analytical dissertation

How To Write an Analytical Essay

If you enjoy exploring topics deeply and thinking creatively, analytical essays could be perfect for you. They involve thorough analysis and clever writing techniques to gain fresh perspectives and deepen your understanding of the subject. In this article, our expert research paper writer will explain what an analytical essay is, how to structure it effectively and provide practical examples. This guide covers all the essentials for your writing success!

What Is an Analytical Essay

An analytical essay involves analyzing something, such as a book, movie, or idea. It relies on evidence from the text to logically support arguments, avoiding emotional appeals or personal stories. Unlike persuasive essays, which argue for a specific viewpoint, a good analytical essay explores all aspects of the topic, considering different perspectives, dissecting arguments, and evaluating evidence carefully. Ultimately, you'll need to present your own stance based on your analysis, synthesize findings, and decide whether you agree with the conclusions or have your own interpretation.

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How to Structure an Analytical Essay

Crafting an excellent paper starts with clear organization and structuring of arguments. An analytical essay structure follows a simple outline: introduction, body, and conclusion.

Introduction: Begin by grabbing the reader's attention and stating the topic clearly. Provide background information, state the purpose of the paper, and hint at the arguments you'll make. The opening sentence should be engaging, such as a surprising fact or a thought-provoking question. Then, present your thesis, summarizing your stance in the essay.

Body Paragraphs: Each paragraph starts with a clear topic sentence guiding the reader and presents evidence supporting the thesis. Focus on one issue per paragraph and briefly restate the main point at the end to transition smoothly to the next one. This ensures clarity and coherence in your argument.

Conclusion: Restate the thesis, summarize key points from the body paragraphs, and offer insights on the significance of the analysis. Provide your thoughts on the topic's importance and how your analysis contributes to it, leaving a lasting impression on the reader.

Meanwhile, you might also be interested in how to write a reflection paper , so check out the article for more information!

How to Write an Analytical Essay in 6 Simple Steps

Once you've got a handle on the structure, you can make writing easier by following some steps. Preparing ahead of time can make the process smoother and improve your essay's flow. Here are some helpful tips from our experts. And if you need it, you can always request our experts to write my essay for me , and we'll handle it promptly.

Step 1: Decide on Your Stance

Before diving into writing, it's crucial to establish your stance on the topic. Let's say you're going to write an analytical essay example about the benefits and drawbacks of remote work. Before you start writing, you need to decide what your opinion or viewpoint is on this topic.

• Do you think remote work offers flexibility and improved work-life balance for employees?
• Or maybe you believe it can lead to feelings of isolation and decreased productivity?

Once you've determined your stance on remote work, it's essential to consider the evidence and arguments supporting your position. Are there statistics or studies that back up your viewpoint? For example, if you believe remote work improves productivity, you might cite research showing increased output among remote workers. On the other hand, if you think it leads to isolation, you could reference surveys or testimonials highlighting the challenges of remote collaboration. Your opinion will shape how you write your essay, so take some time to think about what you believe about remote work before you start writing.

Step 2: Write Your Thesis Statement

Once you've figured out what you think about the topic, it's time to write your thesis statement. This statement is like the main idea or argument of your essay.

If you believe that remote work offers significant benefits, your thesis statement might be: 'Remote work presents an opportunity for increased flexibility and work-life balance, benefiting employees and employers alike in today's interconnected world.'

Alternatively, if you believe that remote work has notable drawbacks, your thesis statement might be: 'While remote work offers flexibility, it can also lead to feelings of isolation and challenges in collaboration, necessitating a balanced approach to its implementation.'

Your thesis statement guides the rest of your analytical essay, so make sure it clearly expresses your viewpoint on the benefits and drawbacks of remote work.

Step 3: Write Topic Sentences

After you have your thesis statement about the benefits and drawbacks of remote work, you need to come up with topic sentences for each paragraph while writing an analytical essay. These sentences introduce the main point of each paragraph and help to structure your essay.

Let's say your first paragraph is about the benefits of remote work. Your topic sentence might be: 'Remote work offers employees increased flexibility and autonomy, enabling them to better manage their work-life balance.'

For the next paragraph discussing the drawbacks of remote work, your topic sentence could be: 'However, remote work can also lead to feelings of isolation and difficulties in communication and collaboration with colleagues.'

And for the paragraph about potential solutions to the challenges of remote work, your topic sentence might be: 'To mitigate the drawbacks of remote work, companies can implement strategies such as regular check-ins, virtual team-building activities, and flexible work arrangements.'

Each topic sentence should relate back to your thesis statement about the benefits and drawbacks of remote work and provide a clear focus for the paragraph that follows.

Step 4: Create an Outline

Now that you have your thesis statement and topic sentences, it's time to create an analytical essay outline to ensure your essay flows logically. Here's an outline prepared by our analytical essay writer based on the example of discussing the benefits and drawbacks of remote work:

Step 5: Write Your First Draft

Now that you have your outline, it's time to start writing your first draft. Begin by expanding upon each point in your outline, making sure to connect your ideas smoothly and logically. Don't worry too much about perfection at this stage; the goal is to get your ideas down on paper. You can always revise and polish your draft later.

As you write, keep referring back to your thesis statement to ensure that your arguments align with your main argument. Additionally, make sure each paragraph flows naturally into the next, maintaining coherence throughout your essay.

Once you've completed your first draft, take a break and then come back to review and revise it. Look for areas where you can strengthen your arguments, clarify your points, and improve the overall structure and flow of your essay.

Remember, writing is a process, and it's okay to go through multiple drafts before you're satisfied with the final result. Take your time and be patient with yourself as you work towards creating a well-crafted essay on the benefits and drawbacks of remote work.

Step 6: Revise and Proofread

Once you've completed your first draft, it's essential to revise and proofread your essay to ensure clarity, coherence, and correctness. Here's how to approach this step:

• Check if your ideas make sense and if they support your main point.
• Make sure your writing style stays the same and your format follows the rules.
• Double-check your facts and make sure you've covered everything important.
• Cut out any extra words and make your sentences clear and short.
• Look for mistakes in spelling and grammar.
• Ask someone to read your essay and give you feedback.

What is the Purpose of an Analytical Essay?

Analytical essays aim to analyze texts or topics, presenting a clear argument. They deepen understanding by evaluating evidence and uncovering underlying meanings. These essays promote critical thinking, challenging readers to consider different viewpoints.

They're also great for improving critical thinking skills. By breaking down complex ideas and presenting them clearly, they encourage readers to think for themselves and reach their own conclusions.

This type of essay also adds to academic discussions by offering fresh insights. By analyzing existing research and literature, they bring new perspectives or shine a light on overlooked parts of a topic. This keeps academic conversations lively and encourages more exploration in the field.

Analytical Essay Examples

Check out our essay samples to see theory in action. Crafted by our dissertation services , they show how analytical thinking applies to real situations, helping you understand concepts better.

With our tips on how to write an analytical essay, you're ready to boost your writing skills and craft essays that captivate your audience. With practice, you'll become a pro at analytical writing, ready to tackle any topic with confidence. And, if you need help to buy essay online , just drop us a line saying ' do my homework for me ' and we'll jump right in!

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How to Write an Analytical Essay?

What is an analytical essay.

Daniel Parker

is a seasoned educational writer focusing on scholarship guidance, research papers, and various forms of academic essays including reflective and narrative essays. His expertise also extends to detailed case studies. A scholar with a background in English Literature and Education, Daniel’s work on EssayPro blog aims to support students in achieving academic excellence and securing scholarships. His hobbies include reading classic literature and participating in academic forums.

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.

Module 8: Analysis and Synthesis

Analytical thesis statements, learning objective.

• Describe strategies for writing analytical thesis statements
• Identify analytical thesis statements

In order to write an analysis, you want to first have a solid understanding of the thing you are analyzing. Remember, when you are analyzing as a writer, you are:

• Breaking down information or artifacts into component parts
• Uncovering relationships among those parts
• Determining motives, causes, and underlying assumptions
• Making inferences and finding evidence to support generalizations

You may be asked to analyze a book, an essay, a poem, a movie, or even a song. For example, let’s suppose you want to analyze the lyrics to a popular song. Pretend that a rapper called Escalade has the biggest hit of the summer with a song titled “Missing You.” You listen to the song and determine that it is about the pain people feel when a loved one dies. You have already done analysis at a surface level and you want to begin writing your analysis. You start with the following thesis statement:

Escalade’s hit song “Missing You” is about grieving after a loved one dies.

There isn’t much depth or complexity to such a claim because the thesis doesn’t give much information. In order to write a better thesis statement, we need to dig deeper into the song. What is the importance of the lyrics? What are they really about? Why is the song about grieving? Why did he present it this way? Why is it a powerful song? Ask questions to lead you to further investigation. Doing so will help you better understand the work, but also help you develop a better thesis statement and stronger analytical essay.

Formulating an Analytical Thesis Statement

When formulating an analytical thesis statement in college, here are some helpful words and phrases to remember:

• What? What is the claim?
• How? How is this claim supported?
• So what? In other words, “What does this mean, what are the implications, or why is this important?”

Telling readers what the lyrics are might be a useful way to let them see what you are analyzing and/or to isolate specific parts where you are focusing your analysis. However, you need to move far beyond “what.” Instructors at the college level want to see your ability to break down material and demonstrate deep thinking. The claim in the thesis statement above said that Escalade’s song was about loss, but what evidence do we have for that, and why does that matter?

Effective analytical thesis statements require digging deeper and perhaps examining the larger context. Let’s say you do some research and learn that the rapper’s mother died not long ago, and when you examine the lyrics more closely, you see that a few of the lines seem to be specifically about a mother rather than a loved one in general.

Then you also read a recent interview with Escalade in which he mentions that he’s staying away from hardcore rap lyrics on his new album in an effort to be more mainstream and reach more potential fans. Finally, you notice that some of the lyrics in the song focus on not taking full advantage of the time we have with our loved ones.   All of these pieces give you material to write a more complex thesis statement, maybe something like this:

In the hit song “Missing You,” Escalade draws on his experience of losing his mother and raps about the importance of not taking time with family for granted in order to connect with his audience.

Such a thesis statement is focused while still allowing plenty of room for support in the body of your paper. It addresses the questions posed above:

• The claim is that Escalade connects with a broader audience by rapping about the importance of not taking time with family for granted in his hit song, “Missing You.”
• This claim is supported in the lyrics of the song and through the “experience of losing his mother.”
• The implications are that we should not take the time we have with people for granted.

Certainly, there may be many ways for you to address “what,” “how,” and “so what,” and you may want to explore other ideas, but the above example is just one way to more fully analyze the material. Note that the example above is not formulaic, but if you need help getting started, you could use this template format to help develop your thesis statement.

Through ________________(how?), we can see that __________________(what?), which is important because ___________________(so what?). [1]

Just remember to think about these questions (what? how? and so what?) as you try to determine why something is what it is or why something means what it means. Asking these questions can help you analyze a song, story, or work of art, and can also help you construct meaningful thesis sentences when you write an analytical paper.

Key Takeaways for analytical theses

Don’t be afraid to let your claim evolve organically . If you find that your thinking and writing don’t stick exactly to the thesis statement you have constructed, your options are to scrap the writing and start again to make it fit your claim (which might not always be possible) or to modify your thesis statement. The latter option can be much easier if you are okay with the changes. As with many projects in life, writing doesn’t always go in the direction we plan, and strong analysis may mean thinking about and making changes as you look more closely at your topic. Be flexible.

Use analysis to get you to the main claim. You may have heard the simile that analysis is like peeling an onion because you have to go through layers to complete your work. You can start the process of breaking down an idea or an artifact without knowing where it will lead you or without a main claim or idea to guide you. Often, careful assessment of the pieces will bring you to an interesting interpretation of the whole. In their text Writing Analytically , authors David Rosenwasser and Jill Stephen posit that being analytical doesn’t mean just breaking something down. It also means constructing understandings. Don’t assume you need to have deeper interpretations all figured out as you start your work.

When you decide upon the main claim, make sure it is reasoned . In other words, if it is very unlikely anyone else would reach the same interpretation you are making, it might be off base. Not everyone needs to see an idea the same way you do, but a reasonable person should be able to understand, if not agree, with your analysis.

Look for analytical thesis statements in the following activity.

Using Evidence

An effective analytical thesis statement (or claim) may sound smart or slick, but it requires evidence to be fully realized. Consider movie trailers and the actual full-length movies they advertise as an analogy. If you see an exciting one-minute movie trailer online and then go see the film only to leave disappointed because all the good parts were in the trailer, you feel cheated, right? You think you were promised something that didn’t deliver in its execution. A paper with a strong thesis statement but lackluster evidence feels the same way to readers.

So what does strong analytical evidence look like? Think again about “what,” “how,” and “so what.” A claim introduces these interpretations, and evidence lets you show them. Keep in mind that evidence used in writing analytically will build on itself as the piece progresses, much like a good movie builds to an interesting climax.

Key Takeaways about evidence

Be selective about evidence. Having a narrow thesis statement will help you be selective with evidence, but even then, you don’t need to include any and every piece of information related to your main claim. Consider the best points to back up your analytic thesis statement and go deeply into them. (Also, remember that you may modify your thesis statement as you think and write, so being selective about what evidence you use in an analysis may actually help you narrow down what was a broad main claim as you work.) Refer back to our movie theme in this section: You have probably seen plenty of films that would have been better with some parts cut out and more attention paid to intriguing but underdeveloped characters and/or ideas.

Be clear and explicit with your evidence. Don’t assume that readers know exactly what you are thinking. Make your points and explain them in detail, providing information and context for readers, where necessary. Remember that analysis is critical examination and interpretation, but you can’t just assume that others always share or intuit your line of thinking. Need a movie analogy? Think back on all the times you or someone you know has said something like “I’m not sure what is going on in this movie.”

Move past obvious interpretations. Analyzing requires brainpower. Writing analytically is even more difficult. Don’t, however, try to take the easy way out by using obvious evidence (or working from an obvious claim). Many times writers have a couple of great pieces of evidence to support an interesting interpretation, but they feel the need to tack on an obvious idea—often more of an observation than analysis—somewhere in their work. This tendency may stem from the conventions of the five-paragraph essay, which features three points of support. Writing analytically, though, does not mean writing a five-paragraph essay (not much writing in college does). Develop your other evidence further or modify your main idea to allow room for additional strong evidence, but avoid obvious observations as support for your main claim. One last movie comparison? Go take a look at some of the debate on predictable Hollywood scripts. Have you ever watched a movie and felt like you have seen it before? You have, in one way or another. A sharp reader will be about as interested in obvious evidence as he or she will be in seeing a tired script reworked for the thousandth time.

One type of analysis you may be asked to write is a literary analysis, in which you examine a piece of text by breaking it down and looking for common literary elements, such as character, symbolism, plot, setting, imagery, and tone.

The video below compares writing a literary analysis to analyzing a team’s chances of winning a game—just as you would look at various factors like the weather, coaching, players, their record, and their motivation for playing. Similarly, when analyzing a literary text you want to look at all of the literary elements that contribute to the work.

The video takes you through the story of Cinderalla as an example, following the simplest possible angle (or thesis statement), that “Dreams can come true if you don’t give up.” (Note that if you were really asked to analyze Cinderella for a college class, you would want to dig deeper to find a more nuanced and interesting theme, but it works well for this example.) To analyze the story with this theme in mind, you’d want to consider the literary elements such as imagery, characters, dialogue, symbolism, the setting, plot, and tone, and consider how each of these contribute to the message that “Dreams can come true if you don’t give up.”

You can view the transcript for “How to Analyze Literature” here (opens in new window) .

• UCLA Undergraduate Writing Center. "What, How and So What?" Approaching the Thesis as a Process. https://wp.ucla.edu/wp-content/uploads/2016/01/UWC_handouts_What-How-So-What-Thesis-revised-5-4-15-RZ.pdf ↵
• Keys to Successful Analysis. Authored by : Guy Krueger. Provided by : University of Mississippi. License : CC BY-SA: Attribution-ShareAlike
• Thesis Statement Activity. Authored by : Excelsior OWL. Located at : https://owl.excelsior.edu/research/thesis-or-focus/thesis-or-focus-thesis-statement-activity/ . License : CC BY: Attribution
• What is Analysis?. Authored by : Karen Forgette. Provided by : University of Mississippi. License : CC BY: Attribution
• How to Analyze Literature. Provided by : HACC, Central Pennsylvania's Community College. Located at : https://www.youtube.com/watch?v=pr4BjZkQ5Nc . License : Other . License Terms : Standard YouTube License

• Subject Guides

10 Top Tips for a Tip Top Undergraduate Dissertation: a Practical Guide

Manage your time effectively

Specify a clear research question

Understand your research methodology

Construct a comprehensive search strategy

Engage critically with the literature

Leave no stone unturned in your search for resources

Think carefully about how to structure your argument

Write with an analytical style

Make the most of Word

Seek help when you need it

Go beyond the surface in your writing

When you’re writing your dissertation, always aim to write with an analytical style. It’s much easier to produce very descriptive writing, especially in a literature review, but it’s much more effective and interesting if you write analytically. Consider the reader’s point of view: do they really need a one-by-one description of everything that you read, or would they rather read a critical overview of the themes? Even the best descriptive writing can get a bit boring after a while, so try to avoid it where possible.

That doesn’t mean that you can’t be descriptive at all. For example, the methodology and findings sections are likely to describe a relatively linear approach. Even in these sections, however, look for opportunities for be analytical. In the methodology, for example, reflect on your chosen approach; why was it the right one to meet your aims? This elevates your writing style and makes for a much more engaging dissertation.

Criticality and complexity

Remember that there is a difference between criticism and criticality. Being critical in academic work doesn’t mean that you’re being negative or derogatory about other people’s work, or even your own. It’s more about being honest about the limitations, and highlighting the comparisons and contrasts that exist.

With that in mind, it’s hugely important that you don’t shy away from areas of complexity, either in the literature or within your own research. As we explored in tip 5, it’s tempting in the literature review to include only those items which agree with your point of view. Whilst you of course want to persuade the reader of the merits of your argument, you mustn’t leave out any areas of conflict; if you do, you’re presenting a very one-sided argument, which might look like you have left significant gaps in your research. Try to present as many different perspectives on the literature as possible, make comparisons and contrasts between sources, and ultimately demonstrate why your argument is the most persuasive or justified. This makes for a much stronger and more convincing dissertation overall.

Further advice

Explore our Skills Guide on critical writing for more guidance in this area. You might also like to explore the links below.

• Using English for Academic Purposes Provides lots of advice about academic writing skills
• Academic writing Guides and activities from the BBC to improve your academic writing skills
• Linking words and phrases A useful selection of words and phrases to link sentences and sections of your writing
• Reporting verbs Advice on how to discuss research findings in your writing

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• URL: https://subjectguides.york.ac.uk/dissertation

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How to Write an Analytical Essay

Last Updated: July 5, 2024 Fact Checked

This article was co-authored by Megan Morgan, PhD . Megan Morgan is a Graduate Program Academic Advisor in the School of Public & International Affairs at the University of Georgia. She earned her PhD in English from the University of Georgia in 2015. There are 8 references cited in this article, which can be found at the bottom of the page. This article has been fact-checked, ensuring the accuracy of any cited facts and confirming the authority of its sources. This article has been viewed 3,991,815 times.

Writing an analytical essay can seem daunting, especially if you've never done it before. Don't worry! Take a deep breath, buy yourself a caffeinated beverage, and follow these steps to create a well-crafted analytical essay.

Prewriting for Your Essay

• For example, "Stanley Kubrick's The Shining uses a repeating motif of Native American culture and art to comment on America's history of colonizing Native Americans' lands" is an analytical thesis. It is analyzing a particular text and setting forth an argument about it in the form of a thesis statement.

• If you're writing an analytical essay about a work of fiction, you could focus your argument on what motivates a specific character or group of characters. Or, you could argue why a certain line or paragraph is central to the work as a whole. For example: Explore the concept of vengeance in the epic poem Beowulf .
• If you're writing about a historical event, try focusing on the forces that contributed to what happened.
• If you're writing about scientific research or findings, follow the scientific method to analyze your results.

• Look for repeated imagery, metaphors, phrases, or ideas. Things that repeat are often important. See if you can decipher why these things are so crucial. Do they repeat in the same way each time, or differently?
• How does the text work? If you're writing a rhetorical analysis, for example, you might analyze how the author uses logical appeals to support her argument and decide whether you think the argument is effective. If you're analyzing a creative work, consider things like imagery, visuals in a film, etc. If you're analyzing research, you may want to consider the methods and results and analyze whether the experiment is a good design.
• A mind map can be helpful to some people. Start with your central topic, and arrange smaller ideas around it in bubbles. Connect the bubbles to identify patterns and how things are related.
• Good brainstorming can be all over the place. In fact, that can be a good way to start off! Don't discount any ideas just yet. Write down any element or fact that you think of as you examine your topic.

• This is an analytical thesis because it examines a text and makes a particular claim.
• The claim is "arguable," meaning it's not a statement of pure fact that nobody could contest. An analytical essay takes a side and makes an argument.
• Make sure your thesis is narrow enough to fit the scope of your assignment. "Revenge in Beowulf could be a PhD dissertation, it's so broad. It's probably much too big for a student essay. However, arguing that one character's revenge is more honorable than another's is manageable within a shorter student essay.
• Unless instructed to write one, avoid the "three-prong" thesis that presents three points to be discussed later. These thesis statements usually limit your analysis too much and give your argument a formulaic feel. It's okay to state generally what your argument will be.

• Example of supporting evidence : To support a claim that the dragon’s vengeance was more righteous than Grendel's mother's, look at the passages in the poem that discuss the events leading up to each monster’s attack, the attacks themselves, as well as the reactions to those attacks. Don't: ignore or twist evidence to fit your thesis. Do: adjust your thesis to a more nuanced position as you learn more about the topic.

• If you're not quite sure how all your evidence fits together, don't worry! Making an outline can help you figure out how your argument should progress.
• You can also make a more informal outline that groups your ideas together in large groups. From there, you can decide what to talk about where.
• Your essay will be as long as it needs to be to adequately discuss your topic. A common mistake students make is to choose a large topic and then allow only 3 body paragraphs to discuss it. This makes essays feel shallow or rushed. Don't be afraid to spend enough time discussing each detail!

Writing Your Essay

• Example introduction : Revenge was a legally recognized right in ancient Anglo-Saxon culture. The many revenges in the epic poem Beowulf show that retribution was an essential part of the Anglo-Saxon age. However, not all revenges are created alike. The poet's portrayal of these revenges suggests that the dragon was more honorable in his act of revenge than Grendel's mother.
• This introduction gives your readers information they should know to understand your argument, and then presents an argument about the complexity of a general topic (revenge) in the poem. This type of argument can be interesting because it suggests that the reader needs to think about the text very carefully and not take it at face value. Don't: include filler and fluff sentences beginning with "In modern society" or "Throughout time." Do: briefly mention the title, author, and publication date of the text you're analyzing.

• Example topic sentence : The key to differentiating between the two attacks is the notion of excessive retribution.
• Example analysis : Grendel's mother does not simply want vengeance, as per the Medieval concept of ‘an eye for an eye.’ Instead, she wants to take a life for a life while also throwing Hrothgar’s kingdom into chaos.
• Example evidence : Instead of simply killing Aeschere, and thus enacting just revenge, she “quickly [snatches] up” that nobleman and, with him “tight in her clutches,” she leaves for the fen (1294). She does this to lure Beowulf away from Heorot so she can kill him as well.
• The formula "CEE" may help you remember: Claim-Evidence-Explanation. Whenever you present a claim, make sure you present evidence to support that claim and explain how the evidence relates to your claim.

• Example of a quote : Instead of simply killing Aeschere, and thus enacting just revenge, she “quickly [snatches] up” that nobleman and, with him “tight in her clutches,” she leaves for the fen (1294).
• Example of a paraphrased sentence : The female Grendel enters Heorot, snatches up one of the men sleeping inside it, and runs away to the fen (1294).

• Example conclusion : The concept of an ‘eye for an eye’ was very present in the early Medieval world. However, by comparing the attacks of both Grendel's mother and the dragon, the medieval world’s perception of righteous vengeance versus unjust revenge is made clear. While the dragon acts out in the only way he knows how, Grendel's mother attacks with evil intent.
• Example conclusion with a ‘bigger world connection’: The concept of an ‘eye for an eye’ was very present in the early Medieval world. However, by comparing the attacks of both Grendel's mother and the dragon, the medieval world’s perception of righteous vengeance versus unjust revenge is made clear. While the dragon acts out in the only way he knows how, Grendel's mother attacks with evil intent. As we saw from the study of other characters, these portrayals may tie into an early Medieval perception that women had greater potential for evil.

Finalizing Your Essay

• Make sure to also format your essay correctly. For example, using a 12-pt standard font (like Arial or Times New Roman) and 1" margins is standard.

• If you are analyzing a film, look up the list of characters online. Check two or three sources to make sure that you have the correct spelling.

Analytical Essay Writing Help

Community Q&A

• Ask yourself "What am I trying to prove?" The answer should be in your thesis. If not, go back and fix it. Thanks Helpful 0 Not Helpful 0
• If you are writing a formal analysis or critique, then avoid using colloquial writing . Though informal language may bring some color to a paper, you do not want to risk weakening your argument by influencing it with verbal slang. Thanks Helpful 0 Not Helpful 0
• Avoid being too vague. Vagueness leaves room for misinterpretation and in a coherent, analytical essay, leaving room for misinterpretation decreases the effectiveness of your argument. Thanks Helpful 0 Not Helpful 0

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• ↑ https://www.stetson.edu/other/writing-center/media/Handout%20-%20Analytical%20Essay.pdf
• ↑ https://www.bucks.edu/media/bcccmedialibrary/pdf/HOWTOWRITEALITERARYANALYSISESSAY_10.15.07_001.pdf
• ↑ https://lsa.umich.edu/sweetland/undergraduates/writing-guides/how-can-i-create-stronger-analysis-.html
• ↑ https://academics.umw.edu/writing-fredericksburg/files/2011/09/Basic-Outlines.pdf
• ↑ https://lsa.umich.edu/sweetland/undergraduates/writing-guides/how-do-i-write-an-intro--conclusion----body-paragraph.html
• ↑ https://lsa.umich.edu/sweetland/undergraduates/writing-guides/how-do-i-incorporate-quotes-.html
• ↑ https://owl.purdue.edu/owl/general_writing/the_writing_process/proofreading/proofreading_suggestions.html
• ↑ https://academicguides.waldenu.edu/writingcenter/writingprocess/proofreading

About This Article

To write an analytical essay, first write an introduction that gives your reader background information and introduces your thesis. Then, write body paragraphs in support of your thesis that include a topic sentence, an analysis of some part of the text, and evidence from the text that supports your analysis. You can use direct quotes from the text that support your point of view or paraphrase if you’re trying to summarize information. Finally, complete your essay with a conclusion that reiterates your thesis and your primary support for it. To learn from our English reviewer how to come up with your thesis statement and find evidence that supports it, read on! Did this summary help you? Yes No

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8.5 Writing Process: Creating an Analytical Report

Learning outcomes.

By the end of this section, you will be able to:

• Identify the elements of the rhetorical situation for your report.
• Find and focus a topic to write about.
• Gather and analyze information from appropriate sources.
• Distinguish among different kinds of evidence.
• Draft a thesis and create an organizational plan.
• Compose a report that develops ideas and integrates evidence from sources.
• Give and act on productive feedback to works in progress.

You might think that writing comes easily to experienced writers—that they draft stories and college papers all at once, sitting down at the computer and having sentences flow from their fingers like water from a faucet. In reality, most writers engage in a recursive process, pushing forward, stepping back, and repeating steps multiple times as their ideas develop and change. In broad strokes, the steps most writers go through are these:

• Planning and Organization . You will have an easier time drafting if you devote time at the beginning to consider the rhetorical situation for your report, understand your assignment, gather ideas and information, draft a thesis statement, and create an organizational plan.
• Drafting . When you have an idea of what you want to say and the order in which you want to say it, you’re ready to draft. As much as possible, keep going until you have a complete first draft of your report, resisting the urge to go back and rewrite. Save that for after you have completed a first draft.
• Review . Now is the time to get feedback from others, whether from your instructor, your classmates, a tutor in the writing center, your roommate, someone in your family, or someone else you trust to read your writing critically and give you honest feedback.
• Revising . With feedback on your draft, you are ready to revise. You may need to return to an earlier step and make large-scale revisions that involve planning, organizing, and rewriting, or you may need to work mostly on ensuring that your sentences are clear and correct.

Considering the Rhetorical Situation

Like other kinds of writing projects, a report starts with assessing the rhetorical situation —the circumstance in which a writer communicates with an audience of readers about a subject. As the writer of a report, you make choices based on the purpose of your writing, the audience who will read it, the genre of the report, and the expectations of the community and culture in which you are working. A graphic organizer like Table 8.1 can help you begin.

Summary of Assignment

Write an analytical report on a topic that interests you and that you want to know more about. The topic can be contemporary or historical, but it must be one that you can analyze and support with evidence from sources.

The following questions can help you think about a topic suitable for analysis:

• Why or how did ________ happen?
• What are the results or effects of ________?
• Is ________ a problem? If so, why?
• What are examples of ________ or reasons for ________?
• How does ________ compare to or contrast with other issues, concerns, or things?

Consult and cite three to five reliable sources. The sources do not have to be scholarly for this assignment, but they must be credible, trustworthy, and unbiased. Possible sources include academic journals, newspapers, magazines, reputable websites, government publications or agency websites, and visual sources such as TED Talks. You may also use the results of an experiment or survey, and you may want to conduct interviews.

Consider whether visuals and media will enhance your report. Can you present data you collect visually? Would a map, photograph, chart, or other graphic provide interesting and relevant support? Would video or audio allow you to present evidence that you would otherwise need to describe in words?

Another Lens. To gain another analytic view on the topic of your report, consider different people affected by it. Say, for example, that you have decided to report on recent high school graduates and the effect of the COVID-19 pandemic on the final months of their senior year. If you are a recent high school graduate, you might naturally gravitate toward writing about yourself and your peers. But you might also consider the adults in the lives of recent high school graduates—for example, teachers, parents, or grandparents—and how they view the same period. Or you might consider the same topic from the perspective of a college admissions department looking at their incoming freshman class.

Quick Launch: Finding and Focusing a Topic

Coming up with a topic for a report can be daunting because you can report on nearly anything. The topic can easily get too broad, trapping you in the realm of generalizations. The trick is to find a topic that interests you and focus on an angle you can analyze in order to say something significant about it. You can use a graphic organizer to generate ideas, or you can use a concept map similar to the one featured in Writing Process: Thinking Critically About a “Text.”

Asking the Journalist’s Questions

One way to generate ideas about a topic is to ask the five W (and one H) questions, also called the journalist’s questions : Who? What? When? Where? Why? How? Try answering the following questions to explore a topic:

Who was or is involved in ________?

What happened/is happening with ________? What were/are the results of ________?

When did ________ happen? Is ________ happening now?

Where did ________ happen, or where is ________ happening?

Why did ________ happen, or why is ________ happening now?

How did ________ happen?

For example, imagine that you have decided to write your analytical report on the effect of the COVID-19 shutdown on high-school students by interviewing students on your college campus. Your questions and answers might look something like those in Table 8.2 :

Asking Focused Questions

Another way to find a topic is to ask focused questions about it. For example, you might ask the following questions about the effect of the 2020 pandemic shutdown on recent high school graduates:

• How did the shutdown change students’ feelings about their senior year?
• How did the shutdown affect their decisions about post-graduation plans, such as work or going to college?
• How did the shutdown affect their academic performance in high school or in college?
• How did/do they feel about continuing their education?
• How did the shutdown affect their social relationships?

Any of these questions might be developed into a thesis for an analytical report. Table 8.3 shows more examples of broad topics and focusing questions.

Gathering Information

Because they are based on information and evidence, most analytical reports require you to do at least some research. Depending on your assignment, you may be able to find reliable information online, or you may need to do primary research by conducting an experiment, a survey, or interviews. For example, if you live among students in their late teens and early twenties, consider what they can tell you about their lives that you might be able to analyze. Returning to or graduating from high school, starting college, or returning to college in the midst of a global pandemic has provided them, for better or worse, with educational and social experiences that are shared widely by people their age and very different from the experiences older adults had at the same age.

Some report assignments will require you to do formal research, an activity that involves finding sources and evaluating them for reliability, reading them carefully, taking notes, and citing all words you quote and ideas you borrow. See Research Process: Accessing and Recording Information and Annotated Bibliography: Gathering, Evaluating, and Documenting Sources for detailed instruction on conducting research.

Whether you conduct in-depth research or not, keep track of the ideas that come to you and the information you learn. You can write or dictate notes using an app on your phone or computer, or you can jot notes in a journal if you prefer pen and paper. Then, when you are ready to begin organizing your report, you will have a record of your thoughts and information. Always track the sources of information you gather, whether from printed or digital material or from a person you interviewed, so that you can return to the sources if you need more information. And always credit the sources in your report.

Kinds of Evidence

Depending on your assignment and the topic of your report, certain kinds of evidence may be more effective than others. Other kinds of evidence may even be required. As a general rule, choose evidence that is rooted in verifiable facts and experience. In addition, select the evidence that best supports the topic and your approach to the topic, be sure the evidence meets your instructor’s requirements, and cite any evidence you use that comes from a source. The following list contains different kinds of frequently used evidence and an example of each.

Definition : An explanation of a key word, idea, or concept.

The U.S. Census Bureau refers to a “young adult” as a person between 18 and 34 years old.

Example : An illustration of an idea or concept.

The college experience in the fall of 2020 was starkly different from that of previous years. Students who lived in residence halls were assigned to small pods. On-campus dining services were limited. Classes were small and physically distanced or conducted online. Parties were banned.

Expert opinion : A statement by a professional in the field whose opinion is respected.

According to Louise Aronson, MD, geriatrician and author of Elderhood , people over the age of 65 are the happiest of any age group, reporting “less stress, depression, worry, and anger, and more enjoyment, happiness, and satisfaction” (255).

Fact : Information that can be proven correct or accurate.

According to data collected by the NCAA, the academic success of Division I college athletes between 2015 and 2019 was consistently high (Hosick).

Interview : An in-person, phone, or remote conversation that involves an interviewer posing questions to another person or people.

During our interview, I asked Betty about living without a cell phone during the pandemic. She said that before the pandemic, she hadn’t needed a cell phone in her daily activities, but she soon realized that she, and people like her, were increasingly at a disadvantage.

Quotation : The exact words of an author or a speaker.

In response to whether she thought she needed a cell phone, Betty said, “I got along just fine without a cell phone when I could go everywhere in person. The shift to needing a phone came suddenly, and I don’t have extra money in my budget to get one.”

Statistics : A numerical fact or item of data.

The Pew Research Center reported that approximately 25 percent of Hispanic Americans and 17 percent of Black Americans relied on smartphones for online access, compared with 12 percent of White people.

Survey : A structured interview in which respondents (the people who answer the survey questions) are all asked the same questions, either in person or through print or electronic means, and their answers tabulated and interpreted. Surveys discover attitudes, beliefs, or habits of the general public or segments of the population.

A survey of 3,000 mobile phone users in October 2020 showed that 54 percent of respondents used their phones for messaging, while 40 percent used their phones for calls (Steele).

• Visuals : Graphs, figures, tables, photographs and other images, diagrams, charts, maps, videos, and audio recordings, among others.

Thesis and Organization

Drafting a thesis.

When you have a grasp of your topic, move on to the next phase: drafting a thesis. The thesis is the central idea that you will explore and support in your report; all paragraphs in your report should relate to it. In an essay-style analytical report, you will likely express this main idea in a thesis statement of one or two sentences toward the end of the introduction.

For example, if you found that the academic performance of student athletes was higher than that of non-athletes, you might write the following thesis statement:

student sample text Although a common stereotype is that college athletes barely pass their classes, an analysis of athletes’ academic performance indicates that athletes drop fewer classes, earn higher grades, and are more likely to be on track to graduate in four years when compared with their non-athlete peers. end student sample text

The thesis statement often previews the organization of your writing. For example, in his report on the U.S. response to the COVID-19 pandemic in 2020, Trevor Garcia wrote the following thesis statement, which detailed the central idea of his report:

student sample text An examination of the U.S. response shows that a reduction of experts in key positions and programs, inaction that led to equipment shortages, and inconsistent policies were three major causes of the spread of the virus and the resulting deaths. end student sample text

After you draft a thesis statement, ask these questions, and examine your thesis as you answer them. Revise your draft as needed.

• Is it interesting? A thesis for a report should answer a question that is worth asking and piques curiosity.
• Is it precise and specific? If you are interested in reducing pollution in a nearby lake, explain how to stop the zebra mussel infestation or reduce the frequent algae blooms.
• Is it manageable? Try to split the difference between having too much information and not having enough.

Organizing Your Ideas

As a next step, organize the points you want to make in your report and the evidence to support them. Use an outline, a diagram, or another organizational tool, such as Table 8.4 .

Drafting an Analytical Report

With a tentative thesis, an organization plan, and evidence, you are ready to begin drafting. For this assignment, you will report information, analyze it, and draw conclusions about the cause of something, the effect of something, or the similarities and differences between two different things.

Introduction

Some students write the introduction first; others save it for last. Whenever you choose to write the introduction, use it to draw readers into your report. Make the topic of your report clear, and be concise and sincere. End the introduction with your thesis statement. Depending on your topic and the type of report, you can write an effective introduction in several ways. Opening a report with an overview is a tried-and-true strategy, as shown in the following example on the U.S. response to COVID-19 by Trevor Garcia. Notice how he opens the introduction with statistics and a comparison and follows it with a question that leads to the thesis statement (underlined).

student sample text With more than 83 million cases and 1.8 million deaths at the end of 2020, COVID-19 has turned the world upside down. By the end of 2020, the United States led the world in the number of cases, at more than 20 million infections and nearly 350,000 deaths. In comparison, the second-highest number of cases was in India, which at the end of 2020 had less than half the number of COVID-19 cases despite having a population four times greater than the U.S. (“COVID-19 Coronavirus Pandemic,” 2021). How did the United States come to have the world’s worst record in this pandemic? underline An examination of the U.S. response shows that a reduction of experts in key positions and programs, inaction that led to equipment shortages, and inconsistent policies were three major causes of the spread of the virus and the resulting deaths end underline . end student sample text

For a less formal report, you might want to open with a question, quotation, or brief story. The following example opens with an anecdote that leads to the thesis statement (underlined).

student sample text Betty stood outside the salon, wondering how to get in. It was June of 2020, and the door was locked. A sign posted on the door provided a phone number for her to call to be let in, but at 81, Betty had lived her life without a cell phone. Betty’s day-to-day life had been hard during the pandemic, but she had planned for this haircut and was looking forward to it; she had a mask on and hand sanitizer in her car. Now she couldn’t get in the door, and she was discouraged. In that moment, Betty realized how much Americans’ dependence on cell phones had grown in the months since the pandemic began. underline Betty and thousands of other senior citizens who could not afford cell phones or did not have the technological skills and support they needed were being left behind in a society that was increasingly reliant on technology end underline . end student sample text

Body Paragraphs: Point, Evidence, Analysis

Use the body paragraphs of your report to present evidence that supports your thesis. A reliable pattern to keep in mind for developing the body paragraphs of a report is point , evidence , and analysis :

• The point is the central idea of the paragraph, usually given in a topic sentence stated in your own words at or toward the beginning of the paragraph. Each topic sentence should relate to the thesis.
• The evidence you provide develops the paragraph and supports the point made in the topic sentence. Include details, examples, quotations, paraphrases, and summaries from sources if you conducted formal research. Synthesize the evidence you include by showing in your sentences the connections between sources.
• The analysis comes at the end of the paragraph. In your own words, draw a conclusion about the evidence you have provided and how it relates to the topic sentence.

The paragraph below illustrates the point, evidence, and analysis pattern. Drawn from a report about concussions among football players, the paragraph opens with a topic sentence about the NCAA and NFL and their responses to studies about concussions. The paragraph is developed with evidence from three sources. It concludes with a statement about helmets and players’ safety.

student sample text The NCAA and NFL have taken steps forward and backward to respond to studies about the danger of concussions among players. Responding to the deaths of athletes, documented brain damage, lawsuits, and public outcry (Buckley et al., 2017), the NCAA instituted protocols to reduce potentially dangerous hits during football games and to diagnose traumatic head injuries more quickly and effectively. Still, it has allowed players to wear more than one style of helmet during a season, raising the risk of injury because of imperfect fit. At the professional level, the NFL developed a helmet-rating system in 2011 in an effort to reduce concussions, but it continued to allow players to wear helmets with a wide range of safety ratings. The NFL’s decision created an opportunity for researchers to look at the relationship between helmet safety ratings and concussions. Cocello et al. (2016) reported that players who wore helmets with a lower safety rating had more concussions than players who wore helmets with a higher safety rating, and they concluded that safer helmets are a key factor in reducing concussions. end student sample text

Developing Paragraph Content

In the body paragraphs of your report, you will likely use examples, draw comparisons, show contrasts, or analyze causes and effects to develop your topic.

Paragraphs developed with Example are common in reports. The paragraph below, adapted from a report by student John Zwick on the mental health of soldiers deployed during wartime, draws examples from three sources.

student sample text Throughout the Vietnam War, military leaders claimed that the mental health of soldiers was stable and that men who suffered from combat fatigue, now known as PTSD, were getting the help they needed. For example, the New York Times (1966) quoted military leaders who claimed that mental fatigue among enlisted men had “virtually ceased to be a problem,” occurring at a rate far below that of World War II. Ayres (1969) reported that Brigadier General Spurgeon Neel, chief American medical officer in Vietnam, explained that soldiers experiencing combat fatigue were admitted to the psychiatric ward, sedated for up to 36 hours, and given a counseling session with a doctor who reassured them that the rest was well deserved and that they were ready to return to their units. Although experts outside the military saw profound damage to soldiers’ psyches when they returned home (Halloran, 1970), the military stayed the course, treating acute cases expediently and showing little concern for the cumulative effect of combat stress on individual soldiers. end student sample text

When you analyze causes and effects , you explain the reasons that certain things happened and/or their results. The report by Trevor Garcia on the U.S. response to the COVID-19 pandemic in 2020 is an example: his report examines the reasons the United States failed to control the coronavirus. The paragraph below, adapted from another student’s report written for an environmental policy course, explains the effect of white settlers’ views of forest management on New England.

student sample text The early colonists’ European ideas about forest management dramatically changed the New England landscape. White settlers saw the New World as virgin, unused land, even though indigenous people had been drawing on its resources for generations by using fire subtly to improve hunting, employing construction techniques that left ancient trees intact, and farming small, efficient fields that left the surrounding landscape largely unaltered. White settlers’ desire to develop wood-built and wood-burning homesteads surrounded by large farm fields led to forestry practices and techniques that resulted in the removal of old-growth trees. These practices defined the way the forests look today. end student sample text

Compare and contrast paragraphs are useful when you wish to examine similarities and differences. You can use both comparison and contrast in a single paragraph, or you can use one or the other. The paragraph below, adapted from a student report on the rise of populist politicians, compares the rhetorical styles of populist politicians Huey Long and Donald Trump.

student sample text A key similarity among populist politicians is their rejection of carefully crafted sound bites and erudite vocabulary typically associated with candidates for high office. Huey Long and Donald Trump are two examples. When he ran for president, Long captured attention through his wild gesticulations on almost every word, dramatically varying volume, and heavily accented, folksy expressions, such as “The only way to be able to feed the balance of the people is to make that man come back and bring back some of that grub that he ain’t got no business with!” In addition, Long’s down-home persona made him a credible voice to represent the common people against the country’s rich, and his buffoonish style allowed him to express his radical ideas without sounding anti-communist alarm bells. Similarly, Donald Trump chose to speak informally in his campaign appearances, but the persona he projected was that of a fast-talking, domineering salesman. His frequent use of personal anecdotes, rhetorical questions, brief asides, jokes, personal attacks, and false claims made his speeches disjointed, but they gave the feeling of a running conversation between him and his audience. For example, in a 2015 speech, Trump said, “They just built a hotel in Syria. Can you believe this? They built a hotel. When I have to build a hotel, I pay interest. They don’t have to pay interest, because they took the oil that, when we left Iraq, I said we should’ve taken” (“Our Country Needs” 2020). While very different in substance, Long and Trump adopted similar styles that positioned them as the antithesis of typical politicians and their worldviews. end student sample text

The conclusion should draw the threads of your report together and make its significance clear to readers. You may wish to review the introduction, restate the thesis, recommend a course of action, point to the future, or use some combination of these. Whichever way you approach it, the conclusion should not head in a new direction. The following example is the conclusion from a student’s report on the effect of a book about environmental movements in the United States.

student sample text Since its publication in 1949, environmental activists of various movements have found wisdom and inspiration in Aldo Leopold’s A Sand County Almanac . These audiences included Leopold’s conservationist contemporaries, environmentalists of the 1960s and 1970s, and the environmental justice activists who rose in the 1980s and continue to make their voices heard today. These audiences have read the work differently: conservationists looked to the author as a leader, environmentalists applied his wisdom to their movement, and environmental justice advocates have pointed out the flaws in Leopold’s thinking. Even so, like those before them, environmental justice activists recognize the book’s value as a testament to taking the long view and eliminating biases that may cloud an objective assessment of humanity’s interdependent relationship with the environment. end student sample text

Citing Sources

You must cite the sources of information and data included in your report. Citations must appear in both the text and a bibliography at the end of the report.

The sample paragraphs in the previous section include examples of in-text citation using APA documentation style. Trevor Garcia’s report on the U.S. response to COVID-19 in 2020 also uses APA documentation style for citations in the text of the report and the list of references at the end. Your instructor may require another documentation style, such as MLA or Chicago.

Peer Review: Getting Feedback from Readers

You will likely engage in peer review with other students in your class by sharing drafts and providing feedback to help spot strengths and weaknesses in your reports. For peer review within a class, your instructor may provide assignment-specific questions or a form for you to complete as you work together.

If you have a writing center on your campus, it is well worth your time to make an online or in-person appointment with a tutor. You’ll receive valuable feedback and improve your ability to review not only your report but your overall writing.

Another way to receive feedback on your report is to ask a friend or family member to read your draft. Provide a list of questions or a form such as the one in Table 8.5 for them to complete as they read.

Revising: Using Reviewers’ Responses to Revise your Work

When you receive comments from readers, including your instructor, read each comment carefully to understand what is being asked. Try not to get defensive, even though this response is completely natural. Remember that readers are like coaches who want you to succeed. They are looking at your writing from outside your own head, and they can identify strengths and weaknesses that you may not have noticed. Keep track of the strengths and weaknesses your readers point out. Pay special attention to those that more than one reader identifies, and use this information to improve your report and later assignments.

As you analyze each response, be open to suggestions for improvement, and be willing to make significant revisions to improve your writing. Perhaps you need to revise your thesis statement to better reflect the content of your draft. Maybe you need to return to your sources to better understand a point you’re trying to make in order to develop a paragraph more fully. Perhaps you need to rethink the organization, move paragraphs around, and add transition sentences.

Below is an early draft of part of Trevor Garcia’s report with comments from a peer reviewer:

student sample text To truly understand what happened, it’s important first to look back to the years leading up to the pandemic. Epidemiologists and public health officials had long known that a global pandemic was possible. In 2016, the U.S. National Security Council (NSC) published a 69-page document with the intimidating title Playbook for Early Response to High-Consequence Emerging Infectious Disease Threats and Biological Incidents . The document’s two sections address responses to “emerging disease threats that start or are circulating in another country but not yet confirmed within U.S. territorial borders” and to “emerging disease threats within our nation’s borders.” On 13 January 2017, the joint Obama-Trump transition teams performed a pandemic preparedness exercise; however, the playbook was never adopted by the incoming administration. end student sample text

annotated text Peer Review Comment: Do the words in quotation marks need to be a direct quotation? It seems like a paraphrase would work here. end annotated text

annotated text Peer Review Comment: I’m getting lost in the details about the playbook. What’s the Obama-Trump transition team? end annotated text

student sample text In February 2018, the administration began to cut funding for the Prevention and Public Health Fund at the Centers for Disease Control and Prevention; cuts to other health agencies continued throughout 2018, with funds diverted to unrelated projects such as housing for detained immigrant children. end student sample text

annotated text Peer Review Comment: This paragraph has only one sentence, and it’s more like an example. It needs a topic sentence and more development. end annotated text

student sample text Three months later, Luciana Borio, director of medical and biodefense preparedness at the NSC, spoke at a symposium marking the centennial of the 1918 influenza pandemic. “The threat of pandemic flu is the number one health security concern,” she said. “Are we ready to respond? I fear the answer is no.” end student sample text

annotated text Peer Review Comment: This paragraph is very short and a lot like the previous paragraph in that it’s a single example. It needs a topic sentence. Maybe you can combine them? end annotated text

annotated text Peer Review Comment: Be sure to cite the quotation. end annotated text

Reading these comments and those of others, Trevor decided to combine the three short paragraphs into one paragraph focusing on the fact that the United States knew a pandemic was possible but was unprepared for it. He developed the paragraph, using the short paragraphs as evidence and connecting the sentences and evidence with transitional words and phrases. Finally, he added in-text citations in APA documentation style to credit his sources. The revised paragraph is below:

student sample text Epidemiologists and public health officials in the United States had long known that a global pandemic was possible. In 2016, the National Security Council (NSC) published Playbook for Early Response to High-Consequence Emerging Infectious Disease Threats and Biological Incidents , a 69-page document on responding to diseases spreading within and outside of the United States. On January 13, 2017, the joint transition teams of outgoing president Barack Obama and then president-elect Donald Trump performed a pandemic preparedness exercise based on the playbook; however, it was never adopted by the incoming administration (Goodman & Schulkin, 2020). A year later, in February 2018, the Trump administration began to cut funding for the Prevention and Public Health Fund at the Centers for Disease Control and Prevention, leaving key positions unfilled. Other individuals who were fired or resigned in 2018 were the homeland security adviser, whose portfolio included global pandemics; the director for medical and biodefense preparedness; and the top official in charge of a pandemic response. None of them were replaced, leaving the White House with no senior person who had experience in public health (Goodman & Schulkin, 2020). Experts voiced concerns, among them Luciana Borio, director of medical and biodefense preparedness at the NSC, who spoke at a symposium marking the centennial of the 1918 influenza pandemic in May 2018: “The threat of pandemic flu is the number one health security concern,” she said. “Are we ready to respond? I fear the answer is no” (Sun, 2018, final para.). end student sample text

A final word on working with reviewers’ comments: as you consider your readers’ suggestions, remember, too, that you remain the author. You are free to disregard suggestions that you think will not improve your writing. If you choose to disregard comments from your instructor, consider submitting a note explaining your reasons with the final draft of your report.

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5 Steps to Write a Great Analytical Essay

General Education

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

What Is an Analytical Essay?

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

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

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

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

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

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

How to Structure Your Analytical Essay

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

Introduction

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

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

Body Paragraphs

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

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

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

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

5 Steps for Writing an Analytical Essay

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

#1: Pick a Topic

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

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

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

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

#2: Write a Thesis Statement

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

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

#3: Do Research to Find Your Main Points

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

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

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

#4: Find Excerpts or Evidence to Support Your Analysis

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

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

#5: Put It All Together

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

Analytical Essay Example + Analysis

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

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

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

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

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

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

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

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

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

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

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

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

Summary: How to Write an Analytical Essay

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

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

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

What's Next?

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

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

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

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

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Analytical Essay Thesis

Analytical essay thesis statement generator.

Analytical essays delve deep into the intricacies of a subject, offering insightful interpretations and evaluations. At the heart of these essays lies the analytical thesis statement – a crucial element that encapsulates the analytical perspective you’ll explore. This guide explores a range of analytical thesis statement examples, guiding you through the process of creating thought-provoking statements. Learn to dissect complex subjects, develop critical arguments, and master the art of crafting compelling analytical thesis statements.

What is an Analytical Thesis Statement? – Definition

An analytical thesis statement is a concise declaration that outlines the main focus of an analytical essay. It presents the central argument or analysis the essay will explore, providing a roadmap for readers to understand the specific perspective, interpretation, or evaluation the writer intends to present. Unlike other types of thesis statements, an analytical thesis statement does not simply present a fact but delves into the “how” and “why” of a subject.

What is an Example of an Analytical Thesis Statement?

Example: “In F. Scott Fitzgerald’s novel ‘The Great Gatsby,’ Jay Gatsby’s excessive pursuit of wealth and social status serves as a commentary on the illusory nature of the American Dream, highlighting the emptiness and moral decay that often accompany unchecked ambition.”

In this analytical thesis statement, the focus is on analyzing the character of Jay Gatsby and his actions as a reflection of larger themes within the novel. The strong thesis statement goes beyond a surface-level observation and delves into the deeper analysis of Gatsby’s character and its symbolic significance in relation to the American Dream.

100 Analytical Thesis Statement Examples

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• “In Shakespeare’s ‘Hamlet,’ the protagonist’s internal conflict reflects the complex interplay between duty, morality, and personal desires.”
• “Through symbolic imagery and character development, ‘The Scarlet Letter’ by Nathaniel Hawthorne explores the destructive power of guilt on individuals and society.”
• “Analyzing the juxtaposition of innocence and corruption in ‘To Kill a Mockingbird,’ Harper Lee critiques the pervasive societal biases that perpetuate injustice.”
• “The film ‘Eternal Sunshine of the Spotless Mind’ employs nonlinear narrative structure to delve into the complexities of memory, love, and human connection.”
• “Through the lens of Marxist theory, George Orwell’s ‘1984’ unveils a dystopian world that critiques totalitarianism and the manipulation of truth.”
• “In Emily Dickinson’s poetry, the recurring theme of death serves as a means of contemplating the transient nature of life and the human condition.”
• “Analyzing Frida Kahlo’s self-portraits reveals her use of visual symbolism to convey her physical and emotional pain as well as her feminist ideals.”
• “Through intricate narrative structure and character development, ‘One Hundred Years of Solitude’ by Gabriel García Márquez explores the cyclical nature of history and human experience.”
• “The painting ‘Starry Night’ by Vincent van Gogh conveys the artist’s emotional turmoil and inner conflict through its vivid color palette and swirling forms.”
• “Through the analysis of ‘The Catcher in the Rye,’ J.D. Salinger portrays the protagonist Holden Caulfield’s alienation as a manifestation of his fear of adulthood and societal conformity.
• “Exploring the use of metaphors and allegory in ‘Animal Farm,’ George Orwell satirizes political ideologies and the corruption of power.”
• “The poem ‘The Road Not Taken’ by Robert Frost delves into the concept of choices and regret, using a diverging path as a metaphor for life’s decisions.”
• “Analyzing the historical context and literary techniques in ‘The Grapes of Wrath,’ John Steinbeck critiques the exploitation of the working class during the Great Depression.”
• “In Mary Shelley’s ‘Frankenstein,’ the creature’s isolation and rejection serve as a commentary on the consequences of unchecked scientific ambition.”
• “Through visual elements and composition, Leonardo da Vinci’s ‘Mona Lisa’ conveys a sense of mystery and psychological depth, captivating viewers for centuries.”
• “Analyzing the use of irony and social commentary in Jonathan Swift’s ‘A Modest Proposal,’ one can understand his satirical critique of British colonialism.”
• “The play ‘Death of a Salesman’ by Arthur Miller explores the disillusionment of the American Dream through the tragic downfall of the protagonist Willy Loman.”
• “Through the lens of feminist theory, Charlotte Perkins Gilman’s ‘The Yellow Wallpaper’ critiques the societal constraints placed on women’s mental and emotional well-being.”
• “Analyzing the motifs of light and darkness in Joseph Conrad’s ‘Heart of Darkness,’ one can interpret them as representations of morality and the human psyche.”
• “Edgar Allan Poe’s ‘The Tell-Tale Heart’ uses unreliable narration and symbolism to delve into the narrator’s descent into madness and guilt.”
• “In the film ‘Citizen Kane,’ Orson Welles employs non-linear storytelling and deep focus cinematography to explore the enigmatic life of the titular character.”
• “Analyzing the use of repetition and imagery in Langston Hughes’ ‘Dream Deferred,’ one can interpret the poem as a commentary on the consequences of unfulfilled dreams.”
• “Through allegorical elements and character interactions, William Golding’s ‘Lord of the Flies’ examines the inherent capacity for savagery within human nature.”
• “The painting ‘Guernica’ by Pablo Picasso serves as a powerful anti-war statement, depicting the horrors of conflict and the suffering of innocent civilians.”
• “Analyzing the themes of identity and societal conformity in Jhumpa Lahiri’s ‘The Namesake,’ one can uncover the struggles faced by immigrant families in adapting to new cultures.”
• “In ‘The Picture of Dorian Gray’ by Oscar Wilde, the portrait serves as a symbol of the protagonist’s moral decay and the consequences of pursuing eternal youth.”
• “Analyzing the use of color symbolism in F. Scott Fitzgerald’s ‘The Great Gatsby,’ one can interpret colors as reflections of characters’ personalities and societal decadence.”
• “Through the examination of allegorical elements in George Orwell’s ‘Animal Farm,’ one can uncover the representation of historical events and political ideologies.”
• “In ‘Brave New World’ by Aldous Huxley, the dystopian society’s use of technology and conditioning raises questions about the cost of sacrificing individuality for stability.”
• “Analyzing the character of Lady Macbeth in Shakespeare’s ‘Macbeth,’ one can discern her ambition-driven transformation and the psychological toll of her actions.
• “In ‘Pride and Prejudice’ by Jane Austen, the social commentary and character interactions illuminate the societal norms and expectations of the Regency era.”
• “Analyzing the use of religious symbolism in Herman Melville’s ‘Moby-Dick,’ one can interpret the white whale as a representation of the unattainable and the divine.”
• “The film ‘The Shawshank Redemption’ explores themes of hope and redemption through the friendship between two inmates, offering a commentary on the human spirit.”
• “Analyzing the motif of the American Dream in ‘The Great Gatsby,’ F. Scott Fitzgerald critiques the pursuit of materialism and the illusion of social mobility.”
• “In ‘Othello’ by William Shakespeare, the tragic downfall of the titular character is driven by jealousy and manipulation, revealing the destructive power of unchecked emotions.”
• “Analyzing the use of symbolism in T.S. Eliot’s poem ‘The Waste Land,’ one can interpret various images and references as reflections of societal decay and spiritual desolation.”
• “The painting ‘American Gothic’ by Grant Wood conveys a complex narrative through the stern expressions and juxtaposition of the farmer and his daughter.”
• “Analyzing the character development in Jane Eyre’s journey, Charlotte Brontë examines themes of independence, feminism, and self-discovery.”
• “In ‘The Metamorphosis’ by Franz Kafka, the protagonist’s transformation into a giant insect serves as a metaphor for alienation and the absurdity of modern life.”
• “Analyzing the use of foreshadowing and symbolism in William Faulkner’s ‘A Rose for Emily,’ one can interpret the decayed mansion as a representation of the past and its lingering impact.”
• “Through allegorical elements in ‘The Alchemist’ by Paulo Coelho, one can uncover themes of personal legend and the transformative power of following one’s dreams.”
• “Analyzing the narrative structure in Gabriel García Márquez’s ‘Chronicle of a Death Foretold,’ one can discern the multi-perspective exploration of truth and collective guilt.”
• “The sculpture ‘The Thinker’ by Auguste Rodin captures the contemplative nature of human thought and the complexity of philosophical introspection.”
• “Analyzing the use of irony and satire in Voltaire’s ‘Candide,’ one can interpret the protagonist’s misadventures as a commentary on the irrationality of human behavior.”
• “Through the exploration of nature and human experience in Ralph Waldo Emerson’s essays, transcendentalism emerges as a celebration of individual intuition and connection.”
• “Analyzing the use of narrative structure in Vladimir Nabokov’s ‘Lolita,’ one can discern the unreliable narration that challenges readers’ perceptions of truth and morality.”
• “In ‘The Awakening’ by Kate Chopin, the protagonist’s journey towards self-discovery and liberation reflects the constraints placed on women in the 19th-century society.”
• “Analyzing the use of dramatic monologue in Robert Browning’s ‘My Last Duchess,’ one can uncover the psychological complexity and possessive nature of the speaker.”
• “Through allegorical elements and philosophical themes in Albert Camus’ ‘The Stranger,’ the protagonist’s indifference to societal norms questions the absurdity of existence.”
• “Analyzing the use of myth and symbolism in Toni Morrison’s ‘Beloved,’ one can interpret the haunting presence of the titular character as a representation of historical trauma.”
• “In ‘Crime and Punishment’ by Fyodor Dostoevsky, the psychological turmoil of the protagonist Raskolnikov reflects the tension between morality and rationality.”
• “Analyzing the narrative techniques in Salman Rushdie’s ‘Midnight’s Children,’ one can discern the blending of history and magical realism to explore India’s postcolonial identity.”
• “Through the examination of imagery and metaphor in Sylvia Plath’s poetry, themes of mental illness, identity, and gender roles come to the forefront.”
• “Analyzing the use of symbolism in E.M. Forster’s ‘A Passage to India,’ one can interpret the Marabar Caves as a metaphor for the complexity of cultural misunderstandings.”
• “The short story ‘The Lottery’ by Shirley Jackson employs irony and social commentary to critique blind adherence to tradition and the potential for collective cruelty.”
• “Analyzing the use of allegory in John Bunyan’s ‘The Pilgrim’s Progress,’ one can interpret the protagonist’s journey as a representation of spiritual enlightenment and salvation.”
• “In ‘Their Eyes Were Watching God’ by Zora Neale Hurston, the protagonist Janie’s journey towards self-discovery reflects her search for autonomy and empowerment.”
• “Analyzing the use of literary devices in Gabriel García Márquez’s ‘Love in the Time of Cholera,’ one can uncover the exploration of enduring love and the passage of time.”
• “Through allegorical elements in Franz Kafka’s ‘The Trial,’ one can interpret the absurdity of the bureaucratic legal system as a commentary on the human struggle for control.”
• “Analyzing the use of dramatic irony in Shakespeare’s ‘Romeo and Juliet,’ one can discern the tragic irony that underscores the lovers’ fate and the societal feud.”
• “In ‘The Road’ by Cormac McCarthy, the post-apocalyptic landscape serves as a metaphor for the fragility of human existence and the pursuit of hope.”
• “Analyzing the themes of colonization and cultural clash in Chinua Achebe’s ‘Things Fall Apart,’ one can interpret the protagonist Okonkwo’s downfall as a representation of societal upheaval.”
• “Through allegorical elements in Jack London’s ‘To Build a Fire,’ the protagonist’s struggle against nature serves as a reflection of human hubris and vulnerability.”
• “In ‘Invisible Man’ by Ralph Ellison, the protagonist’s invisibility becomes a metaphor for social marginalization and the dehumanizing effects of racial prejudice.”
• “Analyzing the use of motifs and symbolism in Kate Chopin’s ‘The Story of an Hour,’ one can interpret the protagonist’s liberation as a commentary on societal expectations.”
• “Through allegorical elements in Franz Kafka’s ‘Metamorphosis,’ one can interpret the protagonist’s transformation as a representation of alienation and the absurdity of modern life.”
• “In ‘Gulliver’s Travels’ by Jonathan Swift, the protagonist’s encounters with different societies serve as satirical commentaries on various aspects of human behavior.”
• “Analyzing the use of symbolism in William Faulkner’s ‘As I Lay Dying,’ one can interpret the journey to bury Addie Bundren’s body as a representation of family dynamics and individual motivations.”
• “Through allegorical elements in Herman Melville’s ‘Bartleby, the Scrivener,’ one can interpret the enigmatic character Bartleby as a representation of passive resistance and societal alienation.”
• “In ‘The Handmaid’s Tale’ by Margaret Atwood, the dystopian society serves as a critique of patriarchal control and the erosion of women’s rights.”
• “Analyzing the use of foreshadowing and symbolism in Shirley Jackson’s ‘The Haunting of Hill House,’ one can interpret the house itself as a representation of psychological trauma.”
• “Through allegorical elements in Albert Camus’ ‘The Plague,’ one can interpret the outbreak of plague as a metaphor for the absurdity of human existence and the inevitability of suffering.”
• “In ‘The Sun Also Rises’ by Ernest Hemingway, the Lost Generation’s disillusionment serves as a commentary on the aftermath of World War I.”
• “Analyzing the use of metaphors and allegory in John Milton’s ‘Paradise Lost,’ one can interpret Satan’s rebellion as a representation of the dangers of pride and ambition.”
• “Through allegorical elements in H.G. Wells’ ‘The Time Machine,’ one can interpret the protagonist’s journey to the distant future as a commentary on societal evolution and the consequences of unchecked progress.”
• “In ‘Wuthering Heights’ by Emily Brontë, the tumultuous relationship between Heathcliff and Catherine serves as a metaphor for the destructive power of passionate obsession.”
• “Analyzing the use of irony and satire in Mark Twain’s ‘The Adventures of Huckleberry Finn,’ one can interpret the river as a symbol of freedom and a commentary on the racial tensions of the time.”
• “Through allegorical elements in John Steinbeck’s ‘Of Mice and Men,’ one can interpret the dream of owning a piece of land as a representation of companionship and the American Dream.”
• “In ‘The Kite Runner’ by Khaled Hosseini, the protagonist’s journey towards redemption serves as a commentary on guilt, betrayal, and the complexities of friendship.”
• “Analyzing the use of symbolism in Aldous Huxley’s ‘Brave New World,’ one can interpret the conditioning and drug-induced happiness as a representation of societal control and the loss of individuality.”
• “Through allegorical elements in William Golding’s ‘Lord of the Flies,’ the descent into savagery among the stranded boys serves as a commentary on the inherent darkness within humanity.”
• “In Gabriel García Márquez’s ‘Love in the Time of Cholera,’ the protagonist’s enduring love and pursuit of lost opportunities serve as a reflection of the passage of time and the complexities of relationships.”
• “Analyzing the use of narrative structure in Leo Tolstoy’s ‘Anna Karenina,’ one can discern the parallel narratives of different characters as a commentary on societal norms and the consequences of personal choices.”
• “Through allegorical elements in Franz Kafka’s ‘The Castle,’ one can interpret the protagonist’s futile attempts to reach the inaccessible castle as a representation of the human struggle for meaning and belonging.”
• “In George Orwell’s ‘Down and Out in Paris and London,’ the protagonist’s experiences of poverty and social alienation serve as a commentary on the disparities within society.”
• “Analyzing the use of symbolism in E.E. Cummings’ poetry, one can interpret his innovative typography and language as a representation of individualism and breaking away from convention.”
• “Through allegorical elements in Jean-Paul Sartre’s play ‘No Exit,’ the characters’ confinement in a room becomes a metaphor for existential anguish and the consequences of human choices.”
• “In William Shakespeare’s ‘Julius Caesar,’ the manipulation of public opinion serves as a commentary on the dynamics of power, loyalty, and the consequences of political ambition.

Analytical Essay Thesis Statement Example for High School

An analytical essay’s thesis statement for high school  sets the stage for the examination of a topic, delving into its complexities and drawing insights based on evidence.

• In Shakespeare’s “Romeo and Juliet,” the theme of fate challenges the power of free will as seen through the tragic end of the young lovers.
• The portrayal of friendship in “The Outsiders” demonstrates the significance of social class divides in the 1960s.
• Through symbolism and imagery, Emily Dickinson’s poems convey profound themes about life, death, and eternity.
• Atticus Finch’s moral integrity in “To Kill a Mockingbird” stands as a beacon of hope in a racially divided society.
• “Lord of the Flies” uses the island as a microcosm to examine the inherent evil in human nature.
• George Orwell’s “1984” delves deep into the dangers of totalitarian governments and the loss of individuality.
• The character development of Elizabeth Bennet in “Pride and Prejudice” sheds light on the societal constraints of women during the Regency era.
• “The Catcher in the Rye” critiques the phoniness of adulthood while highlighting the vulnerability of adolescence.
• The journey of Bilbo Baggins in “The Hobbit” is a testament to personal growth and the discovery of inner courage.
• In “Fahrenheit 451,” Bradbury warns about the consequences of censorship and the loss of intellectual freedom.

Analytical Essay Thesis Statement Example for Middle School

Middle school thesis statements for analytical essays examine topics in a straightforward manner, building critical thinking skills.

• “Bridge to Terabithia” shows that friendship can help overcome personal challenges and grief.
• The challenges faced by Percy Jackson highlight the complexities of growing up with a unique identity.
• Matilda uses her intellect and supernatural powers to combat negativity and find her place in the world.
• “The Giver” reveals the dangers of a seemingly perfect society devoid of memories and emotions.
• Through “The Lion, the Witch, and the Wardrobe,” the Pevensie siblings learn about bravery, sacrifice, and loyalty.
• In “Holes,” the interwoven stories demonstrate the impact of family legacies and the power of redemption.
• “Charlotte’s Web” uses the farm setting to explore themes of friendship, sacrifice, and the cycle of life.
• “Diary of a Wimpy Kid” humorously addresses the challenges and intricacies of middle school life.
• Through “Harry Potter and the Sorcerer’s Stone,” Rowling discusses the importance of choices in shaping one’s destiny.
• “A Wrinkle in Time” showcases the battle between good and evil, emphasizing the power of love.

Analytical Essay Thesis Statement Example for College

College-level thesis statements delve deeper into complex topics, offering nuanced insights and arguments.

• “Moby Dick” serves as a profound exploration of obsession, illustrating its destructive consequences and moral ambiguities.
• In “The Great Gatsby,” Fitzgerald critiques the American Dream, revealing its inherent flaws and the disillusionment of the Jazz Age.
• “One Hundred Years of Solitude” portrays the cyclical nature of history through the Buendía family’s experiences.
• Virginia Woolf’s “To the Lighthouse” delves into the human consciousness, capturing fleeting emotions and moments.
• In “Brave New World,” Huxley showcases the dehumanizing effects of technological advancements and societal uniformity.
• “Heart of Darkness” explores the impact of colonialism, presenting a dark reflection on human nature and moral corruption.
• Toni Morrison’s “Beloved” addresses the haunting legacy of slavery and its lasting psychological effects.
• Through “The Handmaid’s Tale,” Atwood critiques patriarchal societies, illustrating the dangers of religious extremism and loss of female agency.
• “Crime and Punishment” offers a deep psychological analysis of guilt and redemption through Raskolnikov’s actions and motivations.
• Franz Kafka’s “The Metamorphosis” provides an existential view of alienation and identity crisis in the modern world.

Analytical Essay Thesis Statement Example for Beginners

Beginner-level thesis statements offer clear and simple insights, setting the foundation for deeper analytical thinking.

• “The Little Prince” teaches readers about the importance of relationships and seeing with the heart.
• “Charlotte’s Web” illustrates the value of friendship and the inevitability of life’s cycles.
• “The Very Hungry Caterpillar” uses vibrant illustrations to show the process of metamorphosis in nature.
• In “Where the Wild Things Are,” Max learns about emotions and the comfort of home.
• “The Rainbow Fish” highlights the joy of sharing and the essence of true beauty.
• “Green Eggs and Ham” humorously emphasizes the idea of trying new things and overcoming initial hesitations.
• Through “The Cat in the Hat,” Dr. Seuss illustrates the fun and chaos that arise from breaking rules.
• “Goodnight Moon” uses repetitive structure and rhymes to convey the calming ritual of bedtime.
• “Brown Bear, Brown Bear, What Do You See?” introduces young readers to colors and animals through patterned text.
• “Corduroy” portrays the desire for belonging and the importance of friendship and acceptance.

How do you start an analytical thesis?

Starting an analytical thesis requires a clear understanding of the topic, a comprehensive evaluation of the relevant materials, and identifying the primary elements to be analyzed.

• Select a Topic: The first step in starting an analytical thesis is to select a specific topic or aspect you want to explore in-depth.
• Research the Topic: Before drafting your thesis, it’s important to delve into your topic. Familiarize yourself with the primary sources, secondary analyses, and any related discussions.
• Identify a Focus: Determine the specific aspect of the topic you want to analyze. This could be a character in a novel, a historical event’s cause and effect, or a particular trend in science.
• Ask Analytical Questions: Pose questions that will guide your analysis. For example, “What is the significance of this character’s actions?” or “How does this event influence the larger narrative?”

What makes a good analytical thesis?

A good analytical thesis possesses several characteristics:

• Clear and Concise: A thesis should clearly convey your main argument without being overly wordy.
• Specific: It should narrow down your topic to a specific aspect or element that can be thoroughly explored in your essay.
• Arguable: A good thesis presents an argument or an interpretation that could be challenged by others.
• Evidence-Based: It should be based on evidence from the source material.
• Relevant: The thesis should be pertinent to the assignment or topic at hand.
• Original: Your thesis should offer a fresh perspective or insight, rather than simply stating the obvious.

How do you write a thesis statement for an analytical essay? – Step by Step Guide

• Read Your Source Material: Engage with your primary source, noting key elements, themes, or patterns that emerge.
• Identify Your Main Argument: What primary message or insight do you wish to convey about your topic?
• Gather Supporting Evidence: List down the pieces of evidence from the source that support your main argument.
• Formulate a Working Thesis: Draft a tentative thesis statement that encapsulates your main argument and supporting evidence.
• Refine and Narrow: Make sure your thesis is specific and focuses on a particular aspect of your topic.
• Ensure It’s Debatable: Your thesis should present a perspective or interpretation that can be debated.
• Seek Feedback: Discuss your thesis with peers, instructors, or mentors to get feedback and further refine it.
• Finalize the Statement: Once refined, finalize your thesis statement, ensuring it accurately represents your analytical insights.

Tips for Writing an Analytical Thesis Statement Example

• Start Broad, then Narrow Down: Begin with a broad perspective on your topic and then hone in on the specific area you want to analyze.
• Avoid Subjectivity: While an analytical thesis represents your interpretation, it should be based on evidence and not personal biases.
• Stay Active: Use active voice for a more assertive and clear thesis.
• Revisit and Revise: As you write your essay, you might find more insights that can refine your thesis. Be open to revisiting and tweaking your statement.
• Avoid Vague Language: Words like “might,” “could,” or “possibly” can weaken your thesis. Be assertive in your statement.
• Test Your Thesis: A good practice is to try to counter-argue your thesis. If you can find valid counter-arguments, it might be too weak or broad.
• Keep it Focused: Your thesis should only cover what you will discuss in your essay, not introduce new topics.
• Practice Makes Perfect: Write multiple versions of your thesis before settling on the final one. This practice will help you refine your analytical skills over time.

An analytical essay thesis statement is the cornerstone of any analytical essay, offering a concise insight into the writer’s analysis. Crafting it requires a clear understanding of the topic, supporting evidence, and a focused approach. By adopting best practices and refining one’s skills, a writer can effectively convey their analytical insights, enhancing the overall impact of their essay.

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How to write a good analytical essay

Published September 27, 2020. Updated June 7, 2022.

Analytical Essay Definition

An analytical essay is an essay that provides an analysis of a work or issue.

Overview of Analytical Essay Writing

An analytical essay is used to analyze just about anything. Mostly, students will be asked to analyze a piece of writing, a film, or a specific issue. Topics for analytical essays should be neither too broad nor too narrow and should have enough sources to support the analysis. An analytical essay should be structured with an outline that consists of an introduction, body, and conclusion. Enough time should be spent writing, rewriting, and revising thoroughly. Line editing, spell-checking, and proofreading should be done carefully, and the sentence flow should be checked to create the final analytical essay.

Worried about your writing? Submit your paper for a Chegg Writing essay check , or for an Expert Check proofreading . Both can help you find and fix potential writing issues.

What is an analytical essay?

So, first things first: what is an analytical essay? Analytical essays are just what they sound like — they are, simply put, an analysis. To analyze is to “study or determine the nature and relationship of the parts of something” (Merriam-Webster). An analytical essay can analyze just about anything, but most often, students are asked to analyze a piece of writing, a film, or a specific issue.

It’s important to note the difference between argumentative and analytical essays. Though they are similar, there is a distinction: argumentative papers aim to prove a point through a well-researched, persuasive argument, while analytical papers posit a question and explore possible answers.

Some analytical essays will set out to prove a point, which can make them easily confused with argumentative essays. Remember, the main goal of argumentative essays is to argue a point. The main objective of analytical essays is to analyze a work or idea. Often, a firm stance will be used as a vehicle to create a more structured analysis. But, it’s not the point of the essay.

How to prepare to write an analytical essay

Before you dive into brainstorming topics for your analytical essay, be sure to read and reread the rubric for the assignment. Depending on your field of study, the guidelines will vary. For instance, psychology, education, and the sciences tend to use APA format, while the humanities, languages, and the fine arts tend to use MLA or Chicago style.

Once you know which format to use, take heed of any specific expectations your instructor has for this assignment. For example:

• When is it due?
• What is the expected page count?
• Will your instructor expect to see an outline before the draft?
• Is there a set topic list, or can you choose your own?
• Is there someplace to look at sample analytical essays that got A’s?

If anything is unclear, don’t hesitate to ask your instructor.

How to brainstorm the perfect topic for your analytical essay

Some instructors will offer their students a set of essay topics to choose from. That makes it easy for you — just pick the topic that intrigues you the most! Since your instructor has approved all the topics, you shouldn’t have to worry about any of them being too “broad” or “narrow.”

On the other hand, many instructors expect students to brainstorm their own topics. In this case, you will need to ensure your topic is relevant and not too broad or narrow.

After you think of a topic that interests you and is neither too broad nor too narrow, make sure you can find an adequate number of reputable sources to substantiate your analysis. You’ll need to evaluate all your sources’ credibility and probably include a few peer-reviewed journal articles (tip: use a database).

Many good sources can be found online or at your school’s library (in-person and online). If you’re having trouble finding useful sources, it may be a warning sign that your idea is too broad or narrow. If you’re stuck finding sources at all, ask your librarian for help.

How to structure an analytical essay

Now that you’ve found a good topic, it’s time to get organized! Even if you prefer to write spontaneously, creating an outline (even a loose one) can help you stay on track while you draft. The traditional outline for an analytical essay looks like the following:

Introduction

• main point #1
• main point #2
• main point #3

Works cited

Let’s examine each section.

No good analytical essay is complete without a super-strong introductory paragraph. It’s like the title screen at the beginning of a movie. Without it, you’d have no idea what the movie’s about!

A good introduction should state:

• the topic of your essay
• your thesis statement (the one- or two-line gist of your paper)
• the question or idea you’ll analyze
• your research methodology

The body of your essay is not limited to three points, as shown above, but three is typically considered the minimum for a good analysis. To make your analysis more compelling, present your points and arguments in a “strong, stronger, strongest” format.

• strong supporting evidence #1
• stronger supporting evidence #2
• strongest supporting evidence #3

Many students struggle with writing conclusions for their essays. It can feel unnecessary to restate what’s already been said, right? But really, a strong conclusion does much more than repeat what’s already been said. Your conclusion should:

• restate your thesis statement
• hit on all the main points of the essay
• explore the implications of the main points

Works cited 

A works cited or bibliography page should be the final section of your paper. A works-cited page includes a list of the resources you quoted or cited within the body of your work. A bibliography includes these, plus any resources you consulted and didn’t refer to in the paper, or any resources that influenced your ideas on the topic. Check your assignment to see which of these two pages you will need to have.

How to write an analytical essay

It might not seem like it when you’re staring at that blank document and flashing cursor, but this is the easy part! If you’ve adequately researched and planned your analysis, the writing process will flow much more quickly.

Remember, it’s usually not possible to write an essay in one sitting. Don’t wait until the last minute to get started! You’ll need to factor in time for breaks, meetings with your writing tutor, and the dreaded writer’s block.

Don’t expect your first draft to be perfect. It is normal (and smart) to write multiple drafts. You may even need to change your main argument halfway through your draft. That’s okay! Be ready to re-brainstorm, re-outline, and rewrite.

How to revise an analytical essay

Revision may just be the most crucial step of the essay-writing process. Even if you brainstorm the perfect topic, create a brilliant outline, and write a strong first draft, none of that brilliance will shine through if your paper is full of typos, grammar errors, and rambling tangents.

You’ll want to complete these steps of editing, in this order:

• line editing
• spell-checking
• proofreading

Revision deals with broad issues, such as an argument that doesn’t make sense or a source that doesn’t support your thesis. Line editing, spell-checking, and proofreading have more to do with your writing, the flow of your sentences, and any spelling or grammatical errors.

After you finish, it also doesn’t hurt to check your paper for plagiarism !

Example analytical essay on folklore and current events

Before you turn in that paper, don’t forget to cite your sources in APA format , MLA format , or a style of your choice.

Key takeaways

• An analytical essay is, simply put, an analysis of a work or issue.
• Be sure to understand your instructor’s expectations before you dive into writing an analytical essay.
• Topics for analytical essays need to be neither too broad nor too narrow and should have enough sources to support your analysis.
• The basic outline for an analytical essay consists of an introduction, body, conclusion, and works cited (or bibliography).
• Leaving yourself enough time to write, rewrite, and revise thoroughly is a vital part of writing an analytical essay that earns an A.

“Analyze.” Merriam-Webster.com Dictionary , Merriam-Webster, www.merriam-webster.com/dictionary/analyze.

By Jolee McManus. Jolee earned a BA in English from the University of Georgia. She has several years of experience as a writing tutor and freelance copywriter and editor.

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Writing theoretical frameworks, analytical frameworks and conceptual frameworks

Three of the most challenging concepts for me to explain are the interrelated ideas of a theoretical framework, a conceptual framework, and an analytical framework. All three of these tend to be used interchangeably. While I find these concepts somewhat fuzzy and I struggle sometimes to explain the differences between them and clarify their usage for my students (and clearly I am not alone in this challenge), this blog post is an attempt to help discern these analytical categories more clearly.

A lot of people (my own students included) have asked me if the theoretical framework is their literature review. That’s actually not the case. A theoretical framework , the way I define it, is comprised of the different theories and theoretical constructs that help explain a phenomenon. A theoretical framework sets out the various expectations that a theory posits and how they would apply to a specific case under analysis, and how one would use theory to explain a particular phenomenon. I like how theoretical frameworks are defined in this blog post . Dr. Cyrus Samii offers an explanation of what a good theoretical framework does for students .

For example, you can use framing theory to help you explain how different actors perceive the world. Your theoretical framework may be based on theories of framing, but it can also include others. For example, in this paper, Zeitoun and Allan explain their theoretical framework, aptly named hydro-hegemony . In doing so, Zeitoun and Allan explain the role of each theoretical construct (Power, Hydro-Hegemony, Political Economy) and how they apply to transboundary water conflict. Another good example of a theoretical framework is that posited by Dr. Michael J. Bloomfield in his book Dirty Gold, as I mention in this tweet:

In Chapter 2, @mj_bloomfield nicely sets his theoretical framework borrowing from sociology, IR, and business-strategy scholarship pic.twitter.com/jTGF4PPymn — Dr Raul Pacheco-Vega (@raulpacheco) December 24, 2017

An analytical framework is, the way I see it, a model that helps explain how a certain type of analysis will be conducted. For example, in this paper, Franks and Cleaver develop an analytical framework that includes scholarship on poverty measurement to help us understand how water governance and poverty are interrelated . Other authors describe an analytical framework as a “conceptual framework that helps analyse particular phenomena”, as posited here , ungated version can be read here .

I think it’s easy to conflate analytical frameworks with theoretical and conceptual ones because of the way in which concepts, theories and ideas are harnessed to explain a phenomenon. But I believe the most important element of an analytical framework is instrumental : their purpose is to help undertake analyses. You use elements of an analytical framework to deconstruct a specific concept/set of concepts/phenomenon. For example, in this paper , Bodde et al develop an analytical framework to characterise sources of uncertainties in strategic environmental assessments.

A robust conceptual framework describes the different concepts one would need to know to understand a particular phenomenon, without pretending to create causal links across variables and outcomes. In my view, theoretical frameworks set expectations, because theories are constructs that help explain relationships between variables and specific outcomes and responses. Conceptual frameworks, the way I see them, are like lenses through which you can see a particular phenomenon.

A conceptual framework should serve to help illuminate and clarify fuzzy ideas, and fill lacunae. Viewed this way, a conceptual framework offers insight that would not be otherwise be gained without a more profound understanding of the concepts explained in the framework. For example, in this article, Beck offers social movement theory as a conceptual framework that can help understand terrorism . As I explained in my metaphor above, social movement theory is the lens through which you see terrorism, and you get a clearer understanding of how it operates precisely because you used this particular theory.

Dan Kaminsky offered a really interesting explanation connecting these topics to time, read his tweet below.

I think this maps to time. Theoretical frameworks talk about how we got here. Conceptual frameworks discuss what we have. Analytical frameworks discuss where we can go with this. See also legislative/executive/judicial. — Dan Kaminsky (@dakami) September 28, 2018

One of my CIDE students, Andres Ruiz, reminded me of this article on conceptual frameworks in the International Journal of Qualitative Methods. I’ll also be adding resources as I get them via Twitter or email. Hopefully this blog post will help clarify this idea!

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Posted in academia .

Tagged with analytical framework , conceptual framework , theoretical framework .

By Raul Pacheco-Vega – September 28, 2018

7 Responses

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Thanks, this had some useful clarifications for me!

I GOT CONFUSED AGAIN!

No need to be confused!

Thanks for the Clarification, Dr Raul. My cluttered mind is largely cleared, now.

Thanks,very helpful

I too was/am confused but this helps 🙂

Thank you very much, Dr.

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Tips and Examples for Writing Thesis Statements

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Tips for Writing Your Thesis Statement

1. Determine what kind of paper you are writing:

• An analytical paper breaks down an issue or an idea into its component parts, evaluates the issue or idea, and presents this breakdown and evaluation to the audience.
• An expository (explanatory) paper explains something to the audience.
• An argumentative paper makes a claim about a topic and justifies this claim with specific evidence. The claim could be an opinion, a policy proposal, an evaluation, a cause-and-effect statement, or an interpretation. The goal of the argumentative paper is to convince the audience that the claim is true based on the evidence provided.

If you are writing a text that does not fall under these three categories (e.g., a narrative), a thesis statement somewhere in the first paragraph could still be helpful to your reader.

2. Your thesis statement should be specific—it should cover only what you will discuss in your paper and should be supported with specific evidence.

3. The thesis statement usually appears at the end of the first paragraph of a paper.

4. Your topic may change as you write, so you may need to revise your thesis statement to reflect exactly what you have discussed in the paper.

Thesis Statement Examples

Example of an analytical thesis statement:

The paper that follows should:

• Explain the analysis of the college admission process
• Explain the challenge facing admissions counselors

Example of an expository (explanatory) thesis statement:

• Explain how students spend their time studying, attending class, and socializing with peers

Example of an argumentative thesis statement:

• Present an argument and give evidence to support the claim that students should pursue community projects before entering college

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• How to Do Thematic Analysis | Step-by-Step Guide & Examples

How to Do Thematic Analysis | Step-by-Step Guide & Examples

Published on September 6, 2019 by Jack Caulfield . Revised on June 22, 2023.

Thematic analysis is a method of analyzing qualitative data . It is usually applied to a set of texts, such as an interview or transcripts . The researcher closely examines the data to identify common themes – topics, ideas and patterns of meaning that come up repeatedly.

There are various approaches to conducting thematic analysis, but the most common form follows a six-step process: familiarization, coding, generating themes, reviewing themes, defining and naming themes, and writing up. Following this process can also help you avoid confirmation bias when formulating your analysis.

This process was originally developed for psychology research by Virginia Braun and Victoria Clarke . However, thematic analysis is a flexible method that can be adapted to many different kinds of research.

Table of contents

When to use thematic analysis, different approaches to thematic analysis, step 1: familiarization, step 2: coding, step 3: generating themes, step 4: reviewing themes, step 5: defining and naming themes, step 6: writing up, other interesting articles.

Thematic analysis is a good approach to research where you’re trying to find out something about people’s views, opinions, knowledge, experiences or values from a set of qualitative data – for example, interview transcripts , social media profiles, or survey responses .

Some types of research questions you might use thematic analysis to answer:

• How do patients perceive doctors in a hospital setting?
• What are young women’s experiences on dating sites?
• What are non-experts’ ideas and opinions about climate change?
• How is gender constructed in high school history teaching?

To answer any of these questions, you would collect data from a group of relevant participants and then analyze it. Thematic analysis allows you a lot of flexibility in interpreting the data, and allows you to approach large data sets more easily by sorting them into broad themes.

However, it also involves the risk of missing nuances in the data. Thematic analysis is often quite subjective and relies on the researcher’s judgement, so you have to reflect carefully on your own choices and interpretations.

Pay close attention to the data to ensure that you’re not picking up on things that are not there – or obscuring things that are.

Prevent plagiarism. Run a free check.

Once you’ve decided to use thematic analysis, there are different approaches to consider.

There’s the distinction between inductive and deductive approaches:

• An inductive approach involves allowing the data to determine your themes.
• A deductive approach involves coming to the data with some preconceived themes you expect to find reflected there, based on theory or existing knowledge.

Ask yourself: Does my theoretical framework give me a strong idea of what kind of themes I expect to find in the data (deductive), or am I planning to develop my own framework based on what I find (inductive)?

There’s also the distinction between a semantic and a latent approach:

• A semantic approach involves analyzing the explicit content of the data.
• A latent approach involves reading into the subtext and assumptions underlying the data.

Ask yourself: Am I interested in people’s stated opinions (semantic) or in what their statements reveal about their assumptions and social context (latent)?

After you’ve decided thematic analysis is the right method for analyzing your data, and you’ve thought about the approach you’re going to take, you can follow the six steps developed by Braun and Clarke .

The first step is to get to know our data. It’s important to get a thorough overview of all the data we collected before we start analyzing individual items.

This might involve transcribing audio , reading through the text and taking initial notes, and generally looking through the data to get familiar with it.

Next up, we need to code the data. Coding means highlighting sections of our text – usually phrases or sentences – and coming up with shorthand labels or “codes” to describe their content.

Let’s take a short example text. Say we’re researching perceptions of climate change among conservative voters aged 50 and up, and we have collected data through a series of interviews. An extract from one interview looks like this:

In this extract, we’ve highlighted various phrases in different colors corresponding to different codes. Each code describes the idea or feeling expressed in that part of the text.

At this stage, we want to be thorough: we go through the transcript of every interview and highlight everything that jumps out as relevant or potentially interesting. As well as highlighting all the phrases and sentences that match these codes, we can keep adding new codes as we go through the text.

After we’ve been through the text, we collate together all the data into groups identified by code. These codes allow us to gain a a condensed overview of the main points and common meanings that recur throughout the data.

Next, we look over the codes we’ve created, identify patterns among them, and start coming up with themes.

Themes are generally broader than codes. Most of the time, you’ll combine several codes into a single theme. In our example, we might start combining codes into themes like this:

At this stage, we might decide that some of our codes are too vague or not relevant enough (for example, because they don’t appear very often in the data), so they can be discarded.

Other codes might become themes in their own right. In our example, we decided that the code “uncertainty” made sense as a theme, with some other codes incorporated into it.

Again, what we decide will vary according to what we’re trying to find out. We want to create potential themes that tell us something helpful about the data for our purposes.

Now we have to make sure that our themes are useful and accurate representations of the data. Here, we return to the data set and compare our themes against it. Are we missing anything? Are these themes really present in the data? What can we change to make our themes work better?

If we encounter problems with our themes, we might split them up, combine them, discard them or create new ones: whatever makes them more useful and accurate.

For example, we might decide upon looking through the data that “changing terminology” fits better under the “uncertainty” theme than under “distrust of experts,” since the data labelled with this code involves confusion, not necessarily distrust.

Now that you have a final list of themes, it’s time to name and define each of them.

Defining themes involves formulating exactly what we mean by each theme and figuring out how it helps us understand the data.

Naming themes involves coming up with a succinct and easily understandable name for each theme.

For example, we might look at “distrust of experts” and determine exactly who we mean by “experts” in this theme. We might decide that a better name for the theme is “distrust of authority” or “conspiracy thinking”.

Finally, we’ll write up our analysis of the data. Like all academic texts, writing up a thematic analysis requires an introduction to establish our research question, aims and approach.

We should also include a methodology section, describing how we collected the data (e.g. through semi-structured interviews or open-ended survey questions ) and explaining how we conducted the thematic analysis itself.

The results or findings section usually addresses each theme in turn. We describe how often the themes come up and what they mean, including examples from the data as evidence. Finally, our conclusion explains the main takeaways and shows how the analysis has answered our research question.

In our example, we might argue that conspiracy thinking about climate change is widespread among older conservative voters, point out the uncertainty with which many voters view the issue, and discuss the role of misinformation in respondents’ perceptions.

If you want to know more about statistics , methodology , or research bias , make sure to check out some of our other articles with explanations and examples.

• Normal distribution
• Measures of central tendency
• Chi square tests
• Confidence interval
• Quartiles & Quantiles
• Cluster sampling
• Stratified sampling
• Discourse analysis
• Cohort study
• Peer review
• Ethnography

Research bias

• Implicit bias
• Cognitive bias
• Conformity bias
• Hawthorne effect
• Availability heuristic
• Attrition bias
• Social desirability bias

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UT Electronic Theses and Dissertations

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Since 2010, the Office of Graduate Studies at UT Austin has required all theses and dissertations to be made publicly available in Texas ScholarWorks; however, authors are able to request an embargo of up to seven years. Embargoed ETDs will not show up in this collection. Most of the ETDs in this collection are freely accessible to all users, but some pre-2010 works require a current UT EID at point of use. Please see the FAQs for more information. If you have a question about the availability of a specific ETD, please contact [email protected].

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Computer Science & Engineering

Graduating PhD&#039;s in 2018-2019

Alric althoff.

Advisor: Ryan Kastner Dissertation Title: "Statistical Metrics of Hardware Security"  Current Employment: Leidos; San Diego, CA; Research Scientist home page Email: aalthoff at ucsd dot edu

Omid Assare

Advisor: Rajesh Gupta Dissertation Title: "Performance Analysis of Timing-Speculative Processors" Current Employment: Cadence Design Systems; San Jose, CA; Lead Software Engineer home page Email: omid at ucsd dot edu

Dimitar Bounov

Advisor: Sorin Lerner Dissertation Title:  "Toward Gamification and Crowdsourcing of Software Verification" Current Employment: Consensys; New York City, NY; Software Engineer Email: dbounov at ucsd dot edu

Eric Christiansen

Advisor: Serge Belongie Dissertation Title:  "From Local Descriptors to  in silico  Labeling" Current Employment: Google; Mountian View, CA; Senior Software Engineer  home page Email: ericmartinchristiansen at gmail dot com

Joseph Deblasio

Advisor: Alex Snoeren  Dissertation Title: "Countering Financially-Motivated Malicious Actors on the Internet" Current Employment: Google; Mountain View, CA; Software Engineer home page Email: mdeblasi at ucsd dot edu

Louis Dekoven

Advisor: Stefan Savage and Geoff Voelker  Dissertation Title: "Addressing Device Compromise from the Perspective of Large Organizations" Current Employment: Facebook; Washington DC; Security Engineer home page Email: ldekoven at ucsd dot edu

Advisor: Charles Elkan Dissertation Title: "Improving Biological Object Classification in Plankton Images Using Convolutional Neural Networks, Geometric Features, and Context Metadata" Current Employment: SPAWAR Systems Center Pacific; San Diego, CA; Research Scientist Email: jellen at ucsd dot edu

Advisor: Rajesh Gupta  Dissertation Title: "Multi-Tenant Mobile Offloading Systems for Real-Time Computer Vision Applications" Current Employment: Google; Mountian View, CA; Software Engineer home page Email: zhf010 at ucsd dot edu

Brown Farinholt

Advisor: Kirill Levchenko   Dissertation Title: "Understanding the Remote Access Trojan Malware Ecosystem Through the Lens of the Infamous DarkComet RAT" Current Employment: Google; Sunnyvale, CA; Software Engineer home page Email: bfarinho at ucsd dot edu

Chunbin Lin

Advisor: Yannis Papakonstantino  Dissertation Title:  "Accelerationg Analytic Queries on Compressed Data" Current Employment: Amazon; Palo Alto, CA; Software Development Engineer home page Email: lichunbi at amazon dot com

Jeng-Hau Lin

Advisor: Rajesh Gupta and Zhuowen Tu Dissertation Title: "Resource Efficient and Error Resilient Neural Networks" Current Employment: Qualcomm; San Diego, CA; Graphic Research Engineer home page Email: jel252 at ucsd dot edu

Atieh Lotfi

Advisor: Rajesh Gupta  Dissertation Title: "Fault-susceptibility Mitigation and Efficient Use of Resources in Programmable Hardware Accelerators" Current Employment: NVIDIA Corporation; Santa Clara, CA; Computer Architecture Engineer home page Email: alotfi at ucsd dot edu

Sergio Martin

Advisor: Scott Baden  Dissertation Title: "MATE, a Unified Model for Communication-Tolerant Scientific Applications" Current Employment: ETH Zurich; Zurich, Switzerland; Post-Doc Fellowship home page Email: smm014 at ucsd dot edu

James Morton

Advisor: Robin Knight  Dissertation Title: "Making Sense of Microbial Populations from Representative Samples" Current Employment: Simons Foundation, New York, NY; Research Fellow Email: jmorton at ucsd dot edu

Vasiliki Papavasileiou

Advisor: Alin Deutsch & Kenneth Yocum Dissertation Title: "Declarative Management of Big Graph Analytics" Prospective Employment: TBA home page Email: vpapavas at ucsd dot edu

Daniel Peroni

Advisor: Tajana Rosing Dissertation Title: "Approximate Computing for GPGPU Acceleration" Current Employment: Microsoft; Bellevue, WA; Software Engineer home page Email: dperoni at ucsd dot edu

Dustin Richmond

Advisor: Ryan Kastner Dissertation Title: "Hardware Development for Non-Hardware Engineers" Current Employment: University of Washington; Seattle, WA; Post-Doc Email: drichmon at ucsd dot edu

Valentin Robert

Advisor: Sorin Lerner Dissertation Title: "Front-end Tooling for Building and Maintaining Dependently-typed Functional Programs" Current Employment: Galois, Inc; Portland, OR; Member of Technical Staff home page Email: vrobert at ucsd dot edu

Justin Tantiongloc 

Advisor: Todd Coleman & William Griswold  Dissertation Title: "Scalable Measure Transportation and Applications in Machine Learning and Human Computer Interfaces" Current Employment: Perceive; Fremont, CA; Senior Engineer Email: jtantion at ucsd dot edu

Ashish Venkat 

Advisor:  Dean Tullsen  Dissertation Title: "Breaking the ISA Barrier in Modern Computing"  Current Employment: University of Virginia; Charlottesville, VA; Assistant Professor home page Email: asvenkat  at ucsd dot edu

Sharad Vikram

Advisor:  Sanjoy Dasgupta Dissertation Title: "Bayesian Structured Representation Learning" Current Employment: Google; San Francisco, CA; Software Engineer/Researcher home page Email: svikram  at ucsd dot edu

Jianguo Wang 

Advisor:  Yannis Papakonstantino and Steven Swanson Dissertation Title: Query Processing of Sorted Lists on Modern Hardware Current Employment: Amazon; Palo Alto, CA; Software Engineer home page Email: jiw150  at ucsd dot edu

Saining Xie

Advisor: Zhuowen Tu Dissertation Title: Deep Representation Learning with Induced Structural Priors Current Employment: Facebook; Menlo Park, CA; Research Scientist  home page Email: sax001 at ucsd dot edu

Konstantinos Zarifis

Advisor:  William Griswold and Yannis Papakonstantino Dissertation Title: "Facilitating the Development of Analytical Dashboards on the Web" Current Employment: Amazon; Palo Alto, CA; Software Development Engineer Email: kozarifi  at ucsd dot edu

Keliang "Kevin" Zhao 

Advisor:  Yannis Papakonstantino  Dissertation Title: "Data Management Issues and Optimizations in an Ajax Application Framework" Prospective Employment: TBA home page Email: kezhao  at ucsd dot edu

Responsive Buildings Skins: Daylight and Energy Analysis of Smart Thermo Bi-metal Systems

The building envelope significantly influences thermal comfort, daylighting, and heating and cooling loads  in buildings. Over the past few decades, facade designs have evolved through the application of  environmental simulations and algorithms. The typical approach to high-performance facades through  single or multi-parameter optimization towards specific performative goals, while calculated for  efficiency, does not address changing environmental factors and transient user needs. In contrast,  adaptive façades, capable of responding to variable boundary conditions and shifting performance goals  by periodically and reversibly altering their behavior, have emerged as a strategy to optimize building  performance. However, many contemporary kinetic facades suffer from complexity due to mechanical  parts, which are challenging to maintain, prone to breakdown, and require energy to operate.   

There is a need to explore how the complexity of kinetic façades can be simplified while still optimizing  for daylight and energy use. A growing body of research advocates for the use of ‘smart materials’ in  façade design. These systems utilize the intrinsic properties of the material to produce a change in  geometry in response to an external environmental factor such as light, heat, humidity, pressure, and  wind velocity.  

This research explores the effectiveness of temperature-responsive smart materials, specifically thermo  bi-metals, as an alternative to mechanically controlled kinetic facades, focusing on environmental  performance and occupant satisfaction. It aims to develop a digital workflow to simulate the real-time  behavior of such facades using climate data to analyze daylight performance. The study investigates how  module design and patterning logic affects daylighting metrics, comparing the dynamic behavior of a  facade designed with the material against its static state. Immersive reality technology is used as an  experiential tool to understand the qualitative impacts of the facade design on daylighting. The study also  examines how occupant control of these adaptive facades can be implemented through manual overrides  and assesses the potential impacts of these overrides on energy performance.   

The goal of this research is to streamline the design and daylight analysis of adaptive facades using smart  thermo bi-metal systems. Considering, environmental performance evaluation of these systems is sparse  in the current research, it can create a framework for designers to integrate such façade systems in the  early design phase. 

Degree Type

• Master's Thesis
• Architecture

Degree Name

• Master of Science in Sustainable Design (MSSD)

Usage metrics

• Built Environment and Design not elsewhere classified
• Building Science and Techniques

Asana: Valuation Suggests Upside, But It Is Not Worth The Risk

• Asana reported its Q1 FY25 earnings where revenue grew 13% YoY, while non-GAAP operating loss narrowed as it focuses its go-to-market strategy on winning and expanding enterprise customers.
• Simultaneously, the company is rapidly building genAI capabilities along with launching AI Teammates in beta to enable teams to collaborate more efficiently, improving engagement and productivity.
• However, their FY25 revenue guidance is soft at 10-11% growth rate, while there is no certain path to profitability. At the same time, the competitive landscape is fierce.
• Assessing both the “good” and the “bad”, I believe that it is best to wait for further evidence for growth to pick up before initiating a position, making it a “hold”.

Introduction & Investment Thesis

Asana ( NYSE: ASAN ) is a work-management platform that helps organizations orchestrate work from daily tasks to cross-functional strategic initiatives. The stock has severely underperformed the S&P 500 and Nasdaq 100 YTD. It reported its Q1 FY25 earnings on May 30, where revenue grew 13% YoY, while it incurred a narrower loss than the previous year at -$15M. During the earnings call , the management discussed its go-to-market initiatives to focus on enterprise customers who are spending $100,000 in Annual Recurring Revenue (“ARR”) as well as building genAI capabilities in its product roadmap that will tackle complex workflows and elevate teamwork.

While the management discussed that there is stability in its booking growth and expects to see acceleration in the second half of the year, their revenue projection for FY25 is lackluster at 10-11% growth rate. At the same time, the lack of a profitability roadmap along with a highly competitive environment can dampen Asana’s growth prospects, especially in an environment of increasing vendor consolidation. Therefore, on one hand, while the stock can substantially rise from its current levels if it is able to reignite growth, I believe that it is prudent to stay on the sidelines and wait for further management commentary in the coming quarters, making it a “hold”.

Go-to-market strategy is focused on winning enterprise customers to reignite growth

Asana reported its Q1 FY25 earnings, where revenue grew 13% YoY to $172.4M, driven by strength in the number of customers spending $100,000 in ARR, growing 19% YoY to a count of 607. At the same time, International revenue grew at a faster rate of 14.5% compared to US, contributing 39.4% of Total Revenue, as they saw international customers across verticals close multi-year deals with Asana and expand their usage as they consolidate their tech platforms.

2024 Investor Presentation: Revenue growth across quarters

During the earnings call, the management outlined that they will continue to hire quota-carrying sales reps as they remain focused on accelerating their pipeline and increasing the efficiency of outbound prospecting by customizing customer outreach using AI to better target and expand their market share in the enterprise segment. So far, they are seeing stability in new bookings and average contract value (“ACV”) as they added 30 customers with $100K+ in ACV, which is up from 20 in the previous year.

Building new genAI capabilities to help humans and AI work seamlessly together, thus elevating user experience and productivity

To give a quick primer on Asana, it is a work-management platform that brings teams together to help them connect the goals set at the top of an organization to the cross-functional projects and individual tasks that will support those strategies, thus enabling the entire organization to work smarter and drive superior business outcomes. Asana is able to accomplish it with Asana Work Graph, which is their proprietary data model that provides a structured map of how work gets done in organizations.

2024 Investor Presentation: How Asana is designed

With genAI playing an increasingly important role in collaborative work management, the company is rapidly building genAI capabilities within Asana Work Graph as genAI gradually takes on more complex portfolios of work, essentially playing the role of AI teammates instead of an assistant. Some of the capabilities include Smart Goals and Smart Workflows that will build automated workflows based on natural language to match specific goals that are optimized for the entire organization, along with Smart Onboarding capabilities to help individuals and teams get up to speed and deliver impact. Plus, the company is also working on releasing new genAI capabilities to surface intelligent insights by helping create comprehensive status updates through Smart status with features such as Smart Reporting, Smart Projects and more that are in the product pipeline. In its latest Investor Presentation , the company also unveiled AI Teammates in beta, which will advise teams on priorities and workflows, allowing teams to work with full transparency across use cases that include product launches, strategic planning, creative production, marketing campaigns, and more.

According to Dustin Moskovitz, CEO of Asana, Asana and Work Graph is a kind of a “digital scaffolding,” and I believe that given its superior technological capability to understand the relationship between people, work, and workflows, it can direct AI with the right context, thus driving more seamless collaboration between humans and AI across use cases, thus enabling them to expand their businesses through increasing pricing power across newer features.

Operating at a loss in a highly competitive environment and FY25 guidance doesn’t demonstrate material improvement in growth trajectory

Shifting gears to profitability, the company incurred a loss of -$15M in non-GAAP operating profit, with a margin of -9.1%. Although it has improved by 500 basis points from the previous year as the management has streamlined its operating expenses, the management has not provided a path towards long-term profitability. While the management discussed that they are seeing signs of stability as they expect moderate reacceleration in the business in the second half, it is important to note that Asana also operates in a highly competitive environment with companies such as monday.com (NASDAQ: MNDY ), Atlassian (NASDAQ: TEAM ), Smartsheet (NYSE: SMAR ), and others who are growing at a far superior rate with better operating metrics. Although the company is trying to differentiate with its Asana Work Graph technology along with building competitive genAI capabilities, its revenue is still expected to grow in the low teens of 10-11% YoY to $721M, while incurring a loss of -$57M in non-GAAP operating income, which is flat YoY. I firmly believe that in order for investor confidence to return, the company has to meaningfully reignite growth given its initiatives towards expanding sales capacity to attract enterprise companies and investing in R&D to drive product innovation, and unfortunately FY25 guidance doesn’t yet reflect the dawn of growth yet.

2024 Investor Presentation: Operating at a loss

Tying it together: Upside exists, but it is not worth it

As the company has not provided a long-term financial or operating model and given that its non-GAAP operating income is still negative, I will base my valuation of Asana on my revenue growth projections over the next 3 years. Therefore, assuming that Asana achieves its FY25 revenue target and then is successfully able to reignite growth through its go-to-market and product initiatives, it should go back to growing in the mid to high teens, which is in line with the consensus estimates as well. This will result in Asana producing a total revenue of $936.9M in FY27, which will translate to a present value of $703M when discounted at 10%.

Taking the S&P 500 as a proxy , where its companies grow their revenues at an average rate of 4.8% with a price-to-sales ratio of 2.19, Asana should be trading at three times the multiple, given the growth rate of its revenue during this period of time. This will translate to a P/S ratio of 6.6, or a price target of $20.4, which represents an upside of 56% from its current levels.

Author's Valuation Model

My final verdict and conclusions

Although the valuation model suggests that there is an attractive upside, I am cautious with the company at the moment. Although I like its go-to-market strategy to focus on enterprise customers to drive higher ACV along with building genAI capabilities in its product roadmap to drive user engagement, I will not ignore the serious risks at hand, where it is operating at a loss, with an uncertain path to profitability, along with a highly competitive landscape where its competitors are growing at a faster rate than Asana. Moreover, this is taking place at a time when macroeconomic conditions are still uncertain, along with businesses consolidating their software spend on fully integrated platforms to capture pricing and operational advantage. Therefore, until the management can demonstrate an acceleration in their top-line by winning and expanding across a higher number of enterprise customers, I believe investor sentiment will remain dampened. Assessing both the “good” and the "bad," I believe it is prudent to stay on the sidelines at the moment and wait for better indications from the management to reassess its growth prospects in the coming quarters. Till then, I will rate the stock a “hold”.

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Analyst’s Disclosure: I/we have no stock, option or similar derivative position in any of the companies mentioned, and no plans to initiate any such positions within the next 72 hours. I wrote this article myself, and it expresses my own opinions. I am not receiving compensation for it (other than from Seeking Alpha). I have no business relationship with any company whose stock is mentioned in this article.

Seeking Alpha's Disclosure: Past performance is no guarantee of future results. No recommendation or advice is being given as to whether any investment is suitable for a particular investor. Any views or opinions expressed above may not reflect those of Seeking Alpha as a whole. Seeking Alpha is not a licensed securities dealer, broker or US investment adviser or investment bank. Our analysts are third party authors that include both professional investors and individual investors who may not be licensed or certified by any institute or regulatory body.

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• Psychosocial predictors of doping intentions and use in sport and exercise: a systematic review and meta-analysis
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• http://orcid.org/0000-0001-7122-3795 Nikos Ntoumanis 1 , 2 ,
• Sigurd Dølven 1 ,
• Vassilis Barkoukis 3 ,
• http://orcid.org/0000-0001-5651-7816 Ian David Boardley 4 ,
• Johan S Hvidemose 1 ,
• http://orcid.org/0000-0001-8456-5364 Carsten B Juhl 1 , 5 ,
• Daniel F Gucciardi 6
• 1 Department of Sports Science and Clinical Biomechanics , University of Southern Denmark , Odense , Denmark
• 2 Norwegian School of Sports Sciences , Oslo , Norway
• 3 Department of Physical Education and Sport Sciences , Aristotle University of Thessaloniki , Thessaloniki , Greece
• 4 School of Sport, Exercise and Rehabilitation Sciences , University of Birmingham , Birmingham , West Midlands , UK
• 5 Department of Physiotherapy and Occupational Therapy, Herlev and Gentofte , Copenhagen University Hospital , Kobenhavn , Denmark
• 6 Curtin School of Allied Health , Curtin University , Perth , Western Australia , Australia
• Correspondence to Professor Nikos Ntoumanis, Department of Sports Science and Clinical Biomechanics, University of Southern Denmark, Odense, Denmark; nntoumanis{at}health.sdu.dk

Objective To conduct a meta-analytic review of psychosocial predictors of doping intention, doping use and inadvertent doping in sport and exercise settings.

Design Systematic review and meta-analysis.

Data sources Scopus, Medline, Embase, PsychINFO, CINAHL Plus, ProQuest Dissertations/Theses and Open Grey.

Eligibility criteria Studies (of any design) that measured the outcome variables of doping intention, doping use and/or inadvertent doping and at least one psychosocial determinant of those three variables.

Results We included studies from 25 experiments (N=13 586) and 186 observational samples (N=3 09 130). Experimental groups reported lower doping intentions ( g =−0.21, 95% CI (−0.31 to –0.12)) and doping use ( g =−0.08, 95% CI (−0.14 to –0.03), but not inadvertent doping ( g =−0.70, 95% CI (−1.95 to 0.55)), relative to comparators. For observational studies, protective factors were inversely associated with doping intentions ( z =−0.28, 95% CI −0.31 to –0.24), doping use ( z =−0.09, 95% CI −0.13 to to –0.05) and inadvertent doping ( z =−0.19, 95% CI −0.32 to –0.06). Risk factors were positively associated with doping intentions ( z =0.29, 95% CI 0.26 to 0.32) and use ( z =0.17, 95% CI 0.15 to 0.19), but not inadvertent doping ( z =0.08, 95% CI −0.06 to 0.22). Risk factors for both doping intentions and use included prodoping norms and attitudes, supplement use, body dissatisfaction and ill-being. Protective factors for both doping intentions and use included self-efficacy and positive morality.

Conclusion This study identified several protective and risk factors for doping intention and use that may be viable intervention targets for antidoping programmes. Protective factors were negatively associated with inadvertent doping; however, the empirical volume is limited to draw firm conclusions.

• Doping in Sports
• Drug and Narcotic Control

Data availability statement

Data are available in a public, open access repository. Our search results, final data file, analysis scripts and supplementary material are openly available ( https://bit.ly/doping-meta-project ).

This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See:  http://creativecommons.org/licenses/by-nc/4.0/ .

https://doi.org/10.1136/bjsports-2023-107910

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WHAT IS ALREADY KNOWN?

Athletes and exercisers’ doping intentions and use are associated with personal factors such as morality, attitudes, motivation and antisocial behaviour.

The environment in which individuals operate also plays a significant role, for instance, team or coach-related motivation and morality variables as well as social norms about doping.

WHAT ARE THE NEW FINDINGS?

Non-performance factors, such as body dissatisfaction, exposure to fitness appearance media posts and ill-being, are emerging psychosocial predictors of doping.

There is probably higher susceptibility to doping among subelite or older athletes.

Protective factors are associated with a lower risk of inadvertent doping; however, the empirical volume on inadvertent doping is limited to draw firm conclusions.

Introduction

Doping refers to the use of performance-enhancing drugs (PED) and methods, prohibited by the World Anti-Doping Agency, to improve performance. 1 Although it is difficult to ascertain the prevalence of doping in sport, estimates based on biological parameters and indirect questionnaire techniques indicate potential prevalence rates in elite athlete populations of between 14% and 39%. 2 For recreational athletes and exercisers, estimates are in the region of 18%–24%. 3 4 In order to reduce such incidences and increase the efficacy of doping prevention efforts, it is essential to understand the psychosocial mechanisms that are risk factors for, or protective factors against, doping intentions and use. 5

The first meta-analytic review published in 2014 6 of psychosocial predictors of doping intentions and use in sport and physical activity settings identified prodoping social norms, positive doping attitudes and use of nutritional supplements as the strongest risk factors for doping intentions and behaviours; morality and self-efficacy to avoid doping were the strongest protective factors. Further reviews have subsequently been published, but they have either been narrative, 7 and/or limited in scope, for instance, focusing exclusively on one type of population group (eg, adolescent athletes, 8 elite athletes 9 ) or specific predictors of doping intention/use (eg, attitudes, 10 perfectionism, 11 nutritional supplement use 12 ). Narrative reviews cannot provide indices of the magnitude of effects, nor estimates of study quality, publication bias and statistical power. Hence, narrative reviews, in general, are more prone to subjective bias and misinterpretation, compared with meta-analyses. 13

To address these limitations, we conducted an up-to-date meta-analytical review of diverse psychosocial predictors of antidoping intentions and use across various sport and exercise settings. We aimed to (1) update the empirical evidence by including numerous new studies, particularly interventions completed since 2014 14–16 as well as studies predicting inadvertent doping as an outcome 17 or measuring new psychosocial predictors (eg, anticipated guilt; moral identity; team moral disengagement; sporting moral values 18–21 ), (2) improve the methodology used in the 2014 meta-analysis 6 by accounting for dependency of effect sizes within studies and providing better estimates of study quality, risk of bias and homogeneity of effects and (3) offer recommendations for education/practice and future research from a social sciences perspective. Given the prevalence rates of doping in sport and exercise settings, our review may be of practical importance as it can inform the design of psychosocial interventions as well as education programmes offered by antidoping agencies, which are based on updated evidence by identifying the most important targets and practices for such interventions. Our work may also offer guidance regarding methodological quality and rigour of existing studies that can inform the design of future research in the field.

Methodology

We prospectively registered our protocol in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analysis Protocols (PRISMA-P) 22 via the Open Science Framework (OSF; https://bit.ly/doping-meta-registration ). This review complies with the 23 PRISMA 2020 guidelines. 23 Our search results, final data file, analyses scripts and online supplemental material are openly available ( https://bit.ly/doping-meta-project ).

Supplemental material

Eligibility criteria.

We considered studies eligible for inclusion if they measured the outcome variables of doping use, risk of inadvertent doping (referred to as inadvertent doping hereafter) and/or doping intention, and at least one psychosocial determinant (specified as such by the authors of primary studies based on theory, past research, and/or experimental manipulation) of those three doping-related variables. We included correlational and experimental designs, with participants of any age, gender and nationality, in sport or other (eg, gym-users, students) contexts.

We excluded studies that measured (1) non-PED related behaviour (eg, technological doping); (2) PED use for mental performance outside of sport/exercise (eg, ADHD medication use in education); (3) prohibited substance/s (eg, cannabis, psychedelics) used in non-performance or appearance-enhancing contexts or (4) psychosocial predictors of other doping-related variables (eg, attitudes, pressure to dope), but not doping use, inadvertent doping and/or doping intention, (5) we also excluded studies when they included only demographic, supplement use and substance use variables as determinants, but we coded such variables in studies that had also measured psychosocial predictors that met our inclusion criteria; (6) assessed psychosocial predictors of doping among coaches and other athlete support personnel or (7) were written in non-Latin or non-Germanic-based languages, due to poor translations initially obtained via Google Scholar.

Information sources and search strategy

Full details of our search strategy are provided in the online supplemental material . First, SD conducted an electronic literature search via Scopus, Medline, Embase, PsychINFO, CINAHL Plus and ProQuest Dissertations and Theses from the earliest date available to 31 March 2023. The search string encompassed two blocks with free text (eg, keywords) and subject headings; one block focused on psychosocial variables and the other focused on doping outcomes. Second, SD searched reference lists and forward citations of previous relevant systematic reviews and meta-analyses. Third, SD searched Open Grey for grey literature, which yielded zero eligible studies.

Selection process

We imported identified records to Endnote and Covidence and deleted duplicates. Abstracts and titles were uploaded on Research Screener, a semiautomated web application that uses machine learning algorithms to optimise the screening process. 24 Initially, Research Screener rank-ordered abstracts according to six seed articles 8 16 18 25–27 were identified by our team as studies, which captured the inclusion criteria, including a systematic review that included many relevant keywords to train the algorithm. The algorithm produced the first block of 50 articles based on these seed articles. Learning from analysts’ decisions about what studies are in/eligible, it subsequently identified further articles in blocks of 50.

Consistent with recommendations, 24 SD screened the abstracts of the first 50% of the records identified by Research Screener for eligibility and the titles of the remaining 50%. Of the 7258 records screened, 491 articles were full text screened. SD found 274 records eligible for inclusion. Of these eligible studies, we included 202 records and 211 independent samples in our meta-analytic review. JSH double screened a random sample of 15% of the full-text articles; Cohen’s Kappa indicated ‘almost perfect’ 28 agreement (k=0.83) between the raters, and the few conflicts were resolved by discussion.

Data extraction

In addition to doping use and intention, we also included proxies of intentions, such as susceptibility, willingness, likelihood and ‘potential’ doping use. We collapsed all these variables under the broad label ‘intentions’, based on meta-regression findings, which showed that for experimental studies, the type of intention did not moderate the obtained effect size (F (3, 47)=1.28; p=0.29. Also, for observational studies, the type of intention was a statistically inconsequential predictor of risk ( F (3, 167)=1.02, p=0.38) and protective ( F (3, 333)=0.18, p=0.18) factors. We also measured inadvertent doping, operationalised in primary studies as behaviours or intentions that put oneself at higher (eg, not checking ingredient lists) or lower (eg, adherence to doping prevention behaviours) risk for doping unintentionally. Where applicable, we reverse-coded scores, so that all positive effect sizes indicate higher risk for inadvertent doping. Details about the coding of sport level and participant category (eg, athletes, students) are provided in the online supplemental material .

SD led the data extraction process including effect size coding, which JSH double-checked for accuracy and consistency (97% initial agreement). We calculated Hedges’ g for experimental and Pearson’s r for observational studies via a published excel calculator. 29 Using established formulas, 30 we converted ORs and standardised mean differences into Pearson’s r. For any other statistics (eg, χ 2 ) reported in primary studies, we calculated effect sizes using the Campbell Collaboration effect size calculator. 31 We refer to effect sizes throughout this manuscript for both observational and experimental studies, but we acknowledge that in the case of the former type of studies, effect sizes capture associations and do not imply causality. The variance of the effect sizes was calculated according to recommendations. 30 When the article had insufficient statistical information, we contacted the corresponding author with two reminders (if needed), each one week apart. Most (97.6%) of the extracted effect sizes were unadjusted. For observational data, we applied Fisher’s r-to-z transformation for all correlation coefficients and their variances to normalise their distribution properties and generate less biased estimates. 32 To interpret our findings, we use benchmarks for effect sizes based on empirically derived conclusions from the psychological literature. 33 34 Namely, r =0.05, 0.10, 0.20 and 0.30 are interpreted as very small, small, medium and large effect sizes, respectively. Effect sizes g are approximately double the size of correlations and we interpret them accordingly (eg, we consider g =0.40 as medium effect size). We also follow recent recommendations 35 and use the expression ‘high compatibility’ instead of ‘statistically significant’.

SD coded and extracted information on moderators; JSH independently double coded a random sample of 60% of studies to check for accuracy and consistency. Discrepancies were resolved via discussion. For observational studies, there were well over 100 psychosocial determinants of doping intention, doping use and inadvertent doping. Accordingly, NN and SD grouped the determinants into specific and general factors. As in a previous meta-analysis, 6 general factors were further grouped into a third level as either protective or risk factor (see online supplemental table 1 . eg), the general factor of prodoping attitudes was further classified as a risk factor. IDB and VB reviewed the classification scheme, with discrepancies resolved via discussion with DFG. The grouping was undertaken to maximise the number of independent samples used in the calculation of effect sizes.

Statistical analyses

Our analytical approach followed guidelines 29 for conducting meta-analyses when effect sizes are non-independent (eg, multiple effects from a single study). We synthesised experimental ( tables 1 and 2 ) and observational data ( tables 1 and 3 ) separately using a three-level, random effects model with restricted maximum likelihood estimation via the metafor package. 36 For the observational data, we categorised outcomes as intention (including intention, willingness, susceptibility and likelihood), inadvertent doping or doping use. Regarding sensitivity analyses, we examined the influence of outliers and influence cases on the overall pooled effect. 37 As a complement to these traditional sensitivity tests, we used correlated and hierarchical effect models via robust variance estimation 38 to examine variations in the overall pooled effect with varying constant correlations (ρ=0.20, 0.40, 0.60, 0.80) among effects within studies using the clubSandwich package. 39 Regarding heterogeneity, we calculated I 2 and the variance distribution across each level with the mlm.variance.distribution function of the dmetar package 40 and 95% prediction intervals. 41 Finally, we examined different forms of bias, for instance, publication bias via the multilevel extension of Egger’s test, 42 bias as a function of publication type (published vs unpublished), study rating in terms of risk of bias assessment, study sample size and power of included studies to detect varying effect sizes of interest (d=0.10–0.40 43 ;) via the metaviz package 44 as well as moderator effects (eg, characteristics of participants and study design) within a meta-regression framework in which the overall pooled effect was regressed on predictor variables. Regarding our primary outcomes, we examined moderators of doping intentions only for experimental data, and for doping use and doping intentions where there were at least 2 ( table 3 ) or 20 effects ( online supplemental table S6 ) for observational data. All meta-regression models included an outcome variable that consisted of effect sizes calculated for each study; normally distributed random effects nested to study (level 2) and individual effects within each study (level 1); error distribution across both levels; p values computed based on a t/F distribution; and identity link function, where the expected value of the outcome variable was modelled as a linear combination of predictors. Our moderator analyses are exploratory rather than confirmatory, as we excluded a priori predictions in our preregistered protocol. We performed meta-regression assumption checks for doping intentions with experimental data, and doping use and doping intentions for observational data at the highest levels reported in table 1 . These tests included normality of residuals (QQ plots), model comparisons to test homoscedasticity of residual variances for categorical moderators and linearity for continuous moderators (age only). Given the exploratory nature of our meta-regressions, we provide full results of these analyses on our OSF project page. Briefly, the findings suggest these regression assumptions held, except for minor deviations in some cases (primarily where there are few effects available).

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Meta-analytic summary estimates of primary outcomes for experimental and observational studies

Meta-analytic summary estimates of predictors of doping use and doping intentions from the observational data

Meta-regression estimates for experiments

Risk of bias assessment

SD and JSH assessed the quality of all studies independently. For randomised experiments, we used Cochrane’s risk of bias tool for randomised trials (RoB-2 45 ) to examine the randomisation process, deviations from intended interventions, missing outcome data, measurement of the outcomes and selection of the reported outcomes. The overall assessment of each study is determined by an algorithm in RoB-2. For non-randomised experiments, we used the Joanna Briggs Institute (JBI) assessment tool 46 for quasi-experimental studies. We opted for the AXIS tool 47 to assess observational studies, which includes 20 questions covering reporting quality, study design quality and various sources of bias in the study. The AXIS tool lacks questions for dealing with missing follow-up data, hence we added two questions adopted from, 6 when coding longitudinal studies. Cohen’s Kappa indicated moderate and substantial agreement between the two assessors for experimental and observational studies for their overall quality (k=0.58; k=0.74, respectively). SD and JSH resolved all conflicts without the need for a third assessor.

Certainty of evidence

We assessed the overall quality of evidence using the Grading of Recommendations Assessment, Development and Evaluation (GRADE) approach. 48 This involves examining the methodological flaws of the studies (ie, risk of bias), the heterogeneity of results across studies (ie, inconsistency), the generalisability of the findings to the target population (ie, indirectness), imprecision of estimates and the risk of publication bias.

Deviations from registered protocol

First, due to numerous studies and limited resources, we decided to exclude studies that only reported demographic variables, supplement use and substance use as predictors (ie, reported no psychosocial predictors). Second, we added the JBI assessment tool for quasi-experimental studies to assess the risk of bias for non-randomised studies, as we did not anticipate such studies originally. Third, we expanded our sensitivity analyses by using correlated and hierarchical effects models via robust variance estimation.

Equity, diversity and inclusion

Gender, race, sexual orientation, socioeconomic level or other demographics that describe marginalised groups were not criteria for study eligibility. Where information was available, these variables were tested as moderators or antecedents (eg, internalised heterosexualism). The author team included researchers from various career stages and countries, but, unintentionally, was male dominated.

Study selection

Of the 7258 records screened, we retained 491 for full-text screening, of which we eventually used 202 (211 independent samples) for analysis ( figure 1 ; see also online supplemental materials for a description of each study).

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PRISMA flowchart. PRISMA, Preferred Reporting Items for Systematic Reviews and Meta-Analysis.

Study characteristics

An overview of key study characteristics of the analysed studies is in online supplemental table S2 . We included studies from 25 experiments (57 effects N=13 586; M age =18.37) and 186 observational samples (1239 effects; N=3 09 130; M age =22.18) for statistical synthesis. Experimental studies (including both cross-sectional experiments as well as longitudinal educational programmes) were primarily published (96%), reported pre–post between-subjects designs (60%), included athletes (72%), mix of individual and team sports (44%), non-elite level (50%) and mixed gender (68%). Observational studies were primarily published (92.5%), reported cross-sectional designs (95.7%), included athletes (50%), mix of individual and team sports (52%), elite level (39%) and both genders (66.5%).

Risk of bias

We used the robvis R package 49 to summarise our risk of bias assessments. Online supplemental figure S1–S6 present for each design (experimental, quasi-experimental, observational) summaries across all studies as well as ratings of individual studies. For the experimental studies, there were some concerns regarding randomisation and reporting of results, particularly lack of reporting of study protocol. We rated several experimental studies of high quality as having some concerns, because the algorithm of RoB-2 assigns this label even if even only one of the domains in the study are rated as ‘some concerns’. For the quasi-experimental studies, more than half lacked a control group. For the observational studies, there were some concerns in two domains related to the reporting and handling of non-responders and missing values.

Meta-analysis

Experimental data.

An overview of the pooled effects is provided in table 1 and figure 2 . Relative to comparators, experimental groups reported lower doping intentions ( g =−0.21, 95% CI (−0.31 to –0.12) and doping use ( g =−0.08, 95% compatibility interval (CI) (−0.14 to –0.03)), whereas less compatibility was shown for inadvertent doping ( g =−0.70, 95% CI (−1.95 to 0.55)). Given the low number of studies and effects for doping use and inadvertent doping, we considered the evidential base insufficient and, therefore, exclude both outcomes from further interrogation. Outliers (none), influential cases (four effects) and variations in common correlation among effects sizes within studies (see the Methodology section) indicated little sensitivity in the overall pooled effect for intention (see OSF page).

Forest plot with experimental data for doping intentions, including overall effect, CI (black diamond) and prediction interval (dotted line).

For doping intentions, the multilevel extension of Egger’s test and visual inspection of the funnel plot (see online supplemental figure S7 ) supported an interpretation of symmetry. Meta-bias analyses indicated that publication status, risk of bias for randomised and non-randomised experiments and sample size were inconsequential predictors of the overall pooled effect for intentions. Results of the moderation tests are provided in table 2 . Only experiment type and sport level were meaningful moderators of the overall pooled effect for intentions. Namely, experimental manipulations reported stronger effects ( g =−0.41, 95% CI (−0.58 to –0.23)) than field-based interventions ( g =−0.16, 95% CI (−0.26 to –0.08)]). Regarding sport level, the strongest effects were observed with subelite athletes ( g =−0.54, 95% CI (−0.77 to –0.31)), followed by elite athletes ( g =−0.32, 95% CI (−0.56 to –0.08)) and mixed samples ( g =−0.28, 95% CI (−0.51 to –0.04)); the effect for non-elite athletes was inconsequential ( g =−0.12, 95% CI (−0.26 to 0.02)). Finally, power-enhanced plots (see online supplemental figure S8–S9 ) indicated most experimental studies included in the meta-analysis were sufficiently powered to detect moderate effects for intention ( d =0.40, median power=82.3%) and small effects for inadvertent doping ( d =0.20, median power=85.4%).

Observational data

An overview of the overall pooled effects is provided in table 1 . An overall composite representing protective factors was inversely associated with doping intentions ( z =−0.28, 95% CI −0.31 to–0.24), doping use ( z =−0.09, 95% CI −0.13 to –0.05) and inadvertent doping ( z =−0.19, 95% CI−0.32 to –0.06). Similarly, an overall composite representing risk factors was positively associated with doping intentions ( z =0.29, 95% CI 0.26 to 0.32) and doping use ( z =0.17, 95% CI 0.15 to 0.19), but not inadvertent doping ( z =0.08, 95% CI−0.06 to 0.22). Outliers (none), influential cases and variations in common correlation among effect sizes within studies indicated little sensitivity in the overall pooled effect for all six predictor-outcome combinations (risk and protective factors with doping use, inadvertent doping, doping intentions) (see OSF page). Meta-bias tests of these six combinations are provided in online supplemental table S4 . These findings suggest that bias is minimal.

Meta-analytic estimates of general factors (see online supplemental table S1 ) are presented in table 3 . In total, 23 of 79 effect sizes showed high compatibility, 11 predicting intentions and 12 doping use, all of which were small-to-large in magnitude (z=0.09 to 0.45). 34 Prodoping attitudes and norms, antisocial behaviour, body dissatisfaction, ill-being, intentions, maladaptive motivation, negative morality, exposure to fitness appearance media posts, training volume and substance and supplement use were meaningful positive correlates for doping use and/or intentions. In contrast, self-efficacy to avoid doping, positive morality and adaptive motivational factors were negative correlates. Meta-bias tests of these correlation pairs indicated minimal bias ( online supplemental table S5 ).

Moderation analyses of individual predictor-outcome combinations are presented in online supplemental table S6 ). Only 9 of these tests showed high compatibility. The negative associations between self-efficacy and intentions to avoid doping decreased with age (B=−0.16); the negative association between positive morality and intentions (B=−0.07) and the positive association between norms and doping use (B=0.13) increased with age. Regarding the positive association between norms and doping use, the association was strongest for non-athletes (z=0.43) relative to athletes (z=0.28) and students (z=0.15). Regarding the positive association between substance use and doping use, the association was strongest when assessed as continuous (z=0.35) versus dichotomous ( z =0.14) data type; among athletes (z=0.76) relative to students (z=0.17) and non-athletes (z=0.16); among participants sampled as mixed (z=0.91) relative to individual (z=0.20) sports; and when the substance type is mixed (z=0.39) relative to illegal (z=0.16). Finally, the positive association between supplement use and doping use was strongest when data are cross-sectional (z=0.28) relative to longitudinal (z=0.02).

We assessed the certainty of evidence separately for experimental and observational studies, in terms of predicting doping use, intentions and inadvertent doping (see online supplemental table S7 ). For experimental studies, the certainty of evidence was graded as moderate for doping use, low for doping intention and very low only for inadvertent doping. The evidence for intentions was downgraded due to high risk of bias, as most studies had insufficient reporting on the randomisation procedures and for only 2 of 25 studies a protocol was available. Furthermore, there was substantial heterogeneity between study results, except for predicting doping use, for which heterogeneity is likely uninformative because we located four studies only. For the observational studies, the risk of bias was judged as non-serious, nevertheless, there was a lack of assessment of non-responders. The certainty of evidence was downgraded due to large heterogeneity between study results. For doping use and doping intentions, there was a small study bias, as the visual inspection of the funnel plots showed clear asymmetry.

This meta-analysis provides an updated synthesis of empirical evidence on the fast-growing body of research examining psychosocial predictors of doping intention, use and inadvertent doping in sport and exercise settings. In comparison to a comprehensive meta-analysis 6 in this field about a decade ago, our work includes a substantially larger number of independent data sets (211 vs 63), more experimental studies (25 vs 4) and a new outcome variable, inadvertent doping (9 vs 0).

Regarding experimental studies, we found that they have a compatible, but small ( g =−0.21) effect in reducing doping intentions. The effect was somewhat larger than that reported in the previous meta-analysis 6 (d=−0.12), but power-enhanced plots indicated that most studies were underpowered to detect it. In some studies, the comparison was in favour of the control group, hence the negative effect sizes. Moderation tests showed that the overall effect was stronger in subelite athletes (vs elite or non-elite). It is possible some subelite athletes consider the perceived benefits as high (ie, progression to elite level) and the perceived costs as low (ie, little risk of being caught). 50 Moderation analyses also showed that studies using one-off experimental manipulations (eg, self-affirmation instructions 14 ) reported stronger effects than interventions delivered via longitudinal educational programmes. It is plausible that the effects of experimental manipulations are transient, and hence, emphasis should be given to developing stronger field-based-antidoping programmes. Such programmes should be cocreated with athletes and athlete support personnel and employ digital solutions to maximise acceptability and longevity. The effect of experimental studies on doping use was compatible but very small ( g =−0.08). Overall, there is a dearth of experimental studies assessing doping use, possibly due to demand characteristics in experimental behavioural research 51 and the apparent obstacles in attempting to obtain objective assessments. Considering the high number of positive antidoping tests claimed to be due to careless nutritional supplement and medication use, 52 we analysed the effects of antidoping interventions in reducing the risk of inadvertent doping. We included three studies with an overall large effect ( g =−0.70), however, the CI was too wide to draw any conclusions. This is a clear gap in the psychosocial literature on doping and more experimental programmes, in particular field-interventions, should consider inadvertent doping as a primary or a coprimary outcome (eg, alongside intentional doping use).

Most included samples in our review were from observational studies (k=186). These studies measured a wide array of psychosocial predictors (theory assumed as opposed to experimentally manipulated), stemming from different theoretical frameworks. To summarise the literature in a meaningful way, we categorised these predictors as protective and risk factors, an approach also taken in the 2014 meta-analysis. 6 Overall, we found protective factors had large, medium and small associations when predicting doping intentions, inadvertent doping and doping use, respectively. In terms of risk factors, the association with doping use was small to medium, whereas the association with intentions was large; the effect size for inadvertent doping was small and its CI indicated lack of compatibility. The results of follow-up analyses are summarised in figure 3 . Overall, risk factors were far more researched than protective factors, particularly for doping use. Clearly, more research is needed to better understand the role of protective factors in the doping decision-making process. Also, similar to experimental studies, there were only a handful of observational studies assessing the risk of inadvertent doping. Our findings provide similar conclusions to those of the 2014 meta-analysis, although the effect sizes are not strictly comparable due to the differences in the analytic strategies between the two reviews. One noteworthy discrepancy between the two meta-analyses is the increasing empirical emphasis on non-performance factors, evidenced by the substantially larger number of body image-related variables in the current one, and the lack of ill-being and well-being factors in the previous meta-analysis. The increased emphasis on non-performance factors also reflects the recruitment of more diverse samples in the extant literature.

A list of risk and protective factors with evidence of high compatibility, obtained from observational studies of doping use and doping intentions and ranked by effect size magnitude.

A few more findings from the observational studies are noteworthy. First, the effect size of intention on doping use was z=0.37. Although considered large for psychological research, 33 and hence intentions should be targeted by antidoping programmes, its absolute value signifies a gap between intention and the manifestation of behaviour, perhaps due to substance availability, 53 fear of consequences 54 or consideration of the health hazards of doping. 55 This finding highlights the importance of researchers measuring doping use alongside intentions. Second, the number of studies measuring moral disengagement has increased substantially since the 2014 meta-analysis. In fact, moral disengagement comprised most of the effect sizes grouped under the factor of negative morality, which showed a strong positive association with intentions (z=0.45). A third noteworthy finding is that supplement use was associated with doping use in cross-sectional, but not in longitudinal studies. This evidence implies a co-occurrence between supplement use and doping 56 rather than supplement use constituting a gateway to doping. 57 Future research with causal designs should further investigate the role of supplement use on intentions and actual doping use.

Meta-bias and influence case tests for both observational and experimental studies showed that the obtained effect sizes were largely unaffected by various biases (eg, publication status) or outliers. However, the overall certainty of evidence was rated as low in the GRADE assessment, due to inconsistency and impression of effect sizes. Furthermore, confounding could be present in the meta-analysis of our observational studies and when comparing results between experimental studies, due to differences in outcomes and populations. Such factors, alongside the limitations and future research directions identified earlier, should be considered in the design of future studies.

Practical implications

With the proliferation of social media, the gateways to doping use might be somewhat different today than in the past. We identified exposure to fitness appearance media posts and body image dissatisfaction as new important predictors. This signifies the need for both educational programmes and future RCTs to target such risk factors where appropriate. Several moderation effects suggested that there might be higher susceptibility to doping among subelite or older athletes. The latter aligns with previous findings underscoring the significance of reaching a performance plateau or nearing the end of one’s career as influential factors in the initiation of doping practices. 58 Antidoping education programmes tailored for different career stages or age groups might be more effective than generic ones. Given the strong effect size we found for moral disengagement, we suggest this may be a key variable to target in future antidoping efforts. 59 Furthermore, the predictive role of social norms, particularly among athletes relative to non-athletes or students, underscores the utility of developing system-based approaches 60 to antidoping prevention in sport. Such approaches, in contrast to single-level ones (eg, athletes or coaches only), target multiple social agents simultaneously and are currently missing in antidoping strategies. In conclusion, we meta-analysed evidence from 211 independent samples (total N=322 716) testing psychosocial predictors of doping. Our findings indicate that antidoping interventions have a small effect in reducing doping use and intentions. Observational evidence suggests a variety of risk factors (eg, prodoping norms and attitudes, supplement use, body dissatisfaction and ill-being) and protective factors (eg, self-efficacy and positive morality) for both doping intentions and use. The empirical evidence for psychococial predictors of inadvertent doping is rather limited to establish clear conclusions.

Ethics statements

Patient consent for publication.

Not applicable.

Ethics approval

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Supplementary materials

Supplementary data.

This web only file has been produced by the BMJ Publishing Group from an electronic file supplied by the author(s) and has not been edited for content.

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X @NikosNtoumanis, @mdsportex, @DanielGucciardi

Correction notice This article has been corrected since it published Online First. Errors in the discussion and last paragraph have been corrected.

Contributors NN, VB, IDB and DFG conceived the project and obtained the project funding. NN had the overall responsibility for the project and the manuscript. SD and JSH extracted and coded the data. DFG conducted the statistical analyses. VB, IDB and CBJ, provided intellectual input. All authors contributed to the refinement of the manuscript and approved the final version. NN is guarantor. As explained in the Methods section, we employed Research Screener, a semi-automated web application that uses machine learning algorithms to optimise the screening process.

Funding This project was supported by funding from the Partnership for Clean Competition (PCC). The funder had no authority in the study design, collection, management, analysis or interpretation of the data

Competing interests None declared.

Provenance and peer review Not commissioned; externally peer-reviewed.

Supplemental material This content has been supplied by the author(s). It has not been vetted by BMJ Publishing Group Limited (BMJ) and may not have been peer-reviewed. Any opinions or recommendations discussed are solely those of the author(s) and are not endorsed by BMJ. BMJ disclaims all liability and responsibility arising from any reliance placed on the content. Where the content includes any translated material, BMJ does not warrant the accuracy and reliability of the translations (including but not limited to local regulations, clinical guidelines, terminology, drug names and drug dosages), and is not responsible for any error and/or omissions arising from translation and adaptation or otherwise.

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Opinion: As conservatives target same-sex marriage, its power is only getting clearer

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It’s been two years since the U.S. Supreme Court ruling in the Dobbs case that overturned the federal right to an abortion, and the troubling concurring opinion by Justice Clarence Thomas in which he expressed a desire to “revisit” other landmark precedents, including the freedom to marry for same-sex couples, codified nationally by the Obergefell Supreme Court decision, nine years ago Wednesday

Since that ruling, the LGBTQ+ and allied community has done much to protect the fundamental freedom to marry — passing the Respect for Marriage Act in Congress in 2022; sharing their stories this year to mark the 20th anniversary of the first state legalization of same-sex marriages, in Massachusetts; and in California , Hawaii and Colorado launching ballot campaigns to repeal dormant but still-on-the-books anti-marriage constitutional amendments.

California Democratic Party endorses ballot measures on same-sex marriage, taxes, rent control

The party’s executive board voted Sunday on which measures they would endorse.

May 19, 2024

This winter, I worked with a team at the Williams Institute at UCLA School of Law to survey nearly 500 married LGBTQ+ people about their relationships. Respondents included couples from every state in the country; on average they had been together for more than 16 years and married for more than nine years. Sixty-two percent married after the court’s 2015 Obergefell marriage decision, although their relationships started before before that. More than 30% of the couples had children and another 25% wanted children in the future.

One finding that jumped out of the data: Almost 80% of married same-sex couples surveyed said they were “very” or “somewhat” concerned about the Obergefell decision being overturned. Around a quarter of them said they’d taken action to shore up their family’s legal protections — pursuing a second-parent adoption, having children earlier than originally planned or marrying on a faster-than-expected timeline — because of concerns about marriage equality being challenged. One respondent said, “We got engaged the day that the Supreme Court ruled on the Dobbs decision and got married one week after.”

World & Nation

Same-sex marriage ruling creates new constitutional liberty

The Supreme Court’s historic ruling Friday granting gays and lesbians an equal right to marry nationwide puts an exclamation point on a profound shift in law and public attitudes, and creates the most significant and controversial new constitutional liberty in more than a generation.

June 26, 2015

As we examined the survey results, it became clearer than ever why LGBTQ+ families and same-sex couples are fighting so hard to protect marriage access — and the answer is really quite simple: The freedom to marry has been transformative for them. It has not only granted them hundreds of additional rights and responsibilities, but it has also strengthened their bonds in very real ways.

Nearly every person surveyed (93%) said they married for love; three-quarters added that they married for companionship or legal protections. When asked how marriage changed their lives, 83% reported positive changes in their sense of safety and security, and 75% reported positive changes in terms of life satisfaction. “I feel secure in our relationship in a way I never thought would be possible,” one participant told us. “I love being married.”

The evolution of same-sex marriage

I’ve been studying LGBTQ+ people and families for my entire career — and even still, many of the findings of the survey touched and inspired me.

Individual respondents talked about the ways that marriage expanded their personal family networks, granting them (for better and worse!) an additional set of parents, siblings and loved ones. More than 40% relied on each other’s families of origin in times of financial or healthcare crisis, or to help out with childcare. Some told of in-laws who provided financial assistance to buy a house, or cared for them while they were undergoing chemotherapy for cancer.

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And then there was the effect on children. Many respondents explained that their marriage has provided security for their children, and dignity and respect for the family unit. Marriage enabled parents to share child-rearing responsibilities — to take turns being the primary earner (and carrying the health insurance), and spending more time at home with the kids.

The big takeaway from this study is that same-sex couples have a lot on the line when it comes to the freedom to marry — and they’re going to do everything possible to ensure that future political shifts don’t interfere with their lives. As couples across the country continue to speak out, share their stories — and in California, head to the ballot box in November to protect their hard-earned freedoms — it’s clear to me that it’s because they believe wholeheartedly, and with good reason, that their lives depend on it.

Abbie E. Goldberg is an affiliated scholar at the Williams Institute at UCLA School of Law and a psychology professor at Clark University, where she directs the women’s and gender studies.

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