persuasive argument for her actions following Mozart’s death.”

39. Compelling

Usage: Use in the same way as “persuasive” above. Example: “The most compelling argument is presented by Scholar A.”

40. All things considered

Usage: This means “taking everything into account”. Example: “All things considered, it seems reasonable to assume that…”

How many of these words and phrases will you get into your next essay? And are any of your favourite essay terms missing from our list? Let us know in the comments below, or get in touch here to find out more about courses that can help you with your essays.

At Oxford Royale Academy, we offer a number of  summer school courses for young people who are keen to improve their essay writing skills. Click here to apply for one of our courses today, including law , business , medicine  and engineering .

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Word Choice

What this handout is about.

This handout can help you revise your papers for word-level clarity, eliminate wordiness and avoid clichés, find the words that best express your ideas, and choose words that suit an academic audience.

Introduction

Writing is a series of choices. As you work on a paper, you choose your topic, your approach, your sources, and your thesis; when it’s time to write, you have to choose the words you will use to express your ideas and decide how you will arrange those words into sentences and paragraphs. As you revise your draft, you make more choices. You might ask yourself, “Is this really what I mean?” or “Will readers understand this?” or “Does this sound good?” Finding words that capture your meaning and convey that meaning to your readers is challenging. When your instructors write things like “awkward,” “vague,” or “wordy” on your draft, they are letting you know that they want you to work on word choice. This handout will explain some common issues related to word choice and give you strategies for choosing the best words as you revise your drafts.

As you read further into the handout, keep in mind that it can sometimes take more time to “save” words from your original sentence than to write a brand new sentence to convey the same meaning or idea. Don’t be too attached to what you’ve already written; if you are willing to start a sentence fresh, you may be able to choose words with greater clarity.

For tips on making more substantial revisions, take a look at our handouts on reorganizing drafts and revising drafts .

“Awkward,” “vague,” and “unclear” word choice

So: you write a paper that makes perfect sense to you, but it comes back with “awkward” scribbled throughout the margins. Why, you wonder, are instructors so fond of terms like “awkward”? Most instructors use terms like this to draw your attention to sentences they had trouble understanding and to encourage you to rewrite those sentences more clearly.

Difficulties with word choice aren’t the only cause of awkwardness, vagueness, or other problems with clarity. Sometimes a sentence is hard to follow because there is a grammatical problem with it or because of the syntax (the way the words and phrases are put together). Here’s an example: “Having finished with studying, the pizza was quickly eaten.” This sentence isn’t hard to understand because of the words I chose—everybody knows what studying, pizza, and eating are. The problem here is that readers will naturally assume that first bit of the sentence “(Having finished with studying”) goes with the next noun that follows it—which, in this case, is “the pizza”! It doesn’t make a lot of sense to imply that the pizza was studying. What I was actually trying to express was something more like this: “Having finished with studying, the students quickly ate the pizza.” If you have a sentence that has been marked “awkward,” “vague,” or “unclear,” try to think about it from a reader’s point of view—see if you can tell where it changes direction or leaves out important information.

Sometimes, though, problems with clarity are a matter of word choice. See if you recognize any of these issues:

• Misused words —the word doesn’t actually mean what the writer thinks it does. Example : Cree Indians were a monotonous culture until French and British settlers arrived. Revision: Cree Indians were a homogenous culture.
• Words with unwanted connotations or meanings. Example : I sprayed the ants in their private places. Revision: I sprayed the ants in their hiding places.
• Using a pronoun when readers can’t tell whom/what it refers to. Example : My cousin Jake hugged my brother Trey, even though he didn’t like him very much. Revision: My cousin Jake hugged my brother Trey, even though Jake doesn’t like Trey very much.
• Jargon or technical terms that make readers work unnecessarily hard. Maybe you need to use some of these words because they are important terms in your field, but don’t throw them in just to “sound smart.” Example : The dialectical interface between neo-Platonists and anti-disestablishment Catholics offers an algorithm for deontological thought. Revision : The dialogue between neo-Platonists and certain Catholic thinkers is a model for deontological thought.
• Loaded language. Sometimes we as writers know what we mean by a certain word, but we haven’t ever spelled that out for readers. We rely too heavily on that word, perhaps repeating it often, without clarifying what we are talking about. Example : Society teaches young girls that beauty is their most important quality. In order to prevent eating disorders and other health problems, we must change society. Revision : Contemporary American popular media, like magazines and movies, teach young girls that beauty is their most important quality. In order to prevent eating disorders and other health problems, we must change the images and role models girls are offered.

Sometimes the problem isn’t choosing exactly the right word to express an idea—it’s being “wordy,” or using words that your reader may regard as “extra” or inefficient. Take a look at the following list for some examples. On the left are some phrases that use three, four, or more words where fewer will do; on the right are some shorter substitutes:

Keep an eye out for wordy constructions in your writing and see if you can replace them with more concise words or phrases.

In academic writing, it’s a good idea to limit your use of clichés. Clichés are catchy little phrases so frequently used that they have become trite, corny, or annoying. They are problematic because their overuse has diminished their impact and because they require several words where just one would do.

The main way to avoid clichés is first to recognize them and then to create shorter, fresher equivalents. Ask yourself if there is one word that means the same thing as the cliché. If there isn’t, can you use two or three words to state the idea your own way? Below you will see five common clichés, with some alternatives to their right. As a challenge, see how many alternatives you can create for the final two examples.

Try these yourself:

Writing for an academic audience

When you choose words to express your ideas, you have to think not only about what makes sense and sounds best to you, but what will make sense and sound best to your readers. Thinking about your audience and their expectations will help you make decisions about word choice.

Some writers think that academic audiences expect them to “sound smart” by using big or technical words. But the most important goal of academic writing is not to sound smart—it is to communicate an argument or information clearly and convincingly. It is true that academic writing has a certain style of its own and that you, as a student, are beginning to learn to read and write in that style. You may find yourself using words and grammatical constructions that you didn’t use in your high school writing. The danger is that if you consciously set out to “sound smart” and use words or structures that are very unfamiliar to you, you may produce sentences that your readers can’t understand.

When writing for your professors, think simplicity. Using simple words does not indicate simple thoughts. In an academic argument paper, what makes the thesis and argument sophisticated are the connections presented in simple, clear language.

Keep in mind, though, that simple and clear doesn’t necessarily mean casual. Most instructors will not be pleased if your paper looks like an instant message or an email to a friend. It’s usually best to avoid slang and colloquialisms. Take a look at this example and ask yourself how a professor would probably respond to it if it were the thesis statement of a paper: “Moulin Rouge really bit because the singing sucked and the costume colors were nasty, KWIM?”

Selecting and using key terms

When writing academic papers, it is often helpful to find key terms and use them within your paper as well as in your thesis. This section comments on the crucial difference between repetition and redundancy of terms and works through an example of using key terms in a thesis statement.

Repetition vs. redundancy

These two phenomena are not necessarily the same. Repetition can be a good thing. Sometimes we have to use our key terms several times within a paper, especially in topic sentences. Sometimes there is simply no substitute for the key terms, and selecting a weaker term as a synonym can do more harm than good. Repeating key terms emphasizes important points and signals to the reader that the argument is still being supported. This kind of repetition can give your paper cohesion and is done by conscious choice.

In contrast, if you find yourself frustrated, tiredly repeating the same nouns, verbs, or adjectives, or making the same point over and over, you are probably being redundant. In this case, you are swimming aimlessly around the same points because you have not decided what your argument really is or because you are truly fatigued and clarity escapes you. Refer to the “Strategies” section below for ideas on revising for redundancy.

Building clear thesis statements

Writing clear sentences is important throughout your writing. For the purposes of this handout, let’s focus on the thesis statement—one of the most important sentences in academic argument papers. You can apply these ideas to other sentences in your papers.

A common problem with writing good thesis statements is finding the words that best capture both the important elements and the significance of the essay’s argument. It is not always easy to condense several paragraphs or several pages into concise key terms that, when combined in one sentence, can effectively describe the argument.

However, taking the time to find the right words offers writers a significant edge. Concise and appropriate terms will help both the writer and the reader keep track of what the essay will show and how it will show it. Graders, in particular, like to see clearly stated thesis statements. (For more on thesis statements in general, please refer to our handout .)

Example : You’ve been assigned to write an essay that contrasts the river and shore scenes in Mark Twain’s Huckleberry Finn. You work on it for several days, producing three versions of your thesis:

Version 1 : There are many important river and shore scenes in Huckleberry Finn.

Version 2 : The contrasting river and shore scenes in Huckleberry Finn suggest a return to nature.

Version 3 : Through its contrasting river and shore scenes, Twain’s Huckleberry Finn suggests that to find the true expression of American democratic ideals, one must leave “civilized” society and go back to nature.

Let’s consider the word choice issues in these statements. In Version 1, the word “important”—like “interesting”—is both overused and vague; it suggests that the author has an opinion but gives very little indication about the framework of that opinion. As a result, your reader knows only that you’re going to talk about river and shore scenes, but not what you’re going to say. Version 2 is an improvement: the words “return to nature” give your reader a better idea where the paper is headed. On the other hand, they still do not know how this return to nature is crucial to your understanding of the novel.

Finally, you come up with Version 3, which is a stronger thesis because it offers a sophisticated argument and the key terms used to make this argument are clear. At least three key terms or concepts are evident: the contrast between river and shore scenes, a return to nature, and American democratic ideals.

By itself, a key term is merely a topic—an element of the argument but not the argument itself. The argument, then, becomes clear to the reader through the way in which you combine key terms.

Strategies for successful word choice

• Be careful when using words you are unfamiliar with. Look at how they are used in context and check their dictionary definitions.
• Be careful when using the thesaurus. Each word listed as a synonym for the word you’re looking up may have its own unique connotations or shades of meaning. Use a dictionary to be sure the synonym you are considering really fits what you are trying to say.
• Under the present conditions of our society, marriage practices generally demonstrate a high degree of homogeneity.
• In our culture, people tend to marry others who are like themselves. (Longman, p. 452)
• Before you revise for accurate and strong adjectives, make sure you are first using accurate and strong nouns and verbs. For example, if you were revising the sentence “This is a good book that tells about the Revolutionary War,” think about whether “book” and “tells” are as strong as they could be before you worry about “good.” (A stronger sentence might read “The novel describes the experiences of a soldier during the Revolutionary War.” “Novel” tells us what kind of book it is, and “describes” tells us more about how the book communicates information.)
• Try the slash/option technique, which is like brainstorming as you write. When you get stuck, write out two or more choices for a questionable word or a confusing sentence, e.g., “questionable/inaccurate/vague/inappropriate.” Pick the word that best indicates your meaning or combine different terms to say what you mean.
• Look for repetition. When you find it, decide if it is “good” repetition (using key terms that are crucial and helpful to meaning) or “bad” repetition (redundancy or laziness in reusing words).
• Write your thesis in five different ways. Make five different versions of your thesis sentence. Compose five sentences that express your argument. Try to come up with four alternatives to the thesis sentence you’ve already written. Find five possible ways to communicate your argument in one sentence to your reader. (We’ve just used this technique—which of the last five sentences do you prefer?)Whenever we write a sentence we make choices. Some are less obvious than others, so that it can often feel like we’ve written the sentence the only way we know how. By writing out five different versions of your thesis, you can begin to see your range of choices. The final version may be a combination of phrasings and words from all five versions, or the one version that says it best. By literally spelling out some possibilities for yourself, you will be able to make better decisions.
• Read your paper out loud and at… a… slow… pace. You can do this alone or with a friend, roommate, TA, etc. When read out loud, your written words should make sense to both you and other listeners. If a sentence seems confusing, rewrite it to make the meaning clear.
• Instead of reading the paper itself, put it down and just talk through your argument as concisely as you can. If your listener quickly and easily comprehends your essay’s main point and significance, you should then make sure that your written words are as clear as your oral presentation was. If, on the other hand, your listener keeps asking for clarification, you will need to work on finding the right terms for your essay. If you do this in exchange with a friend or classmate, rest assured that whether you are the talker or the listener, your articulation skills will develop.
• Have someone not familiar with the issue read the paper and point out words or sentences they find confusing. Do not brush off this reader’s confusion by assuming they simply doesn’t know enough about the topic. Instead, rewrite the sentences so that your “outsider” reader can follow along at all times.
• Check out the Writing Center’s handouts on style , passive voice , and proofreading for more tips.

Questions to ask yourself

• Am I sure what each word I use really means? Am I positive, or should I look it up?
• Have I found the best word or just settled for the most obvious, or the easiest, one?
• Am I trying too hard to impress my reader?
• What’s the easiest way to write this sentence? (Sometimes it helps to answer this question by trying it out loud. How would you say it to someone?)
• What are the key terms of my argument?
• Can I outline out my argument using only these key terms? What others do I need? Which do I not need?
• Have I created my own terms, or have I simply borrowed what looked like key ones from the assignment? If I’ve borrowed the terms, can I find better ones in my own vocabulary, the texts, my notes, the dictionary, or the thesaurus to make myself clearer?
• Are my key terms too specific? (Do they cover the entire range of my argument?) Can I think of specific examples from my sources that fall under the key term?
• Are my key terms too vague? (Do they cover more than the range of my argument?)

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.

Anson, Chris M., and Robert A. Schwegler. 2010. The Longman Handbook for Writers and Readers , 6th ed. New York: Longman.

Cook, Claire Kehrwald. 1985. Line by Line: How to Improve Your Own Writing . Boston: Houghton Mifflin.

Grossman, Ellie. 1997. The Grammatically Correct Handbook: A Lively and Unorthodox Review of Common English for the Linguistically Challenged . New York: Hyperion.

Houghton Mifflin. 1996. The American Heritage Book of English Usage: A Practical and Authoritative Guide to Contemporary English . Boston: Houghton Mifflin.

O’Conner, Patricia. 2010. Woe Is I: The Grammarphobe’s Guide to Better English in Plain English , 3rd ed. New York: Penguin Publishing Group.

Tarshis, Barry. 1998. How to Be Your Own Best Editor: The Toolkit for Everyone Who Writes . New York: Three Rivers Press.

Williams, Joseph, and Joseph Bizup. 2017. Style: Lessons in Clarity and Grace , 12th ed. Boston: Pearson.

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

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General Education

One of the words that comes up most commonly in various types of writing, from fiction to academic writing, is the word “said.” Any time a writer is referencing the words or thoughts expressed by another person, whether that be thoughts expressed verbally or in writing, an appropriate way to introduce--or attribute--that person’s thoughts is with the phrase “said.” 

But if you’re incorporating a lot of quotations in your writing, you might find yourself repeating  the word “said” a lot. Repeating the same phrase in a piece of writing can start to feel monotonous, which is why incorporating synonyms or an oft-used word or phrase can make your writing more interesting and accurate. But here’s some good news: there are tons of other words for “said” out there for you to use! 

To help you build a repertoire of words to replace “said,” we’re going to do the following in this article: 

• Explain the importance of using word variety and avoiding repetition of the same word in your writing
• Explain when to use “said” and when not to use “said” 
• Provide a comprehensive list of alternative words for “said,” organized into categories based on emotion and intention

Ready to check out some synonyms for “said”? Then let’s get going!

Other Words for Said 

To give you the most comprehensive and easy-to-navigate list, we’ve organized our list into two main categories: first, we’re including several lists of other words for “said” by emotion , and second, we’re including several lists of different words for “said” by intention or action . You can decide what meaning you’re trying to express in your writing, and use our lists accordingly!

Happy Words to Use Instead of “Said”

We’re going to kick off our list by giving you a lot of other words for “said” by emotion, starting with synonyms for “said” that convey a happy, joyful, or positive tone. 

Sad Words to Use Instead of “Said” 

Sadness is a common emotion expressed in writing--let’s look at a few synonyms for “said” that convey sadness. 

Angry Words to Replace “Said”

There are a ton of synonyms for “said” that express anger, and we’ve included several of them for you here. 

Different Words for “Said” That Express Shock or Surprise

When you want to communicate a tone of shock or surprise in your writing, try using these synonyms for “said”! 

Other Words for “Said” That Express Fear

The last emotion it might be helpful to be able to express accurately and vividly in your writing is fear. Here’s a list of synonyms for “said” that you can use to demonstrate a feeling of fear. 

Words to Replace “Said” That Are Expository

If you’re working with a quote in which the speaker is clarifying information or explaining something, you can try out these words instead of “said”!

Other Words for “Said” That Are Argumentative

When you incorporate quotes or dialogue that make an argument, use these synonyms for “said” in your attributions.

Words to Use Instead of “Said” That Are Critical 

If a speaker in a quote or piece of dialogue is forming a critique, incorporate one of these different words for “said” in your attribution.

Words to Use Instead of “Said” That Are Implicative

Try using these alternative words for “said” that imply meaning. 

Words to Replace “Said” That Seek Information

Sometimes you need to include an attribution that shows a speaker is searching for information. These synonyms for “said” can help you establish a tone of inquisitiveness!

Words to Replace “Said” That Reveal Information

Finally, if you need a word other than “said” that reveals information, try out the options in the list below. 

When to Use Different Words for “Said” in Your Writing...And When Not To

In most cases, deciding when to use words other than “said” in your writing is up to your discretion. But there are actually some situations when it’s correct to use “said” exclusively to attribute a piece of dialogue or a quote in your writing . This depends on the type of writing, so we’re going to break down the situations when you should definitely use “said” here!

The first situation where you can expect to see writers exclusively using “said” is in any type of writing that relies on AP Style . “AP” stands for “Associated Press,” and this set of style guidelines is the standard for journalistic writing. This includes writing for newspapers, magazines, and public relations in the United States. AP Style provides a lot of rules about grammar, spelling, punctuation, and language use, and using “said” for quote attribution is one of those rules.

Impartiality and objectivity are two values that are extremely important in journalistic writing. Unlike many synonyms for “said,” which reveal a speaker’s feelings, attitude, or intentions, “said” doesn’t try to interpret the feelings, attitude, or intentions of the speaker. “Said” just states factual information: the words in the quote were spoken by a person or group of people . Using “said” allows the journalist to remain impartial and objective about the information, and it also lets readers interpret the meaning of quoted material on their own. 

Technical Writing

While not exactly a rule, using “said” is an unspoken expectation for quote attribution in technical writing. Technical writing is a style of writing used in business environments and some scientific fields, like engineering . It’s important for this style of writing to be clear, specific, and, in most cases, concise. In fact, readers of technical writing appreciate a writer’s ability to communicate directly and plainly by using short, direct words. That’s why “said” is the best choice for introducing quotes or paraphrases in technical writing: it’s clear, specific, and concise. 

Creative Writing 

Creative writing is a third situation that might require you to think strategically about when to use “said.” In creative writing--like fiction, for instance--when and how often to use “said” is pretty much up for debate. There are a lot of synonyms for “said” that you can use to convey the emotions or intentions of a character in dialogue, but you don’t necessarily have to use some flowery synonym for “said” every time you include a piece of dialogue in creative writing. In fact, sometimes it’s okay to strategically omit attributions altogether. 

Here’s one example of a way to present dialogue in creative writing that doesn’t overuse attributions: 

“I suppose I didn’t see the point.” Paige shook her head. “It’s not like you would’ve let me go if I’d told you ahead of time.” 

“That’s really selfish, Paige.” 

Even without attributions for every piece of dialogue in the example above, you can still get an idea of how the characters feel and what their intentions are through the dialogue beats (“She crossed her arms angrily,” and, “Paige shook her head”) . Alternatively, dialogue attributions in creative writing are another place where word variety is important. Your attributions are a great way for you to add emotion and imagery to your work. That means sometimes you might simply use “said,” sometimes you might use a more expressive synonym for “said,” and other times you might forego attributions altogether.

Academic Writing

One final writing situation where you’ll find yourself needing to make decisions about when to use “said” is academic, research-based writing. In academic writing, it’s important to be clear about who you are quoting and to provide adequate context for the quote you include. For example, if the scholar you’re quoting is making an argument in the quote you include, it would be more accurate to say, “Dr. Garcia argued” or “Dr. Garcia claimed,” instead of “Dr. Garcia said .” Using a quote attribution that gives your reader a clearer sense of the speaker or writer’s purpose and tone. 

3 Reasons Why Word Variety Is Important in Writing

Word variety is important to any type of writing for three main reasons: using a variety of words can make your writing more engaging, more accurate, and more expressive .

First, using a variety of words can make your writing more engaging and interesting for the people who are reading it. In some types of writing, like poetry , repetition is used as a strategic stylistic device. In lots of cases, though, writers repeat the same word because they don’t know its synonyms. After a while, readers might feel a bit exhausted by repetitiveness in a piece of writing. That’s one reason why knowing and using synonyms for commonly repeated words is so important!

Second, word variety can make your writing more accurate. For example, while “said” is always going to accurately describe a piece of dialogue or a quote from an outside source, there are words to use instead of “said” that can reveal the intention behind dialogue or the information conveyed in a quote . 

Let’s say you incorporate a quote where the author is disagreeing with a point made by a scholar. Sure, you could introduce that quote with, “Dr. Smith said.” But you could be more accurate by introducing the quote with a word that indicates that the quote is going to express disagreement, like, “Dr. Smith countered ” or “Dr. Smith responded .” 

Finally, your writing is expressive and vivid when you avoid repetition . When your word choice reflects the emotions or tone expressed by a quote or piece of dialogue that you include in your writing, your readers can get a better sense of your intended meaning. Using synonyms for “said” to create tone and imagery in your writing can help readers better understand your position and make them more willing to buy into your ideas. 

What’s Next? 

If you’re studying for the verbal portion of your SAT or ACT, we’ve got you covered. Here are our expert guides to the verbal portions of the SAT and ACT , and we even have tips and tricks to help you tackle the essay sections ! These are just a few of the tons (and tons!) of resources we have, so be sure to check out our blog for more information.

This cheat sheet for ways to say “said” can be really helpful if you’re starting to write your college admissions essays . Learn how to start your essay off perfectly , and make sure you know the biggest mistakes you should avoid , too.

If you’re using this guide to help you write creatively, you might be a great fit for a creative writing degree ! Here’s a guide to the best creative writing colleges and programs in the United States. 

Ashley Sufflé Robinson has a Ph.D. in 19th Century English Literature. As a content writer for PrepScholar, Ashley is passionate about giving college-bound students the in-depth information they need to get into the school of their dreams.

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Related Words and Phrases

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33 Transition Words and Phrases

Transitional terms give writers the opportunity to prepare readers for a new idea, connecting the previous sentence to the next one.

Many transitional words are nearly synonymous: words that broadly indicate that “this follows logically from the preceding” include accordingly, therefore, and consequently . Words that mean “in addition to” include moreover, besides, and further . Words that mean “contrary to what was just stated” include however, nevertheless , and nonetheless .

as a result : THEREFORE : CONSEQUENTLY

The executive’s flight was delayed and they accordingly arrived late.

in or by way of addition : FURTHERMORE

The mountain has many marked hiking trails; additionally, there are several unmarked trails that lead to the summit.

at a later or succeeding time : SUBSEQUENTLY, THEREAFTER

Afterward, she got a promotion.

even though : ALTHOUGH

She appeared as a guest star on the show, albeit briefly.

in spite of the fact that : even though —used when making a statement that differs from or contrasts with a statement you have just made

They are good friends, although they don't see each other very often.

in addition to what has been said : MOREOVER, FURTHERMORE

I can't go, and besides, I wouldn't go if I could.

as a result : in view of the foregoing : ACCORDINGLY

The words are often confused and are consequently misused.

in a contrasting or opposite way —used to introduce a statement that contrasts with a previous statement or presents a differing interpretation or possibility

Large objects appear to be closer. Conversely, small objects seem farther away.

used to introduce a statement that is somehow different from what has just been said

These problems are not as bad as they were. Even so, there is much more work to be done.

used as a stronger way to say "though" or "although"

I'm planning to go even though it may rain.

in addition : MOREOVER

I had some money to invest, and, further, I realized that the risk was small.

in addition to what precedes : BESIDES —used to introduce a statement that supports or adds to a previous statement

These findings seem plausible. Furthermore, several studies have confirmed them.

because of a preceding fact or premise : for this reason : THEREFORE

He was a newcomer and hence had no close friends here.

from this point on : starting now

She announced that henceforth she would be running the company.

in spite of that : on the other hand —used when you are saying something that is different from or contrasts with a previous statement

I'd like to go; however, I'd better not.

as something more : BESIDES —used for adding information to a statement

The city has the largest population in the country and in addition is a major shipping port.

all things considered : as a matter of fact —used when making a statement that adds to or strengthens a previous statement

He likes to have things his own way; indeed, he can be very stubborn.

for fear that —often used after an expression denoting fear or apprehension

He was concerned lest anyone think that he was guilty.

in addition : ALSO —often used to introduce a statement that adds to and is related to a previous statement

She is an acclaimed painter who is likewise a sculptor.

at or during the same time : in the meantime

You can set the table. Meanwhile, I'll start making dinner.

BESIDES, FURTHER : in addition to what has been said —used to introduce a statement that supports or adds to a previous statement

It probably wouldn't work. Moreover, it would be very expensive to try it.

in spite of that : HOWEVER

It was a predictable, but nevertheless funny, story.

in spite of what has just been said : NEVERTHELESS

The hike was difficult, but fun nonetheless.

without being prevented by (something) : despite—used to say that something happens or is true even though there is something that might prevent it from happening or being true

Notwithstanding their youth and inexperience, the team won the championship.

if not : or else

Finish your dinner. Otherwise, you won't get any dessert.

more correctly speaking —used to introduce a statement that corrects what you have just said

We can take the car, or rather, the van.

in spite of that —used to say that something happens or is true even though there is something that might prevent it from happening or being true

I tried again and still I failed.

by that : by that means

He signed the contract, thereby forfeiting his right to the property.

for that reason : because of that

This tablet is thin and light and therefore very convenient to carry around.

immediately after that

The committee reviewed the documents and thereupon decided to accept the proposal.

because of this or that : HENCE, CONSEQUENTLY

This detergent is highly concentrated and thus you will need to dilute it.

while on the contrary —used to make a statement that describes how two people, groups, etc., are different

Some of these species have flourished, whereas others have struggled.

NEVERTHELESS, HOWEVER —used to introduce a statement that adds something to a previous statement and usually contrasts with it in some way

It was pouring rain out, yet his clothes didn’t seem very wet.

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14 Other Words for “Said” in an Essay

You want to sound as engaging and interesting as possible when writing an essay, and using words like “said” might prevent that.

So, if you’re about to use “said” for the umpteenth time, you’re in luck!

We have gathered some alternatives to show you other ways to say “said” in an essay that are bound to keep the reader entertained.

Other Ways to Say “Said”

Key takeaways.

• “Stated” is a great essay word that shows you are quoting a specific statement from a trustworthy source.
• “Declared” is a great way to describe an announcement or official quote.
• “Mentioned” is a bit simpler and allows you to highlight a quote that’s relevant to your essay.

Keep reading to find out how to quote what someone said in an essay. We’ll go over the three most effective terms to help spice up your academic writing.

One of the most common ways to replace “said” in an essay is “stated.” It’s a great formal synonym that helps to keep things direct and clear for the reader.

It works well before a quote. You should write “stated” to clarify that you’re about to run a quote by the reader.

Of course, you can’t claim that someone “stated” something without backing it up with evidence.

The last thing you’ll want is for the reader to look into the quote and find out it was never actually said.

But, as long as you’ve done your research, this works well. Good academic phrases that start with “stated” help you to establish a clear quote relating to the bulk of your essay.

These essay samples will also help you understand it:

It’s clear that he stated “time is the killer of all things.” However, nobody really understood the prophetic meaning behind it.

She stated that “it’s time to make the changes you want to see in the world.” That’s what led most people to join the revolution.

For a more impactful alternative, you can use “declared.”

You won’t find “declared” quite as often as “said,” but it’s still an incredibly good term to include.

It’s a formal synonym. It also shows that someone announced something important .

Generally, “declared” comes before compelling quotes. It might be more suitable to use it when quoting a famous politician or monarch of some kind.

It’s a surefire way to engage the reader and spark their imagination.

We highly recommend it when you’re certain that it belongs before a quote and will allow you to establish a more powerful meaning behind it.

Perhaps these essay samples will also help you with it:

The king declared “good things will come to those who ask me for them.” He was a very proud man.

She declared that “this was going to be the only time she offered her services to those in need.”

Feel free to use “mentioned,” too. It’s another word you can use instead of “said” in an essay that’ll keep things engaging for the reader.

It’s much subtler than the other phrases. It suggests that someone has made a brief comment about something, and you’d like to quote it for the reader.

Don’t worry; it’s still a good formal synonym. However, you should use it when the quote isn’t the most important part of your essay.

Quotes are there to add a bit of context for the reader. So, they’re not always needed to improve an essay.

“Mentioned” is a simple word that allows you to include a short but interesting quote . However, it usually isn’t as impactful as saying something like “declared” or “exclaimed.”

You can also refer to these essay examples:

The politician mentioned that “we cannot know what we haven’t already experienced.” That resonated with me.

It was clear that he mentioned “things were bound to change soon,” so they had to figure out what he meant.

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Cramming for an exam isn’t the best way to learn – but if you have to do it, here’s how

Senior Teaching Fellow in Education, University of Strathclyde

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Around the country, school and university students are hitting the books in preparation for exams. If you are in this position, you may find yourself trying to memorise information that you first learned a long time ago and have completely forgotten – or that you didn’t actually learn effectively in the first place.

Unfortunately, cramming is a very inefficient way to properly learn. But sometimes it’s necessary to pass an exam. And you can incorporate what we know about how learning works into your revision to make it more effective.

Read more: Exams: seven tips for coping with revision stress

A great deal of research evidence on how memory works over time shows that we forget new information very quickly at first, after which the process of forgetting slows down.

In practice, this means that very compressed study schedules lead to a catastrophic amount of forgetting.

A better option is to space out learning a particular topic more gradually and over a longer period. This is called the “spacing effect” and it leads to skills and knowledge being retained better, and for longer.

Research has found that we remember information better when we leave a gap of time between first studying something and revisiting it, rather than doing so straight away. This even works for short timescales – a delay of a few seconds when trying to learn a small piece of information, such as a pair of words, for instance. And it also works when the delay between study sessions is much longer .

In the classroom , spacing out practice could mean reviewing and practising material the next day, or delaying homework by a couple of weeks, rather than revisiting it as soon as possible. As a rule, psychologists have suggested that the best time to re-study material is when it is on the verge of being forgotten – not before, but also not after.

But this isn’t how things are learned across the school year. When students get to exam time, they have forgotten much of what was previously studied.

Better cramming

When it comes to actually learning – being able to remember information over the long term and apply it to new situations – cramming doesn’t work. We can hardly call it “learning” if information is forgotten a month later. But if you need to pass an exam, cramming can lead to a boost in temporary performance. What’s more, you can incorporate the spacing effect into your cramming to make it more efficient.

It’s better to space practising knowledge of a particular topic out over weeks, so if you have that long before a key exam, plan your revision schedule so you cover topics more than once. Rather than allocating one block of two hours for a particular topic, study it for one hour this week and then for another hour in a week or so’s time.

If you don’t have that much time, it’s still worth incorporating smaller gaps between practice sessions. If your exam is tomorrow, practice key topics in the morning today and then again in the evening.

Learning is also more effective if you actively retrieve information from your memory, rather than re-reading or underlining your notes. A good way to do this, incorporating the spacing effect, is to take practice tests. Revise a topic from your notes or textbook, take a half-hour break, and then take a practice test without help from your books.

An even simpler technique is a “brain dump” . After studying and taking a break, write down everything you can remember about the topic on a blank sheet of paper without checking your notes.

Change the way we teach

A shift in teaching practices may be needed to avoid students having to cram material they only half-remember before exams.

But my research suggests that teachers tend to agree with the idea that consolidation of a topic should happen as soon as possible, rather than spacing out practice in ways that would actually be more effective.

Teachers are overburdened and make heroic efforts with the time they have. But incorporating the spacing effect into teaching needn’t require radical changes to how teachers operate. Often, it’s as simple as doing the same thing on a different schedule .

Research has shown the most effective way to combine practice testing and the spacing effect is to engage in practice testing in the initial class, followed by at least three practice opportunities at widely spaced intervals. This is quite possible within the typical pattern of the school year.

For example, after the initial class, further practice could come via a homework task after a few days’ delay, then some kind of test or mock exam after a further gap of time. The revision period before exams would then be the third opportunity for consolidation.

Building effective self-testing and delayed practice into education would spell less stress and less ineffective cramming. Exam time would be for consolidation, rather than re-learning things that have been forgotten. The outcome would be better long-term retention of important knowledge and skills. As a bonus, school students would also gain a better insight into how to study effectively.

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Who decides what words mean, the public decides the meaning of words, not the dictionary or lawmakers..

Updated May 15, 2024 | Reviewed by Lybi Ma

• Words can lose their usefulness when people no longer agree about what they mean.
• Disagreements can lead to words becoming "skunked."
• Even scientific terms can be skunked if people refuse to accept them.
• Disagreements about the meaning of words have become common in our current political climate.

Does “biweekly” mean twice a week, or once every two weeks? If you’re uncertain, a trip to an online dictionary like Merriam-Webster’s won’t help. Both meanings are provided, along with a note explaining that “This ambiguity has been in existence for nearly a century and a half and cannot be eliminated by the dictionary.”

What happened to biweekly—and, for that matter, bimonthly? The simple answer is that disagreement over their referents became so widespread as to render them meaningless. The lexicographer Brian Garner describes such words as having been “ skunked .” As I explain in my book on miscommunication , this has happened to many English terms.

“Inflammable,” for example, means “combustible,” but people mistake the first syllable of the word for the prefix in , which means “not” in many other words, such as “invisible.” The potential danger caused by confusion over whether something is or isn’t flammable is so great that the word has largely dropped out of common usage: it has become skunked.

Cosmic Disagreement

How about the meaning of “planet”? This one should be easy; it’s an object orbiting a star. However, the number of planets in the solar system has fluctuated as exploration of our cosmic neighborhood has progressed. The number was fixed at six after the Copernican Revolution and then expanded to seven with the discovery of Uranus in 1781. But twenty years after that, astronomers began to detect additional bodies between the orbits of Mars and Jupiter. The number of planets soon swelled to eleven as Ceres, Pallas, Juno, and Vesta were added, in turn, to the celestial pantheon.

Astronomers went on to discover many more objects in the so-called asteroid belt, and Ceres and its brethren were eventually demoted to the status of “minor planets.” The discovery of Neptune in 1846 and Pluto in 1930 brought the number to nine, and for seventy-five years, everyone knew what a planet was and how many our solar system contained.

However, the 2005 discovery of Eris, an object beyond the orbit of Pluto, caused astronomers to reconsider the latter's status. The outer solar system, it seems, contains many small bodies, and Pluto may be more accurately considered one of these Kuiper belt objects than a planet in its own right. A ruling in 2006 by the International Astronomical Union (IAU) demoted Pluto to the status of a “dwarf planet,” along with Eris and several other tiny worlds—those discovered in the far reaches of the solar system.

Nearly twenty years later, however, the IAU’s ruling remains controversial. The public at large has never really accepted it; several “ Save Pluto ” movements were launched, and even many planetary scientists disagree with the IAU. For decades, any schoolchild could, if asked, confidently answer “Nine!” in response to how many planets orbit the sun. Now, the best answer they can provide is “It’s complicated.” The word “planet” appears to have been skunked.

The Problem with -Gate

Back on Earth, debate continues about the meaning of a variety of terms, several of which have appeared prominently in recent news cycles. For example, South Dakota governor Kristi Noem recently admitted that she shot her young dog Cricket because it was “untrainable.” Almost reflexively, the media dubbed this “ puppygate ,” even though the same term had been employed in connection with a 2019 controversy on The Real Housewives of Beverly Hills , as well as the 2015 Hugo Awards .

The lazy journalistic tendency to label incidents as some form of “gate” has largely skunked the suffix’s original meaning, when “Watergate” served as the umbrella term for crimes committed by the Nixon administration. Wikipedia includes several hundred “gates” in its list of scandals and controversies; the syllable is applied equally to consequential events, such as Ukrainegate (leading to the 2019 impeachment of President Trump ) and to the trivial, as with envelopegate (an error made during the 2017 Academy Awards). “Gate” is well on its way to being skunked.

Legislating Meaning

But even a word that has a well-understood meaning runs the risk of becoming skunked if people can’t agree on whether it applies to a particular instance. Consider “genocide,” a term that was carefully defined in the United Nation’s Genocide Convention of 1948. That precision hasn’t stopped people from arguing about whether specific instances of “ethnic cleansing” rise to the level of the destruction of a nation or ethnic group. It's worth noting that both sides in the Israel-Hamas conflict have employed this term.

Or consider “antisemitism,” a term coined in 1860 by Moritz Steinschneider, and one that has been defined in various ways over time. On May 1, the U.S. House of Representatives passed the Antisemitism Awareness Act of 2023 (H.R. 6090). It requires the Department of Education to use the International Holocaust Remembrance Alliance’s definition of the term. The vote was 320 to 91, with 70 Democrats and 21 Republicans voting against it. Although larger political issues were involved, the bill highlights whether semantic issues are best addressed through legislation.

At the end of the day, it’s not dictionary editors, scientific organizations, the media, or governments who decide what words mean. The meaning of a term cannot be promoted by fiat or through a governmental decree. People employ words that make useful distinctions and are liable to abandon them when they no longer do so. The disputes raging at present serve as a stark reminder of this fact.

Kreuz, R. (2023). Failure to communicate: Why we misunderstand what we hear, read, and see . Prometheus Books.

Roger Kreuz, Ph.D., is a professor of psychology at The University of Memphis, where he also serves as an associate dean in the College of Arts and Sciences.

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What Is a Capstone Project vs. Thesis

As students near the end of their academic journey, they encounter a crucial project called the capstone – a culmination of all they've learned. But what exactly is a capstone project? 

This article aims to demystify capstone projects, explaining what they are, why they matter, and what you can expect when you embark on this final academic endeavor.

Capstone Project Meaning

A capstone project is a comprehensive, culminating academic endeavor undertaken by students typically in their final year of study. 

It synthesizes their learning experiences, requiring students to apply the knowledge, skills, and competencies gained throughout their academic journey. A capstone project aims to address a real-world problem or explore a topic of interest in depth. 

As interdisciplinary papers, capstone projects encourage critical thinking, problem-solving, and creativity. They allow students to showcase their mastery of their field of study and demonstrate their readiness for future academic or professional pursuits.

Now that we’ve defined what is a capstone project, let’s discuss its importance in the academic landscape. In case you have short-form compositions to handle, simply say, ‘ do my essay for me ,’ and our writers will take care of your workload.

Why Is a Capstone Project Important

A capstone project is crucial because it allows students to combine everything they've learned in school and apply it to real-life situations or big problems. 

It's like the ultimate test of what they know and can do. By working on these projects, students get hands-on experience, learn to think critically and figure out how to solve tough problems. 

Plus, it's a chance to show off their skills and prove they're ready for whatever comes next, whether that's starting a career or going on to more schooling.

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What Is the Purpose of a Capstone Project

Here are three key purposes of a capstone project:

Integration of Knowledge and Skills

Capstones often require students to draw upon the knowledge and skills they have acquired throughout their academic program. The importance of capstone project lies in helping students synthesize what they have learned and apply it to a real-world problem or project. 

This integration helps students demonstrate their proficiency and readiness for graduation or entry into their chosen profession.

Culmination of Learning

Capstone projects culminate a student's academic journey, allowing them to apply theoretical knowledge to real-world scenarios. 

tackling a significant project or problem, students demonstrate their understanding of concepts and their ability to translate them into practical solutions, reinforcing their learning journey.

Professional Development

Capstone projects allow students to develop skills relevant to their future careers. These projects can also be tangible examples of their capabilities to potential employers or graduate programs.

Whether it's conducting research, presenting findings, or collaborating with peers, students gain valuable experience that enhances their professional readiness. 

Types of Capstone Projects

Capstones vary widely depending on the academic discipline, institution, and specific program requirements. Here are some common types:

What Is the Difference Between a Thesis and a Capstone Project

Here's a breakdown of the key differences between a thesis and a capstone project:

How to Write a Capstone Project

Let's dive into the specifics with actionable and meaningful steps for writing a capstone project:

1. Select a Pertinent Topic

Identify a topic that aligns with your academic interests, program requirements, and real-world relevance. Consider issues or challenges within your field that merit further exploration or solution. 

Conduct thorough research to ensure the topic is both feasible and significant. Here are some brilliant capstone ideas for your inspiration.

2. Define Clear Objectives

Clearly articulate the objectives of your capstone project. What specific outcomes do you aim to achieve? 

Whether it's solving a problem, answering a research question, or developing a product, ensure your objectives are specific, measurable, achievable, relevant, and time-bound (SMART).

3. Conduct Comprehensive Research

Dive deep into existing literature, theories, and empirical evidence related to your chosen topic. Identify gaps, controversies, or areas for further investigation. 

Synthesize relevant findings and insights to inform the development of your project and provide a solid foundation for your analysis or implementation.

4. Develop a Structured Plan

What is a capstone project in college without a rigid structure? Outline a comprehensive plan for your capstone project, including key milestones, tasks, and deadlines. 

Break down the project into manageable phases, such as literature review, data collection, analysis, and presentation. Establish clear criteria for success and regularly monitor progress to stay on track.

5. Implement Methodological Rigor

If your project involves research, ensure methodological rigor by selecting appropriate research methods, tools, and techniques. 

Develop a detailed research design or project plan that addresses key methodological considerations, such as sampling, data collection, analysis, and validity. Adhere to ethical guidelines and best practices throughout the research process.

6. Analyze and Interpret Findings

Analyze your data or findings using appropriate analytical techniques and tools. Interpret the results in relation to your research questions or objectives, highlighting key patterns, trends, or insights. 

Critically evaluate the significance and implications of your findings within the broader context of your field or industry.

7. Communicate Effectively

Present your capstone project clearly, concisely, and compellingly. Whether it's a written report, presentation, or multimedia deliverable, tailor your communication style to your target audience. Clearly articulate your research questions, methodology, findings, and conclusions. 

Use visuals, examples, and real-world applications to enhance understanding and engagement. Be prepared to defend your project and answer questions from peers, faculty, or stakeholders.

In wrapping up, what is a capstone project? It’s like the grand finale of your academic journey, where all the knowledge and skills you've acquired come together in one big project. 

It's not just about passing a test or getting a grade – it's about proving you've got what it takes to make a real difference in the world. So, if you ever need capstone project help , our writers will gladly lend you a hand in no time.

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How to do a capstone project, how long does a capstone project take to complete.

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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.

• T. (2023, June 16). What Is a Capstone Project? National University. https://www.nu.edu/blog/what-is-a-capstone-project/
• Lukins, S. (2024, May 12). What is a capstone project? And why is it important? Top Universities. https://www.topuniversities.com/student-info/careers-advice-articles/what-capstone-project-why-it-important
• Capstone Project vs. Thesis: What’s the Difference? (2021, December 9). UAGC. https://www.uagc.edu/blog/capstone-project-vs-thesis-whats-difference

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Refine Your Final Word With 10 Alternatives To “In Conclusion”

• Alternatives To In Conclusion

Wrapping up a presentation or a paper can be deceptively difficult. It seems like it should be easy—after all, your goal is to summarize the ideas you’ve already presented and possibly make a call to action. You don’t have to find new information; you just have to share what you already know.

Here’s where it gets tricky, though. Oftentimes, it turns out that the hardest part about writing a good conclusion is avoiding repetition.

That’s where we can help, at least a little bit. When it comes to using a transition word or phrase to kick off your conclusion, the phrase in conclusion is frequently overused. It’s easy to understand why—it is straightforward. But there are far more interesting and attention-grabbing words and phrases you can use in your papers and speeches to signal that you have reached the end.

One of the simplest  synonyms  of in conclusion is  in summary .  This transition phrase signals that you are going to briefly state the main idea or conclusion of your research. Like  in conclusion , it is formal enough to be used both when writing an academic paper and when giving a presentation.

• In summary,  despite multiple experimental designs, the research remains inconclusive.
• In summary , there is currently unprecedented interest in our new products.

A less formal version of  in summary  is  to sum up . While this phrase expresses the same idea, it's more commonly found in oral presentations rather than written papers in this use.

• To sum up,  we have only begun to discover the possible applications of this finding.

let's review or to review

A conclusion doesn't simply review the main idea or argument of a presentation. In some cases, a conclusion includes a more complete assessment of the evidence presented. For example, in some cases, you might choose to briefly review the chain of logic of an argument to demonstrate how you reached your conclusion. In these instances, the expressions  let's review  or  to review  are good signposts.

The transition phrases  let's review  and  to review  are most often used in spoken presentations, not in written papers. Unlike the other examples we have looked at,  let's review  is a complete sentence on its own.

• Let's review.  First, he tricked the guard. Then, he escaped out the front door.
• To review:  we developed a special kind of soil, and then we planted the seeds in it.

A classy alternative to in conclusion , both in papers and presentations, is in closing . It is a somewhat formal expression, without being flowery. This transition phrase is especially useful for the last or penultimate sentence of a conclusion. It is a good way to signal that you are nearly at the bitter end of your essay or speech. A particularly common way to use in closing is to signal in an argumentative piece that you are about to give your call to action (what you want your audience to do).

• In closing, we should all do more to help save the rainforest.
• In closing, I urge all parties to consider alternative solutions such as the ones I have presented.

in a nutshell

The expression in a nutshell is a cute and informal metaphor used to indicate that you are about to give a short summary. (Imagine you're taking all of the information and shrinking it down so it can fit in a nutshell.) It's appropriate to use in a nutshell both in writing and in speeches, but it should be avoided in contexts where you're expected to use a serious, formal register .

• In a nutshell, the life of this artist was one of great triumph and great sadness.
• In a nutshell, the company spent too much money and failed to turn a profit.

The expression in a nutshell can also be used to signal you've reached the end of a summarized story or argument that you are relating orally, as in "That's the whole story, in a nutshell."

[To make a] long story short

Another informal expression that signals you're about to give a short summary is to make a long story short , sometimes abbreviated to simply long story short. The implication of this expression is that a lengthy saga has been cut down to just the most important facts. (Not uncommonly, long story short is used ironically to indicate that a story has, in fact, been far too long and detailed.)

Because it is so casual, long story short is most often found in presentations rather than written papers. Either the full expression or the shortened version are appropriate, as long as there isn't an expectation that you be formal with your language.

• Long story short, the explorers were never able to find the Northwest Passage.
• To make a long story short, our assessments have found that there is a large crack in the foundation.

If using a transitional expression doesn't appeal to you, and you would rather stick to a straightforward transition word, you have quite a few options. We are going to cover a couple of the transition words you may choose to use to signal you are wrapping up, either when giving a presentation or writing a paper.

The first term we are going to look at is ultimately . Ultimately is an adverb that means "in the end; at last; finally." Typically, you will want to use it in the first or last sentence of your conclusion. Like in closing , it is particularly effective at signaling a call to action.

• Ultimately, each and every single person has a responsibility to care about this issue.
• Ultimately, the army beat a hasty retreat and the war was over.

Another transition word that is good for conclusions is lastly , an adverb meaning "in conclusion; in the last place; finally." Lastly can be used in informational or argumentative essays or speeches. It is a way to signal that you are about to provide the last point in your summary or argument. The word lastly is most often used in the first or last sentence of a conclusion.

• Lastly, I would like to thank the members of the committee and all of you for being such a gracious audience.
• Lastly, it must be noted that the institution has not been able to address these many complaints adequately.

The word overall is particularly good for summing up an idea or argument as part of your conclusion. Meaning "covering or including everything," overall is a bit like a formal synonym for "in a nutshell."

Unlike the other examples we have looked at in this slideshow, it is not unusual for overall to be found at the end of a sentence, rather than only at the beginning.

• Overall, we were very pleased with the results of our experiment.
• The findings of our study indicate that there is a lot of dissatisfaction with internet providers overall.

asking questions

Using traditional language like the options we have outlined so far is not your only choice when it comes to crafting a strong conclusion. If you are writing an argumentative essay or speech, you might also choose to end with one or a short series of open-ended or leading questions. These function as a creative call to action and leave the audience thinking about the arguments you have made.

In many cases, these questions begin with a WH-word , such as who or what. The specifics will vary spending on the argument being made, but here are a few general examples:

• When it comes to keeping our oceans clean, shouldn't we be doing more?
• Who is ultimately responsible for these terrible mistakes?

on a final note

Before we wrap up, we want to leave you with one last alternative for in conclusion . The expression on a final note signals that you are about to give your final point or argument. On a final note is formal enough to be used both in writing and in speeches. In fact, it can be used in a speech as a natural way to transition to your final thank yous.

• On a final note, thank you for your time and attention.
• On a final note, you can find more synonyms for in conclusion here.

The next time you are working on a conclusion and find yourself stuck for inspiration, try out some of these expressions. After all, there is always more than one way to write an ending.

No matter how you wrap up your project, keep in mind there are some rules you don't always have to follow! Let's look at them here.

Ways To Say

Synonym of the day

Big Data: What It Is and Why It’s Important

These huge datasets reveal patterns and trends for better decision making.

What Is Big Data?

Big data refers to large, diverse data sets made up of structured, unstructured and semi-structured data. This data is generated continuously and always growing in size, which makes it too high in volume, complexity and speed to be processed by traditional data management systems.

Big Data Definition

Big data refers to massive, complex data sets that are rapidly generated and transmitted from a wide variety of sources. Big data sets can be structured, semi-structured and unstructured, and they are frequently analyzed to discover applicable patterns and insights about user and machine activity.

Big data is used across almost every industry to draw insights, perform analytics, train  artificial intelligence  and  machine learning  models, as well as help make data-driven business decisions.

Why Is Big Data Important?

Data is generated anytime we open an app, use a search engine or simply travel place to place with our mobile devices. The result? Massive collections of valuable information that companies and organizations manage, store, visualize and analyze.

Traditional data tools aren’t equipped to handle this kind of complexity and volume, which has led to a slew of specialized  big data software platforms  designed to manage the load.

Though the large-scale nature of big data can be overwhelming, this amount of data provides a heap of information for organizations to use to their advantage. Big data sets can be mined to deduce patterns about their original sources, creating insights for improving business efficiency or predicting future business outcomes.

As a result, big data analytics is used in nearly every industry to identify patterns and trends, answer questions, gain insights into customers and tackle complex problems.  Companies and organizations use the information  for a multitude of reasons like automating processes, optimizing costs, understanding customer behavior, making forecasts and targeting key audiences for advertising.

The 3 V’s of Big Data

Big data is  commonly characterized  by three V’s:

Volume refers to the huge amount of data that’s generated and stored. While traditional data is measured in familiar sizes like megabytes, gigabytes and terabytes, big data is stored in petabytes and zettabytes.

Variety refers to the different types of data being collected from various sources, including text, video, images and audio. Most data is unstructured, meaning it’s unorganized and difficult for conventional data tools to analyze. Everything from emails and videos to scientific and meteorological data can constitute a big data stream, each with their own unique attributes.

Big data is generated, processed and analyzed at high speeds. Companies and organizations must have the capabilities to harness this data and generate insights from it in real-time, otherwise it’s not very useful. Real-time processing allows decision makers to act quickly.

How Big Data Works

Big data is produced from multiple data sources like mobile apps, social media, emails, transactions or  Internet of Things (IoT)  sensors, resulting in a continuous stream of varied digital material. The diversity and constant growth of big data makes it inherently difficult to extract tangible value from it in its raw state. This results in the need to use specialized big data tools and systems, which help collect, store and ultimately translate this data into usable information. These systems make big data work by applying three main actions — integration, management and analysis.

1. Integration 

Big data first needs to be gathered from its various sources. This can be done in the form of  web scraping  or by accessing databases, data warehouses, APIs and other data logs. Once collected, this data can be ingested into a big data pipeline architecture, where it is prepared for processing.

Big data is often raw upon collection, meaning it is in its original, unprocessed state. Processing big data involves cleaning, transforming and aggregating this raw data to prepare it for storage and analysis.

2. Management

Once processed, big data is stored and managed within  the cloud  or on-premises storage servers (or both). In general, big data typically requires  NoSQL databases  that can store the data in a scalable way, and that doesn’t require strict adherence to a particular model. This provides the flexibility needed to cohesively analyze disparate sources of data and gain a holistic view of what is happening, how to act and when to act on data.

3. Analysis 

Analysis is one the final steps of the big data lifecycle, where the data is explored and analyzed to find applicable insights, trends and patterns. This is frequently carried out using big data analytics tools and software. Once useful information is found, it can be applied to make business decisions and communicated to stakeholders in the form of data visualizations.

Uses of Big Data

Here are a few  examples of industries  where the big data revolution is already underway:

Finance and insurance industries  utilize big data  and predictive analytics for fraud detection, risk assessments, credit rankings, brokerage services and blockchain technology, among other uses.  Financial institutions  also use big data to enhance their cybersecurity efforts and personalize financial decisions for customers.

Hospitals, researchers and pharmaceutical companies  adopt big data solutions  to improve and advance healthcare. With access to vast amounts of patient and population data, healthcare is enhancing treatments, performing more effective research on diseases like cancer and Alzheimer’s, developing new drugs, and gaining critical insights on patterns within population health.

Using  big data in education  allows educational institutions and professionals to better understand student patterns and create relevant educational programs. This can help in personalizing lesson plans, predicting learning outcomes and tracking school resources to reduce operational costs.

Retail utilizes big data  by collecting large amounts of customer data through purchase and transaction histories. Information from this data is used to predict future consumer behavior and personalize the shopping experience.

Big data in government  can work to gather insights on citizens from public financial, health and demographic data and adjust government actions accordingly. Certain legislation, financial procedures or crisis response plans can be enacted based on these big data insights. 

Big data in marketing  helps provide an overview of user and consumer behavior for businesses. Data gathered from these parties can reveal insights on market trends or buyer behavior, which can be used to direct marketing campaigns and optimize marketing strategies.

If you’ve ever used Netflix, Hulu or any other streaming services that  provide recommendations , you’ve witnessed big data at work. Media companies analyze our reading, viewing and listening habits to build individualized experiences. Netflix even uses data on  graphics, titles and colors  to make decisions about customer preferences.

Big Data Challenges

1. volume and complexity of data.

Big data is massive, complicated and ever growing. This makes it difficult in nature to capture, organize and understand, especially as time goes on. In order to manage big data, new technologies have to be developed indefinitely and organizational  big data strategies  have to continually adapt. 

2. Integration and Processing Requirements

Aside from storage challenges, big data also has to be properly processed, cleaned and formatted to make it useful for analysis. This can take a considerable amount of time and effort due to big data’s size, multiple data sources and combinations of structured, unstructured and semi-structured data. Processing efforts and identifying what information is useful can also be compounded in the case of excess noisy data or data corruption.

3. Cybersecurity and Privacy Risks

Big data systems can sometimes handle sensitive or personal user information, making them vulnerable to cybersecurity attacks or privacy breaches. As more personal data resides in big data storage, and at such massive scales, this raises the difficulty and costs of safeguarding this data from criminals. Additionally, how businesses collect personal data through big data systems  may not comply  with regional data collection laws or regulations, leading to a breach of privacy for affected users.

Big Data Technologies

Big data technologies describe the tools used to handle and manage data at enormous scales. These technologies include those used for big data analytics, collection, mining, storage and visualization.

Data Analysis Tools

Data analysis tools  involve software that can be used for big data analytics, where relevant insights, correlations and patterns are identified within given data.

Big Data Tools

Big data tools refer to any  data platform ,  database ,  business intelligence tool  or application where large data sets are stored, processed or analyzed. 

Data Visualization Tools

Data visualization tools  help to display the findings extracted from big data analytics in the form of charts, graphs or dashboards.

History of Big Data

“Big data” as a term became popularized  in the mid-1990s  by computer scientist John Mashey, as Mashey used the term to refer to handling and analyzing massive data sets.

In 2001, Gartner analyst Doug Laney characterized big data as having three main traits of volume, velocity and variety, which came to be known as the three V’s of big data.

Starting in the 2000s, companies began conducting big data research and developing solutions to handle the influx of information coming from the internet and web applications. Google created the Google File System  in 2003  and MapReduce  in 2004 , both systems meant to help process large data sets. Using Google’s research on these technologies, software designer Doug Cutting and computer scientist Mike Cafarella developed Apache Hadoop in 2005, a software framework used to store and process big data sets for applications. In 2006, Amazon released Amazon Web Services (AWS), an on-demand cloud computing service that became a popular option to store data without using physical hardware.

In the 2010s, big data gained more prevalence as mobile device and tablet adoption increased. According to IBM  as of 2020 , humans produce 2.5 quintillion bytes of data on a daily basis, with the world expected to produce 175 zettabytes of data by 2025. As connected devices and internet usage continue to grow, so will big data and its possibilities for enhanced analytics and real-time insights.

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