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What’s in an Equity Research Report?

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equity research report sample pdf

Even though you can easily find real equity research reports via the magical tool known as “Google,” we’ve continued to get questions on this topic.

Whenever I see the same question over and over again, you know what I do: I bash my head in repeatedly and contemplate jumping off a building…

…and then I write an article to answer the question.

To understand an equity research report, you must understand what goes into a  stock pitch first.

The idea is similar, but an ER report is a “watered-down” version of a stock pitch.

But banks have some very solid reasons for publishing equity research reports:

Why Do Equity Research Reports Matter?

You might remember from previous articles that equity research teams do not spend that much time writing these reports .

Most of their time is spent speaking with management teams and institutional investors and sharing their views on sectors and companies.

However, equity research reports are still important because:

  • You do still spend some time doing the required modeling work (~15%) and writing the reports (~20%).
  • You might have to write a research report as part of the interview process.

For example, if you apply to an equity research role or an equity research internship , especially in an off-cycle process, you might be asked to draft a short report on a company.

And then in roles outside of ER, you need to know how to interpret reports quickly and extract the key information.

Equity Research Reports: Myth vs. Reality

If you want to understand equity research reports, you have to understand first why banks publish them: to earn higher commissions from trading activity.

A bank wants to encourage institutional investors to buy more shares of the companies it covers.

Doing so generates more trading volume and higher commissions for the bank.

This is why you rarely, if ever, see “Sell” ratings, and why “Hold” ratings are far less common than “Buy” ratings.

Different Types of Equity Research Reports

One last point before getting into the tutorial: There are many different types of research reports.

“Initiating Coverage” reports tend to be long – 50-100 pages or more – and have tons of industry research and data.

“Sector Reports” on entire industries are also very long. And there are other types, which you can read about here .

In this tutorial, we’re focusing on the “Company Update” or “Company Note”-type reports, which are the most common ones.

The Full Tutorial, Video, and Sample Equity Research Reports

For our full walk-through of equity research reports, please see the video below:

Table of Contents:

  • 1:43: Part 1: Stock Pitches vs. Equity Research Reports
  • 6:00: Part 2: The 4 Main Differences in Research Reports
  • 12:46: Part 3: Sample Reports and the Typical Sections
  • 20:53: Recap and Summary

You can get the reports and documents referenced in the video here:

  • Equity Research Report – Jazz Pharmaceuticals [JAZZ] – OUTPERFORM [BUY] Recommendation [PDF]
  • Equity Research Report – Shawbrook [SHAW] – NEUTRAL [HOLD] Recommendation [PDF]
  • Equity Research Reports vs. Stock Pitches – Slides [PDF]

If you want the text version instead, keep reading:

Watered-Down Stock Pitches

You should think of equity research reports as “watered-down stock pitches.”

If you’ve forgotten, a hedge fund or asset management stock pitch ( sample stock pitch here ) has the following components:

  • Part 1: Recommendation
  • Part 2: Company Background
  • Part 3: Investment Thesis
  • Part 4: Catalysts
  • Part 5: Valuation
  • Part 6: Investment Risks and How to Mitigate Them
  • Part 7: The Worst-Case Scenario and How to Avoid It

In a stock pitch, you’ll spend most of your time and energy on the Catalysts, Valuation, and Investment Risks because you want to express a VERY different view of the company .

For example, the company’s stock price is $100, but you believe it’s worth only $50 because it’s about to report earnings 80% lower than expectations.

Therefore, you recommend shorting the stock. You also recommend purchasing call options at an exercise price of $125 to limit your losses to 25% if the stock moves in the opposite direction.

In an equity research report, you’ll still express a view of the company that’s different from the consensus, but your view won’t be dramatically different.

You’ll spend more time on the Company Background and Valuation sections, and far less time and space on the Catalysts and Risk Factors. And you won’t even write a Worst-Case Scenario section.

If a company seems overvalued by 50%, a research analyst would probably write a “Hold” recommendation, say that there’s “uncertainty around several customers,” and claim that the company’s current market value is appropriate.

Oh, and by the way, one risk factor is that the company might report lower-than-expected earnings.

The Four Main Differences in Equity Research Reports

The main differences are as follows:

1) There’s More Emphasis on Recent Results and Announcements

For example, how does a recent product announcement, clinical trial result, or earnings report impact the company?

You’ll almost always see recent news and updates on the first page of a research report:

Equity Research Report Cover Page

These factors may play a role in hedge fund stock pitches as well, but more so in short recommendations since timing is more important there.

2) Far-Outside-the-Mainstream Views Are Less Common

One comical example of this trend is how all 15 equity research analysts covering Enron rated it a “buy” right before it collapsed :

Equity Research Report for Enron With Buy Recommendation

Sell-side analysts are far less likely to point out that the emperor has no clothes than buy-side analysts.

3) Research Reports Give “Target Prices” Rather Than Target Price Ranges

For example, the company is trading at $50.00 right now, but we expect its price to increase to exactly $75.00 in the next twelve months.

This idea is completely ridiculous because valuation is always about the range of possible outcomes, not a specific outcome.

Despite horrendously low accuracy , this practice continues.

To be fair, many analysts do give target prices in different cases, which is an improvement:

Equity Research Report with Target Share Price Range

4) The Investment Thesis, Catalysts, and Risk Factors Are “Looser”

These sections tend to be “afterthoughts” in most reports.

For example, the bank might give a few reasons why it expects the company’s share price to rise: the company will capture more market share than expected, it will be able to increase its product prices more rapidly than expected, and a competitor is about to go bankrupt.

However, the sell-side analyst will not tie these factors to specific share-price impacts as a buy-side analyst would.

Similarly, the report might mention catalysts and investment risks, but there won’t be a link to a specific valuation impact from each factor.

So the typical stock pitch logic (“We think there’s a 50% chance of gaining 80% and a 50% chance of losing 20%”) won’t be spelled out explicitly:

equity-research-report-04

Your Sample Equity Research Reports

To illustrate these concepts, I’m sharing two equity research reports from our financial modeling courses :

The first one is from the valuation case study in our Advanced Financial Modeling course , and the second one is from the main case study in our Bank Modeling course .

These are comprehensive examples, backed by industry data and outside research, but if you want a shorter/simpler example you can recreate in a few hours, the Core Financial Modeling course has just that.

In each case, we started by creating traditional HF/AM stock pitches and valuations and then made our views weaker in the research reports.

The Typical Sections of an Equity Research Report

So let’s briefly go through the main sections of these reports, using the two examples above:

Page 1: Update, Rating, Price Target, and Recent Results

The first page of an “Update” report states the bank’s recommendation (Buy, Hold, or Sell, sometimes with slightly different terminology), and gives recent updates on the company.

For example, in both these reports we reference recent earnings results from the companies and expectations for the next fiscal year:

ERR Buy Recommendation

We also give a “target price,” explain where it comes from, and give our estimates for the company’s key financial metrics.

We mention catalysts in both reports, but we don’t link anything to a specific valuation impact.

One problem with providing a specific “target price” is that it must be based on specific multiples and specific assumptions in a DCF or DDM.

So with Jazz, we explain that the $170.00 target is based on 20.7x and 15.3x EV/EBITDA multiples for the comps, and a discount rate of 8.07% and Terminal FCF growth rate of 0.3% in the DCF.

Next: Operations and Financial Summary

Next, you’ll see a section with lots of graphs and charts detailing the company’s financial performance, market share, and important metrics and ratios.

For a pharmaceutical company like Jazz, you might see revenue by product, pricing and # of patients per product per year, and EBITDA margins.

For a commercial bank like Shawbrook, you might see loan growth, interest rates, interest income and net income, and regulatory capital figures such as the Common Equity Tier 1 (CET 1) and Tangible Common Equity (TCE) ratios:

equity-research-report-06

This section of the report explains how the analyst or equity research associate forecast the company’s performance and came up with the numbers used in the valuation.

The valuation section is the one that’s most similar in a research report and a stock pitch.

In both fields, you explain how you arrived at the company’s implied value, which usually involves pasting in a DCF or DDM analysis and comparable companies and transactions.

The methodologies are the same, but the assumptions might differ substantially.

In research, you’re also more likely to point to specific multiples, such as the 75 th percentile EV/EBITDA multiple, and explain why they are the most meaningful ones.

For example, you might argue that since the company’s growth rates and margins exceed the medians of the set, it deserves to be valued at the 75 th percentile multiples rather than the median multiples:

equity-research-report-07

Investment Thesis, Catalysts, and Risks

This section is short, and it is more of an afterthought than anything else.

We do give reasons for why these companies might be mis-priced, but the reasoning isn’t that detailed.

For example, in the Shawbrook report we state that the U.K. mortgage market might slow down and that regulatory changes might reduce the market size and the company’s market share:

Equity Research Report Investment Risks

Those are legitimate catalysts, but the report doesn’t explain their share-price impact in the same way that a stock pitch would.

Finally, banks present Investment Risks mostly so they can say, “Well, we warned you there were risks and that our recommendation might be wrong.”

By contrast, buy-side analysts present Investment Risks so they can say, “There is a legitimate chance we could lose 50% – let’s hedge against that risk with options or other investments so that our fund does not collapse .”

How These Reports Both Differ from the Corresponding Stock Pitches

The Jazz equity research report corresponds to a “Long” pitch that’s much stronger:

  • We estimate its intrinsic value as $180 – $220 / share , up from $170 in the report.
  • We estimate the per-share impact of each catalyst: price increases add 15% to the share price, more patients from marketing efforts add 10%, and later-than-expected generics competition adds 15%.
  • We also estimate the per-share impact from the risk factors and conclude that in the worst case , the company’s share price might decline from $130 to $75-$80. But in all likelihood, even if we’re wrong, the company is simply valued appropriately at $130.
  • And then we explain how to hedge against these risks with put options.

The same differences apply to the Shawbrook research report vs. the stock pitch, but the stock pitch there is a “Short” recommendation where we claim that the company is overvalued by 30-50%.

And that sums up the differences perfectly: A Short recommendation with 30-50% downside in a stock pitch turns into a “Hold” recommendation with roughly equal upside and downside in a sell-side research report.

I’ve been harsh on equity research here, but I don’t want to disparage it too much.

There are many positives: You do get more creativity than in IB, it might be better for hedge fund or asset management exits, and it’s more fun to follow companies than to grind through grunt work on deals.

But no matter how you slice it, most equity research reports are watered-down stock pitches.

So, make sure you understand the “strong stuff” first before you downgrade – even if your long-term goal is equity research.

You might be interested in:

  • The Equity Research Analyst Career Path: The Best Escape from a Ph.D. Program, or a Pathway into the Abyss?
  • Private Equity Regulation : 2023 Changes and Impact on Finance Careers
  • Stock Pitch Guide: How to Pitch a Stock in Interviews and Win Offers

equity research report sample pdf

About the Author

Brian DeChesare is the Founder of Mergers & Inquisitions and Breaking Into Wall Street . In his spare time, he enjoys lifting weights, running, traveling, obsessively watching TV shows, and defeating Sauron.

Free Exclusive Report: 57-page guide with the action plan you need to break into investment banking - how to tell your story, network, craft a winning resume, and dominate your interviews

Read below or Add a comment

15 thoughts on “ What’s in an Equity Research Report? ”

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Hi Brian, what softwares are available to publish Research Reports?

equity research report sample pdf

We use Word templates. Some large banks have specialized/custom programs, but not sure how common they are.

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Is it possible if you can send me a template in word of an equity report? It will help the graduate stock management fund a lot at Umass Boston.

We only have PDF versions for these, but Word should be able to open any PDF reasonably well.

' src=

Do you also provide a pre constructed version of an ER in word?

We have editable examples of equity research reports in Word, but we generally only share PDF versions on this site.

' src=

Hey Brian Can you please help me with coverage initiated reports on oil companies. I could not find them on the net. I need to them to get equity research experience, after which only I will be able to get into the field. I searched but reports could not be found even for a price. Thanks

We have an example of an oil & gas stock pitch on this site… do a search…

https://mergersandinquisitions.com/oil-gas-stock-pitch/

Beyond that, sorry, we cannot look for reports and then share them with you or we’d be inundated with requests to do that every day.

No worries. Thanks!

' src=

Hi! Brian! Do u know how investment bankers design and layout an equity research? the software they use. like MS Word, Adobe Indesign or something…? And how to create and layout one? Thanks

' src=

where can I get free equity research report? I am a Chinese student and now study in Australia. Is the Morning Star a good resource for research report?

Get a TD Ameritrade to access free reports there for certain companies.

' src=

How do you view the ER industry since the trading commission has been down 50% since 2007. And there are new in coming regulation governing the ER reports have to explicitly priced and funds need to pay for the report explicity rather than as a service comes free with brokerage?

In addition the whole S&T environment is becoming highly automated.

People have been predicting the death of equity research for over a decade, but it’s still here. It may not be around in 100 years, but it will still be around in another 10 years, though it will be smaller and less relevant.

Yes, things are becoming more automated, but the actual job of an equity research analyst or associate hasn’t changed dramatically. A machine can’t speak with investors to assess their sentiment on a company – only humans can do that.

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Here’s How to Write an Equity Research Report: The Best Guide

October 17, 2016

The Advanced Guide to Equity Research Report Writing

Equity Research is a rewarding career.

To keep up, you need a strong foundation with the judgment to think critically, act independently, and be relentlessly analytical.

That’s why I wrote this guide — to empower you with the equity research(ER) report writing skills to stay ahead in the equity research career.

There is almost NO guide available that teaches you how to write an equity research report.

From textbooks to online video tutorials, you can check and let me know if you find one.

And, I felt that I should write a detailed and step-by-step guide— a guide that really starts at the beginning to equip already-intelligent analysts with a healthy balance of conceptual and practical advice.

The Advanced Guide to Equity Research Report Writing takes your writing to the next level.

Who Is This Guide for?

I wrote this guide for an audience of equity research analysts , investment banking professionals, industry analysts, market research professionals, business management students, and freelance writers.

Most of all, I want you to walk away from this guide feeling confident about your equity report writing skill.

What Is an Equity Research Report

This chapter explains what exactly an ER report is.

The questions like—Who makes it? Who reads and uses it? What are the different types of equity research reports?—are answered clearly and elaborately.

It briefly talks about the various key contents of an ER report.

And lastly, it explains the need to provide a disclaimer at the end of an ER report.

So before understanding how to write an ER report, let’s try to understand what exactly an equity ER is.

FINRA , the Financial Industry Regulatory Authority, defines an equity research report, in Rule 2711 (a)(8) as,

 “A written or electronic communication that includes an analysis of equity securities of individual companies or industries , and that provides information reasonably sufficient upon which to base an investment decision.

Readers of Equity Research, more so than anything else, identify trends that make investment decisions easier to justify.

In simpler words, equity research is a document written and published by a brokerage house or securities firm for its clients to help them to make better decisions regarding which stocks to choose for profitable investment.

The report should be such that it should convince the client to make a decision.

The report should be crisp; the point of view should be clearly structured and articulated concisely.

In the investment industry, equity reports usually refer to ‘sell-side’ research, or investment research created by brokerage houses.

Such research is circulated to the corporate and retail clients of the brokerage house that publishes it.

Research produced by the ‘buy-side’, which includes mutual funds, pension funds, and portfolio managers, is usually for internal use and is not distributed to outside parties.

a. Different types of equity reports

In the above paragraph, we saw terms such as ‘sell-side’ and ‘buy-side’.

Let’s quickly understand what these terms mean:

There are two main types of equity research reports:

i. Sell-Side reports

Sell-side reports are the most common type of equity research reports in circulation.

They are normally produced by investment banks , typically for their clients to guide their investment decisions.

A sell-side analyst works for a brokerage firm or bank which manages individual clients and makes investment recommendations to them.

Sell-side analysts issue the often-heard recommendations of “buy”, “hold”, “neutral”, or “sell”.

These recommendations help clients make decisions to buy or sell stocks.

This is favourable for the brokerage firm as each time a client takes a decision to trade; the brokerage firm gets a commission on the transactions.

Click here to see some examples of sell-side reports

ii. Buy-Side reports

The ‘buy-side’ reports are internal reports, produced for the bank itself, and are guided by differing perspectives and motivations.

A buy-side analyst generally works for a mutual fund or a pension fund company.

They perform research and make recommendations to the money managers of the fund that hires them.

Buy-side analysts will verify how promising an investment seems and how well it fits with the fund’s investment strategy.

These recommendations are made exclusively for the benefit of the fund that employs them and is not available to anyone outside the fund.

Within the buy/sell group, there are other types of reports like initiating coverage reports, standard reports, Issue reports, Investor notes, and sector reports.

iii. Initiating coverage reports

The initiating coverage reports are conducted on firms that the bank has begun following and are typically more comprehensive in nature.

Initiating coverage reports analyze a company’s historical financial information, order books, efficiency, SWOT, cash-flows, and future earning potential, basis which it estimates the future earnings of the company and its P/E multiples.

Click here to see some examples of initiating coverage reports

iv. Standard reports

After an initiating report is produced standard reports will follow for as long as the brokerage house continues to track the stock.

Stocks that are tracked are typically part of an index like the SENSEX or are amongst the top stocks in an industry as these are the stocks that investors care about and are traded in larger volumes.

v. Issue reports

These reports are issued when generally companies announce earnings each quarter (Quarterly earnings reports).

vi. Investor notes

These reports are published a few times in between for incremental information and news.

For example – investor conference companies hold a big M&A deal or a major new product announcement from a competitor.

These are usually short-run updates and are typically just quantitative in nature.

vii. Sector reports

A sector report is a document that evaluates a given industry and the companies involved in it.

It is often included as part of a business plan and typically seeks to establish how one company can gain an advantage in industry through detailed research on competition, products, and customers.

Click here to download the sector report

b. Contents of an equity research report

Now that we have understood the different types of equity research reports, let’s try to see the contents of an ER report.

An ER report should not be more than 10 to 15 pages long and should be very crisp and concise.

It should give the reader a clear understanding of the opinion of the analyst writing the report.

An ER report typically has the following contents:

1. Analyst opinion and summary

2. Key highlights of the company

3. A snapshot of the industry

4. Financial ratio analysis

5. Financial Modeling and Valuation analysis

6. Risk factors

7. Disclosure and rationale of rating

Usually, most of the equity research reports have this information; however, there is no hard and fast rule in which an ER report should be written.

We will study in detail (with examples) how to write each of these segments of an ER report in the forthcoming chapters.

c. Importance of Disclaimers in Analyst Reports

As every ER report is an investment document, and investors use it to make decisions for buying or selling securities based on it, it is important for the report to have certain disclaimers to show un-biases of the analyst writing the report.

Some typical disclaimers are as follows:

  • Every ER report entirely reflects views and personal opinions of the analyst as on the date of publication
  • The equity research analyst does not have an interest in the shares of the company
  • Compensation of the analyst is not linked directly to any specific research recommendations contained in the report

Financial Analysts or equity research analysts working in brokerage firms or sell-side analysts write equity research reports.

Equity research report writing process

Equity Research Report writing

After completing the fundamental analysis, financial statement analysis, ratio analysis, and valuation, the last part of the equity research process is writing equity research reports.

As an equity research analyst, you need to analyze the industry and the company first and then write the stock research report.

This step is paramount in your equity research analysis career .

This is important to write the equity research reports in such a way that your clients understand every word of it.

It’s also important to include relevant analysis that you’ve done in the report.

How to write a report

Let’s see each step of writing an equity research report in detail.

1. Company fundamental analysis

a) Macroeconomic Analysis

b) Checking public information of the company

c) Discussion/ interviews with company management

d) Prepare a 5-year cash flow model and earnings forecast model

e) Review your operational and financial assumptions

f) Assess management and competitive environment, buyers, suppliers, substitutes, porter 5-forces model that tells you the competitive advantage of the company.

2. Company valuation analysis

1. Use intrinsic valuation—Discounted Cash Flow(DCF) method

2. Relative valuation

3. sum-of-the-parts valuation method, wherever required.

Pointers for writing equity research reports

I’ve created a list of pointers purely based on my experience and observations and a bit of research about dos and don’ts while writing an equity research report.

1. A clear view of the company

Before writing the report, have a clear view of the company in terms of—Investment rationale, risk assessment, key growth drivers, cost drivers, and revenue drivers.

2. Recommendation/Rating

Clearly write the company’s name at the top of the report and mention your recommendation—buy, sell, hold.

You can also use the words—outperform, underperform, neutral or accumulate based on your valuation.

Have an image of an equity research report in your mind, and so you won’t miss these details.

Usually, there are templates available in your company and you need to write the report using these templates.

3. Target price

You need to mention the target price based on your valuation along with the recommendation.

4. Investment rationale

Write clearly your investment rationale. Why do you think the share price will go up/down?

5. Share price chart

Include a price chart of the stock that will show the last 52-weeks’ share price movement.

6.Business model

Mention the analysis of the company’s business model and how will it perform in the next 2-3 years.

7. Key ratio analysis

Include important ratio analysis of the company and 52-week high-low share price on a stock exchange.

Include market capitalization, Enterprise Value(EV), Earnings Before Interest Tax and Depreciation (EBITDA), EV/EBITDA, and dividend yield (%)

8. Product profile and segments

Analyze the company’s product profile, its various segments, and brands. Include current sales and forecasted revenue figures, cost, market size, company’s market share, competition, the company’s performance in domestic and other markets.

9. Economy-Industry-Company (E-I-C) Analysis

Cover the company’s fundamental analysis with supportive data.

10. Intrinsic and relative valuation

Perform DCF analysis and relative valuation. Relative valuation should be done with the company’s peers on the basis of Price-Earnings ratio (P/E), Price to Book ratio (P/B), Price to Sales (P/S), Return on Equity (ROE) and Return on Capital Employed (ROCE).

11. Reasoning for recommendation

Write proper reasoning for your recommendation. For example—Why buy the stock or why not to buy the stock. So, your reasoning has to be strong.

12. Unlock the value

Write what can unlock/increase/reduce the value of the company .

13. Legal matters

If the company is battling any case, write what could be its effects on the stock price.

14. Common industry points

While writing industry reports, write the points which are common for all players in the industry, for example, regulatory limitation, excise duty, oil prices, etc.

15. Covering all the areas in an equity research report

While writing the equity research report, assume that the reader is new to the company and he doesn’t have any idea about its business.

So, your report should include precise information about—product, financials, management, market, future plans of the company, growth estimates, and the risk factors of the company.

In short, as an equity research analyst, your equity analysis report writing process should be structured and you should follow the dos and don’ts mentioned in this post.

Sample equity research reports (PDFs):

The Walt Disney Company

If you have any queries, Speak Your Mind.

Key Takeaways

  • Equity research report writing is a skill . You need to build this skill to go to the next level in your career . Top-notch careers in finance–equity research, investment banking , asset management, financial research, Knowledge Process Outsourcing (KPO) units value this skill in high regard.
  • There are different types of research reports–sell-side, buy-side, initiating coverage, standard, issue, investor notes, and sector reports. As an analyst, you should know all these reports.
  • Contents of an equity research report include Analyst opinion and summary, Key highlights of the company,  A snapshot of the industry, Financial and ratio analysis, Valuation analysis, Risk factors, and Disclosure and rationale of rating. I’m going to cover all these sections in detail with examples in the coming chapters.

Now You Try It

I hope you can see the potential of equity research report writing skills for your career.

Yes, it takes hard work to create something great.

But with this skill, you already know ahead of time that your hard work is going to pay off.

I want you to give the skill a try and let me know how it works for you.

If you have a question or thought, leave a comment below and I’ll get right to it.

  • Download BIWS Course sample videos here .
  • Read Students’ Testimonials here .

Avadhut

Avadhut is the Founder of FinanceWalk. He enjoys writing on Finance Careers topics. Check our Financial Modeling Courses . Contact us for  Career Coaching based on Your Inner GPS.

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How To Do Equity Research: An Actionable Guide

ContentsWho Is This Guide for?What Is an Equity Research Reporta. Different types of equity reportsi. Sell-Side reportsii. Buy-Side reportsiii. Initiating coverage reportsiv. Standard reportsv. Issue reportsvi. Investor notesvii. Sector reportsb. Contents of an equity research reportc. Importance of Disclaimers in Analyst ReportsEquity research report writing processHow to write a report1. Company fundamental analysis2. Company valuation analysisPointers for writing equity research reports1. A clear view of the company2. Recommendation/Rating3. Target price4. Investment rationale5. Share price chart6.Business model7. Key ratio analysis8. Product profile ...

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How to Write an Equity Research Report

By Brian Dzingai |

 Reviewed By Rebecca Baldridge |

November 15, 2022

What is an Equity Research Report?

An equity research report may focus on a specific stock or industry sector, currency, commodity, or fixed-income instrument, or even on a geographic region or country, and generally make buy or sell recommendations. These reports are produced by a variety of sources, ranging from market research firms to in-house research departments at large financial institutions or boutique investment banks.

Key Learning Points

  • An equity research report is a document prepared by an analyst that provides a recommendation to buy, hold, or sell shares of a public company. 
  • An equity research report is a document prepared by an analyst who is part of an investment research team in a brokerage firm or investment bank
  • It provides an overview of the business, the industry it operates in, the management team, the company’s financial performance, and risks, and includes a target price and investment recommendation.
  • It is intended to help an investor decide whether to invest in a stock.

Equity Research Report Structure

An equity research report can include varying levels of detail, and although there is no industry standard when it comes to formatting, there are common elements to all equity research reports. This guide includes some fundamental features and information that should be considered essential to any research report, as well as some tips for making your analysis and report as effective as possible. 

Access the download to see a real-world example of an Equity Research Report, annotated to show each element discussed below. 

Basic Information

The research report should begin with basic information about the firm, including the company’s ticker symbol, the primary exchange where its shares are traded, the primary sector and industry in which it operates, the current stock price and market capitalization, the target stock price, and the investment recommendation. 

In addition, a security’s liquidity and float are important considerations for the equity analyst. The liquidity of a stock refers to the degree to which it can be purchased and sold without affecting the price. The analyst should understand that periods of financial stress can affect liquidity. A stock’s float refers to the number of shares that are publicly owned and available for trading and generally excludes restricted shares and insider holdings. The float of a stock can be significantly smaller than its market capitalization and thus is an important consideration for large institutional investors, especially when it comes to investing in companies with smaller market capitalizations. Consequently, a relatively small float deserves mention. Finally, it is good practice to identify the major shareholders of a firm. 

Business Description 

This section should include a detailed description of the company and its products and services. It should convey a clear understanding of the company’s economics, including a discussion of the key drivers of revenues and expenses. Much of this information can be sourced from the company itself and from its regulatory filings as well as from industry publications. 

Industry Overview and Competitive Positioning

This section should include an overview of the industry dynamics, including a competitive analysis of the industry. Most firms’ annual reports include some discussion of the competitive environment. A group of peer companies should be developed for competitive analysis. The “Porter’s Five Forces” framework for industry analysis is an effective tool for examining the health and competitive intensity of an industry. Production capacity levels, pricing, distribution, and stability of market share are also important considerations. 

It is important to note that there are different paths to success. Strength of brand, cost leadership, and access to protected technology or resources are just some of the ways in which companies set themselves apart from the competition. Famed investor Warren Buffett describes a firm’s competitive advantage as an economic “moat.” He says, “In business, I look for economic castles protected by unbreachable moats.” 

Investment Summary

This section should include a brief description of the company, significant recent developments, an earnings forecast, a valuation summary, and the recommended investment action. If the purchase or sale of a security is being advised, there should be a clear and concise explanation as to why the security is deemed to be mispriced. That is, what is the market currently not properly discounting in the stock’s price, and what will prompt the market to re-price the security? 

This section should include a thorough valuation of the company using conventional valuation metrics and formulas. Equity valuation models can derive either absolute or relative values. Absolute valuation models derive an asset’s intrinsic value and generally take the form of discounted cash flow models. Relative equity valuation models estimate a stock’s value relative to another stock and can be based on a number of different metrics, including price/sales, price/earnings, price/cash flow, and price/book value. Because model outputs can vary, more than one valuation model should be used. 

Financial Analysis

This section should include a detailed analysis of the company’s historical financial performance and a forecast of future performance. Financial results are commonly manipulated to portray firms in the most favorable light. It is the responsibility of the analyst to understand the underlying financial reality. Accordingly, a careful reading of the footnotes of a company’s financial disclosures is an essential part of any examination of earnings quality. Non-recurring events, the use of off-balance-sheet financing, income and reserve recognition, and depreciation policies are all examples of items that can distort a firm’s financial results. 

Financial modeling of future results helps to measure the effects of changes in certain inputs on the various financial statements. Analysts should be especially careful, however, about extrapolating past trends into the future. This is especially important in the case of cyclical firms. Projecting forward from the top or bottom of a business cycle is a common mistake. 

Finally, it can be informative to use industry-specific financial ratios as part of the financial analysis. Examples include proven reserves/shares for oil companies, revenue/subscribers for cable or wireless companies, and revenue/available rooms for the hotel industry. 

Investment Risks

This section should address potential negative industry and company developments that could pose a risk to the investment thesis. Risks can be operational or financial or related to regulatory issues or legal proceedings. 

Although companies are generally obligated to discuss risks in their regulatory disclosures, risks are often subjective and hard to quantify (e.g., the threat of a competing technology). It is the job of the analyst to make these determinations. Of course, disclosures of “qualified opinions” from auditors and “material weakness in internal control over financial reporting” should be automatic red flags for analysts. 

Environmental, Social & Governance (ESG)

This section should include information on how the company manages the relationships related to Environmental, Social, and Governance. Below are some examples within these three areas that can have a lasting impact on the company’s short- and long-term prospects:

  • E nvironmental – how is the company working towards the conservation of the natural world? This can include climate change and carbon emissions, air and water pollution, energy efficiency, waste management, and more. 
  • S ocial – how does the company consider people and relationships? This can include community relations, human rights, gender and diversity, labor standards, customer satisfaction, and employee engagement. 
  • G overnance – what are the standards for running the company? This can include board composition, audit committee structure, executive compensation, succession planning, leadership experience, and bribery and corruption policies. 

Enroll in our online ESG course and learn to identify the principles of ESG and how they are applied to investment strategies.

If you are interested in a career as an equity research analysts or in fixed income research, our online course covers all the key skills needed as either a sell side analyst in an investment bank or a buy side analyst working in an investment management firm.  

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Equity Research Report

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They say money can’t buy happiness but hey, what’s the use of a million bucks if it’s just going to sit there? There’s nothing wrong with spending money as long as you do it wisely. You could even make it grow by investing. The worth of something is always subjective, what may be worth it for you, might not be said for another person. And when it comes to the corporate world, the financial statement of a company can make or break its future. That’s what equity research is for. It helps company heads and investors formulate business forecasts and decisions regarding their investments.

Shareholders and investors need a way to communicate with an analyst about the company’s finances. This is where equity research reports come in. Analyst record and present forecast, valuation, management overview, and recommendations in equity research reports for investors to further analyze and discuss. These reports also include industry research that contains the trends and competition in the given field. These also come as lengthy industry reports that cover the holistic update of corporations in the same area, quarterly reports that talk about the company’s quarterly finances, and flash reports that comment on the company’s fresh releases and other various updates.

Equity Research VS Investment Banking

Misconceptions are present in all fields and industries. This is true when it comes to investments. Some people might assume that equity research and investment baking are the same since they both focus on finances and investments. There are actually key differences between these two. For one thing, equity researchers require comprehensive mathematical skills, while investment bankers focus on client relationships. Another is the visibility, the analyst gets recognition for their research reports and are sought out by major companies while investment bankers spend a lot of time in obscurity. If your career path leads you to these two professions, you should learn more about equity research vs. investment banking .

Equity Research is a lot of work, for your convience here are 10+ equity research report examples and templates for you!

1. Financial Analysis Report Template

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5. Financial Report Template

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7. Free Research Report Cover Page Template

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8. Free Financial Management Report Template

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9. Free Company Expense Report Template

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11. Equity Research Report

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What Makes a Good Analyst

In a song by Dillion, there’s a line that goes, “if your dreams don’t scare you, they’re not big enough.” As with any profession, it’s not so hard to believe that people want to be the best. There is nothing wrong with wanting to be renowned for something you’re passionate about. Whether you want to be a business mogul, graphic designer , or even professional dog walker, greatness is always a goal. This also applies to equity research analyst. But there are things you need to attain to achieve prominence. Before you become an acclaimed analyst, you first need to encompass these traits for your career. 

1. How the Land Lies

Before you venture into any industry, you must first understand how it works. Not knowing the basics and marketing trends of the industry is like going to battle unarmed – you are going to get killed. Once you understand the field you are in, you can also figure out the best strategies to use and what to recommend to your investors. But you can’t just focus on the trends within a certain market; your insights must be universal. This way, you can compare patterns, styles, and inner workings from various corporate environments that involve your field.  

2. Chill for a Sec

In a line of work that is usually situated in a fast-paced world, you need to learn to take your time. Patience is required to be part of the major league. Do you think Michael Phelps swam once and became a champion overnight? Take a moment to listen and learn from the master. Sit down and look through all the details of the information you gathered to make sure you don’t miss anything out. Your patience is required for many aspects, from writing reports to making financial modeling structure. So just chill for a sec.

3. Knowledge is Power

What you think you know is never enough. Just when you thought you’ve got all the tricks in making financial analysis  up your sleeve, a new technique comes rolling in. That’s why you should always be open to learning something new. As time moves and trends change, a new and better way to do is bound to arise. If you let yourself take in all the knowledge presented to you, you are sure to have an edge against others. So go ahead and read a book, watch a video, smash your head, whatever. Sharpen that mind kiddo.

4. Get Your Facts Straight!

Inaccurate data is never acceptable. It could mean you aren’t doing your job right, or you are making up information to make your report believable. Like with any business reports , accuracy is extremely important. Any wrong information can cause a giant mess. That’s why when making your equity research reports, your data must be valid. You need to do an intensive examination to figure out if the data you gathered is reliable. Any inconsistencies might throw the buy-side off. So get a grip, get it right, and get your facts straight!

5. All the Bits and Bobs

As an equity research analyst, your report has to be detailed. You need to make sure anyone can read your business document without missing any information. What if the sell-side reads your work and can’t keep up with its content because it’s missing some vital parts? Even if you think it’s common knowledge, you need to include all the essential organizational knowledge to keep your report consistent and flawless. Your report shouldn’t leave investors asking questions. You must keep your research report comprehensive and holistic. Every bit of data counts.

6. Keep it Simple

Technical writing doesn’t always need fancy words; it just needs to be understandable. Using simple language in your executive summary keeps your readers away from confusion. There is really no need for you to require readers to look up every word in your report. You’re just making all our lives harder. Complex sentences tend to complicate things. This could lead to misunderstandings that could lead to even bigger chaos. The best thing to do is to keep things simple, concise, and clean.

Dealing with financial management are always stressful. But when done right, they can also lead to great success. Remember, she who leaves a trail of glitter is never forgotten. 

equity research report sample pdf

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FREE 10+ Equity Research Report Samples in MS Excel | PDF | MS Word

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As an equity research analyst, one of the important tasks you need to accomplish is obtaining a clear understanding about the industry or industries several companies are in, some particular things companies perform, and several ways they generate money. In order to fully understand their strategies, financials, and management, you need to make a well-detailed research and create an effective equity research report. In this article, we are glad to help you in writing the best equity research reports as we provide an informative guide and downloadable free equity research reports to guide you in your research work. Keep on reading!

Equity Research Report

Free 10+ equity research report samples, 1. equity research report template, 2. independent equity research report, 3. sample equity research report template, 4. equity research analysis report, 5. sample securities equity research report, 6. equity research and valuation report, 7. independent equity research report format, 8. equity research report in excel template, 9. sample equity research report, 10. company equity research report sample, 11. call center equity research report, what is an equity research report, how to write an equity research report, 1. identify the vision of the company through their management, 2. include the right recommendation, target price, and investment rationale, 3. demonstrate price chart, business model, and key ratio analysis, 4. explain your reason for recommendation, how is equity research done, what is investment research, what is the main purpose of equity research, how do you research investments.

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An equity research report is a beneficial document that contains the well-detailed financial analysis and recommendations concerning investment banking, sales, and trading. It gives essential details about a particular company’s target price and recommendation, compelling headline, stock vs. index graph, stock data, investment report summary or overview, business description, valuation, investment risks, and many more. Some common types of equity research reports are initiation reports, sector reports, economy reports, and quarterly/annual results update reports.

When writing an equity research report , you need to know the basic information of the company such as its accounting, products and services, management, selling practices and more. Be aware about the industry and the market’s perspective about the company. Also, take note of specific factors that your clients want when it comes to investment. 

Below are some easy-to-follow tips  that indicate how to design and write an equity research report: 

The first thing you need to do in your equity analysis report is you need to work alongside the management of your target company to identify their vision. So, you should be able to interact well with the management team or you may also meet with the senior management of the company under your coverage. Attend some of their conferences and prepare questions when you conduct an interview for the management.

The second step is gathering all essential puzzle pieces together to create the bigger picture. Simply, include your perspective of the industry, company ’s products and services, financial performance, management, and valuation. Then, decide the right recommendation or rating for the stock. Mention the target price and investment rationale.

After creating the bigger picture of the company’s financial analysis , you need to demonstrate a price shart of the company’s stock, showing last year’s share price movement. Plus, include a thorough analysis of the company’s business model and forecast its performance in the upcoming years. Additionally, a key ratio analysis of the company is necessary in your report.

To wrap up your  equity research report , think carefully in writing your explanation concerning your reason for recommendation or rating of the company you’re covering. 

Equity research is done by evaluating the company’s financial statements, conducting ratio analysis, predicting the financials, and exploring various scenarios with the aim of creating a buy/sell stock investment recommendation.                                                                                                              

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An investment research is a kind of research that provides an analysis of the performance of various kinds of financial tools such as mutual funds, stocks, debentures, bonds and many more. This is significant for the investor so that he or she can view the real performance of his or her company. Also, it helps in determining the company’s future performance for price movements. 

The main purpose of equity research is providing comprehensive financial analysis and recommendations to suitable investors, whether they purchase, hold, or sell a certain investment.

Gather your stock research materials so that you can evaluate the financial statements of your company. Then, carefully examine them. After that, you need to perform qualitative research and put your research into context.

Therefore, writing an equity research report is a worthwhile step in analyzing the financial performance of a company especially when it comes to stock investments. The book “ How to Get an Equity Research Analyst Job ” explained that when you are an equity analyst on either the buy or sell side, you are an intermediary in the capital raising process of the global financial markets. The work you do is beneficial in creating a value on publicly traded assets. Here are some of our downloadable and printable research report samples available in different kinds of formats. Simply click the report templates in this article and start downloading now!

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An equity research report is the document prepared by an analyst which provides a recommendation on whether investors should purchase hold, or sell shares of public company. Additionally, it provides an overview of the business, the industry it operates in, the management team, its financial performance risks, and the target price. The equity research is the study of the equities or stocks for the investment purpose. You can also see more on  Research Report in Google Docs Templates.

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Equity research reports are essential for effective stock analysis and decisions. A great report includes accurate data, insightful analysis, and clear visuals for better understanding of the market trends.

ClickUp's Equity Research Report Template gives you all the tools you need to confidently assess your portfolio holdings or potential investments. It lets you:

  • Capture, organize, and analyze data quickly and accurately
  • Move beyond spreadsheets with no-code dashboards and powerful visualizations
  • Share reports publicly or privately with teammates—all in one place.

Analyze like a pro with ClickUp's Equity Research Report Template!

Equity research reports can provide investors with valuable insight into a company’s performance and potential. An equity research report template offers a number of benefits, including:

  • Providing a consistent format for comparing various investments quickly and accurately
  • Simplifying the process of creating detailed, comprehensive reports
  • Helping analysts standardize their research processes
  • Improving communication between analysts and clients

ClickUp's Equity Research Report Template is designed to help you organize and write equity research reports. This Doc template includes:

  • Custom Statuses: Create tasks with specific custom statuses to keep track of the different stages of your equity research report
  • Custom Fields: Categorize and add attributes to manage your equity research report to ensure accuracy and consistency
  • Custom Views: Start with this Doc template and build out your ClickUp workflow which includes List, Gantt, Workload, Calendar, and more
  • Project Management: Improve equity research report tracking with comment reactions, collaborative editing, automations, AI, and more

Creating an equity research report can be a challenging task, but it doesn’t have to be. By following these steps, you can easily create a comprehensive, professional looking report that will be sure to impress any investor.

Start by gathering the necessary information about the company you’re researching. This includes financial statements, company news, analyst reports, and other relevant data.

Create tasks in ClickUp to track the information you need and assign them to team members for research.

Once you have all the necessary data, it’s time to analyze it. Look at the company’s financial performance, its competitive landscape, and other factors that could affect its stock price.

Create custom fields in ClickUp to track and analyze the data points that are most relevant to the company.

Now it’s time to start writing the report. Start with a brief overview of the company and its industry, followed by your analysis of the data.

Use a Doc in ClickUp to write the report and collaborate with your team .

Adding visuals to the report can help make the data easier to digest. Use charts and graphs to illustrate key points and add clarity to your analysis.

Use the Table view in ClickUp to create visuals and charts to support your analysis.

Once the report is finished, it’s important to give it a professional look. This includes adding headers, footers, page numbers, and any other elements that will make the report look polished and presentable.

Use the Board view in ClickUp to format and organize your report for a professional appearance.

Once you’ve finished formatting the report, it’s time to review it again for accuracy and any last minute changes. When you’re satisfied with the results, you can send it to investors or other stakeholders.

Set a Milestone in ClickUp to mark the completion of the report and send it out.

Equity analysts can use this Equity Research Report Template to help everyone stay on the same page when it comes to analyzing stocks and preparing reports.

First, hit “Add Template” to sign up for ClickUp and add the template to your Workspace. Make sure you designate which Space or location in your Workspace you’d like this template applied.

Next, invite relevant members or guests to your Workspace to start collaborating.

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Now you can take advantage of the full potential of this template to create an equity research report:

  • Create a project for each equity research report
  • Assign tasks to team members and designate a timeline
  • Collaborate with stakeholders to research and analyze potential investments
  • Organize tasks into categories to keep track of progress
  • Set up notifications to stay up-to-date on progress
  • Hold regular meetings to discuss progress and any issues
  • Monitor and analyze tasks to ensure maximum productivity

Get Started with Our Equity Research Report Template Today

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    equity research report sample pdf

  4. Equity Research Report

    equity research report sample pdf

  5. 21+ SAMPLE Equity Research Report in PDF

    equity research report sample pdf

  6. 21+ SAMPLE Equity Research Report in PDF

    equity research report sample pdf

VIDEO

  1. Session on 'How to write an Equity Research Report?' by Mr. Azfer Naseem, CFA

  2. Equity: Concepts, Requirements, Standards (cont.) I

  3. How to be a good Equity Analyst?

  4. EQUITY ANALYSIS REVISION OF CONCEPTS

  5. Prop Equity Analytics (P.E Analytics)

  6. Learn Equity Research for Free

COMMENTS

  1. Equity Research Report: Samples, Tutorials, and Explanations

    Table of Contents: 1:43: Part 1: Stock Pitches vs. Equity Research Reports 6:00: Part 2: The 4 Main Differences in Research Reports 12:46: Part 3: Sample Reports and the Typical Sections 20:53: Recap and Summary You can get the reports and documents referenced in the video here: Equity Research Report - Jazz Pharmaceuticals [JAZZ] - OUTPERFORM [BUY] Recommendation [PDF]

  2. Equity Research Report

    Equity research reports are one of several types of key documents analysts have to gather before diving into a full-scale financial modeling project. That's because research reports contain estimates used widely by investment bankers to help drive the assumptions underpinning 3-statement models and other models commonly built on the sell side.

  3. PDF Equity Research Report

    Equity Research Report This report is published by: WUTIS -Trading and Investment Society 0% 100% 200% 300% 400% Jän.11Jän.12Jän.13Jän.14Jän.15Jän.16 ExpeUSEquity S&P500 PricelinePCLN

  4. 21+ SAMPLE Equity Research Report in PDF

    How To Write Equity Research Reports. Equity research reports pose a great significance when making purchasing and selling decisions. The purpose of creating the report is to supply information to make recommendations on whether investors buy, hold, or sell shares of a public company. Below is a helpful guide that you can use to create an ...

  5. PDF Morningstar Equity Analyst Report

    We've simulated the impact of various tax rate changes on valuations for our covered U.S. equities. For the average U.S. equity, the impact of the statutory tax rate increase to 26% from 21% generates a 2.7% fall in valuation. If rates increase to the full 28% as proposed, that generates a 3.8% fall in valuation.

  6. Equity Research Report

    An equity research report is a document prepared by an Analyst that provides a recommendation on whether investors should buy, hold, or sell shares of a public company. Additionally, it provides an overview of the business, the industry it operates in, the management team, its financial performance , risks, and the target price.

  7. How to Write Equity Research Report: A Step-by-Step Guide

    Before writing the report, have a clear view of the company in terms of—Investment rationale, risk assessment, key growth drivers, cost drivers, and revenue drivers. 2. Recommendation/Rating. Clearly write the company's name at the top of the report and mention your recommendation—buy, sell, hold.

  8. PDF Sample Morningstar Equity Research Reports Table of Contents 2 Stock

    This report is for information purposes only, and should not be considered a solicitation to buy or sell any security. Redistribution is prohibited without written permission. To order reprints, call +1 312-696-6100. To license the research, call +1 312-696-6869. ß fi SAMPLE

  9. PDF Morningstar Equity Analyst Report Features

    An economic moat is a structural feature that allows a firm to sustain excess profits over a long period of time. We define economic profits as returns on invested capital (or ROIC) over and above our estimate of a firm's cost of capital, or weighted average cost of capital (or WACC). Without a moat, profits are more susceptible to competition.

  10. PDF Morningstar Equity Research Methodology

    5. Cost of Equity = Market Average Real Return Expectation (6.5%-7.0% based on what we observe as a mean-reverting real return of the S&P 500 over long rolling time horizons— this is not a ...

  11. Equity Research Report (Meaning, Sample)

    An Equity Research Report is a document prepared by Equity Research Analysts or Financial brokers. It focuses on a specific stock or industry sector, currency, commodity or fixed-income instrument, or even a geographic region or country. They contain recommendations for buying or selling that stock, including DCF modeling, relative valuations, etc.

  12. How to Write an Equity Research Report

    An equity research report is a document prepared by an analyst who is part of an investment research team in a brokerage firm or investment bank. It provides an overview of the business, the industry it operates in, the management team, the company's financial performance, and risks, and includes a target price and investment recommendation.

  13. PDF CFA Institute Research Challenge

    The CFA Institute Research Challenge is a global competition that tests the equity research and valuation, investment report writing, and presentation skills of university students. The following report was prepared in compliance with the Official Rules of the CFA Institute Research Challenge, is submitted by a team of university students as ...

  14. PDF Guidance for Integrating Esg Information Into Equity Analysis and

    Guidance for Integrating ESG Information into Equity Analysis and Research Reports 2 | CFA Institute • timing lags between company disclosures and third-party data; • 5the completeness of the ESG information dataset; and • the reliance on estimated or modeled ESG information. When assessing data quality, analysts should

  15. Equity Research Report

    An equity research report is a document prepared by an equity analyst. It is a form of communication between financial experts and investors. The analyst conducts an in-depth analysis of a company, industry, or even an economy and explains his findings in the form of a report. The purpose of preparing such reports is to provide investment ...

  16. Equity Research Report

    Examples. Equity Research is a lot of work, for your convience here are 10+ equity research report examples and templates for you! 1. Financial Analysis Report Template. 2. Financial Analysis Template. 3. Business Research Report Template.

  17. FREE 10+ Equity Research Report Samples in MS Excel

    What is an Equity Research Report? An equity research report is a beneficial document that contains the well-detailed financial analysis and recommendations concerning investment banking, sales, and trading. It gives essential details about a particular company's target price and recommendation, compelling headline, stock vs. index graph, stock data, investment report summary or overview ...

  18. Equity Research Report: Sample, Tutorials, and Explanations

    Board of Contents: 1:43: Part 1: Equity Pitches counter. Equity Research Reports; 6:00: Parts 2: The 4 Main Differences in Research Reports 12:46: Part 3: Test Reports and the Typical Sections 20:53: Caption and Summary You can get one reports and documents referenced in the tape here: Equity Research Record - Jazz Pharmaceuticals [JAZZ] - OUTPERFORM [BUY] Recommendation [PDF]

  19. Sample Stock Report

    CFRA provides independent and actionable research and analytics to our global subscribers to improve their investment and business decisions. CFRA Stock Reports gives clients confidence and insight to make informed investment decisions. Each report combines the equity analyst's evaluations and sub-industry outlook with the stock's ...

  20. 12+ Equity Research Report Templates in PDF

    The Equity Research Sample Report analyses and studies the companies, analyse the financials, look at the qualititive and quantitive aspect mainly for the decisions, whether to invests or not. The equity research comprises of the multiple steps such as the economic analysis, industry analysis , company analysis, financial statement analysis etc.

  21. Equity Research Report Template by ClickUp™

    Equity Research Report. A document created by an equity research analyst called an Equity Research Report frequently offers advice on whether investors should purchase, hold, or sell shares of a publicly traded firm. An analyst outlines their recommendation, target price, investment thesis, valuation, and risks in an equities research report.

  22. PDF Advancing Equity in Race & Ethnicity Data in Population Surveys

    Abstract. This Equity Brief describes findings from a qualitative study using interviews with subject matter experts in survey research and measurement and collection of demographic data on race and ethnicity. The purpose of the interviews was to identify and share best practices on equitable methods to collect and analyze demographic data on ...

  23. 1894 PDFs

    Explore the latest full-text research PDFs, articles, conference papers, preprints and more on EQUITY RESEARCH. Find methods information, sources, references or conduct a literature review on ...