essay words for analysis

50 Verbs of Analysis for English Academic Essays

Note: this list is for advanced English learners (CEFR level B2 or above). All definitions are from the Cambridge Dictionary online . 

Definition: to have an influence on someone or something, or to cause a change in someone or something.

Example: Experts agree that coffee affects the body in ways we have not yet studied.

Definition: to increase the size or effect of something.

Example: It has been shown that this drug amplifies the side effects that were experienced by patients in previous trials.

Definition: to say that something is certainly true .

Example: Smith asserts that his findings are valid, despite criticism by colleagues.

Characterizes

Definition: Something that characterizes another thing is typical of it.

Example: His early paintings are characterized by a distinctive pattern of blue and yellow.

Definition: to say that something is true or is a fact , although you cannot prove it and other people might not believe it.

Example: Smith claims that the study is the first of its kind, and very different from the 2015 study he conducted.

Definition: to make something clear or easier to understand by giving more details or a simpler explanation .

Example: The professor clarified her statement with a later, more detailed, statement.

Definition: t o collect information from different places and arrange it in a book , report , or list .

Example: After compiling the data, the scientists authored a ten-page paper on their study and its findings.

Definition: to judge or decide something after thinking carefully about it.

Example: Doctor Jensen concluded that the drug wasn’t working, so he switched his patient to a new medicine.

Definition: to prove that a belief or an opinion that was previously not completely certain is true .

Example: This new data confirms the hypothesis many researchers had.

Definition: to join or be joined with something else .

Example: By including the criticisms of two researchers, Smith connects two seemingly different theories and illustrates a trend with writers of the Romanticism period.

Differentiates

Definition: to show or find the difference between things that are compared .

Example: Smith differentiates between the two theories in paragraph 4 of the second part of the study.

Definition: to reduce or be reduced in s i ze or importance .

Example: The new findings do not diminish the findings of previous research; rather, it builds on it to present a more complicated theory about the effects of global warming.

Definition: to cause people to stop respecting someone or believing in an idea or person .

Example: The details about the improper research done by the institution discredits the institution’s newest research.

Definition: to show.

Example: Smith’s findings display the effects of global warming that have not yet been considered by other scientists.

Definition: to prove that something is not true .

Example: Scientists hope that this new research will disprove the myth that vaccines are harmful to children.

Distinguishes

Definition: to notice or understand the difference between two things, or to make one person or thing seem different from another.

Example: Our study seems similar to another one by Duke University: how can we distinguish ourselves and our research from this study?

Definition: to add more information to or explain something that you have said.

Example: In this new paper, Smith elaborates on theories she discussed in her 2012 book.

Definition:  to represent a quality or an idea exactly .

Example: Shakespeare embodies English theater, but few can understand the antiquated (old) form of English that is used in the plays.

Definition: to copy something achieved by someone else and try to do it as well as they have.

Example: Although the study emulates some of the scientific methods used in previous research, it also offers some inventive new research methods.

Definition: to improve the quality , amount , or strength of something.

Example: The pharmaceutical company is looking for ways to enhance the effectiveness of its current drug for depression.

Definition: to make something necessary , or to involve something.

Example: The scientist’s study entails several different stages, which are detailed in the report.

Definition: to consider one thing to be the same as or equal to another thing.

Example: Findings from both studies equate; therefore, we can conclude that they are both accurate.

Establishes

Definition: to discover or get proof of something.

Example: The award establishes the main causes of global warming.

Definition: to make someone remember something or feel an emotion .

Example: The artist’s painting evokes the work of some of the painters from the early 1800s.

Definition: to show something.

Example: Some of the research study participants exhibit similar symptoms while taking the medicine.

Facilitates

Definition: to make something possible or easier .

Example: The equipment that facilitates the study is expensive and of high-quality.

Definition: the main or central point of something, especially of attention or interest .

Example: The author focuses on World War II, which is an era she hasn’t written about before.

Foreshadows

Definition: to act as a warning or sign of a future event .

Example: The sick bird at the beginning of the novel foreshadows the illness the main character develops later in the book.

Definition: to develop all the details of a plan for doing something.

Example: Two teams of scientists formulated the research methods for the study.

Definition: to cause something to exist .

Example: The study’s findings have generated many questions about this new species of frog in South America.

Definition:   to attract attention to or emphasize something important .

Example: The author, Dr. Smith, highlights the need for further studies on the possible causes of cancer among farm workers.

Definition: to recognize a problem , need, fact , etc. and to show that it exists .

Example: Through this study, scientists were able to identify three of the main factors causing global warming.

Illustrates

Definition:   to show the meaning or truth of something more clearly , especially by giving examples .

Example: Dr. Robin’s study illustrates the need for more research on the effects of this experimental drug.

Definition: to communicate an idea or feeling without saying it directly .

Example: The study implies that there are many outside factors (other than diet and exercise) which determine a person’s tendency to gain weight.

Incorporates

Definition: to include something as part of something larger .

Example: Dr. Smith incorporates research findings from 15 other studies in her well-researched paper.

Definition: to show, point , or make clear in another way.

Example: Overall, the study indicates that there is no real danger (other than a lack of sleep) to drinking three cups of coffee per day.

Definition: to form an opinion or guess that something is true because of the information that you have.

Example: From this study about a new medicine, we can infer that it will work similarly to other drugs that are currently being sold.

Definition: to tell someone about parti c ular facts .

Example: Dr. Smith informs the reader that there are some issues with this study: the oddly rainy weather in 2017 made it difficult for them to record the movements of the birds they were studying.

Definition: to suggest , without being direct , that something unpleasant is true .

Example: In addition to the reported conclusions, the study insinuates that there are many hidden dangers to driving while texting.

Definition: to combine two or more things in order to become more effective .

Example: The study about the popularity of social media integrates Facebook and Instagram hashtag use.

Definition: to not have or not have enough of something that is needed or wanted .

Example: What the study lacks, I believe, is a clear outline of the future research that is needed.

Legitimizes

Definition: to make something legal or acceptable .

Example: Although the study legitimizes the existence of global warming, some will continue to think it is a hoax.

Definition: to make a problem bigger or more important .

Example: In conclusion, the scientists determined that the new pharmaceutical actually magnifies some of the symptoms of anxiety.

Definition: something that a copy can be based on because it is an extremely good example of its type .

Example: The study models a similar one from 1973, which needed to be redone with modern equipment.

Definition: to cause something to have no effect .

Example: This negates previous findings that say that sulphur in wine gives people headaches.

Definition: to not give enough c a re or attention to people or things that are your responsibility .

Example: The study neglects to mention another study in 2015 that had very different findings.

Definition: to make something difficult to discover and understand .

Example: The problems with the equipment obscures the study.

Definition: a description of the main facts about something.

Example: Before describing the research methods, the researchers outline the need for a study on the effects of anti-anxiety medication on children.

Definition:   to fail to notice or consider something or someone.

Example: I personally feel that the study overlooks something very important: the participants might have answered some of the questions incorrectly.

Definition: to happen at the same time as something else , or be similar or equal to something else .

Example: Although the study parallels the procedures of a 2010 study, it has very different findings.

Converse International School of Languages offers an English for Academic Purposes course for students interested in improving their academic English skills. Students may take this course, which is offered in the afternoon for 12 weeks, at both CISL San Diego and CISL San Francisco . EAP course graduates can go on to CISL’s Aca demic Year Abroad program, where students attend one semester at a California Community College. Through CISL’s University Pathway program, EAP graduates may also attend college or university at one of CISL’s Pathway Partners. See the list of 25+ partners on the CISL website . Contact CISL for more information.  

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• 40 Useful Words and Phrases for Top-Notch Essays

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

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

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

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

General explaining

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

1. In order to

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

2. In other words

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

3. To put it another way

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

4. That is to say

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

5. To that end

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

Adding additional information to support a point

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

6. Moreover

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

7. Furthermore

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

8. What’s more

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

9. Likewise

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

10. Similarly

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

11. Another key thing to remember

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

12. As well as

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

13. Not only… but also

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

14. Coupled with

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

15. Firstly, secondly, thirdly…

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

16. Not to mention/to say nothing of

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

Words and phrases for demonstrating contrast

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

17. However

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

18. On the other hand

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

19. Having said that

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

20. By contrast/in comparison

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

21. Then again

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

22. That said

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

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

Adding a proviso or acknowledging reservations

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

24. Despite this

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

25. With this in mind

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

26. Provided that

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

27. In view of/in light of

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

28. Nonetheless

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

29. Nevertheless

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

30. Notwithstanding

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

Giving examples

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

31. For instance

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

32. To give an illustration

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

Signifying importance

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

33. Significantly

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

34. Notably

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

35. Importantly

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

Summarising

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

36. In conclusion

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

37. Above all

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

38. Persuasive

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

39. Compelling

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

40. All things considered

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

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

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

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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!

Do Analytical Essays Tend to Intimidate You?

Give us your assignment to uncover a deeper understanding of your chosen analytical essay topic!

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.

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How To Write A Critical Analysis Essay With Examples

Declan Gessel

May 4, 2024

A Critical Analysis Essay is a form of academic writing that requires students to extract information and critically analyze a specific topic. The task may seem daunting, but with the right approach, it can become an exciting task. 

Critical Analysis Essays help students improve their analytical skills and foster principles of logic. In this article, we are going to discuss how to write an essay and break it down for you. So sit back, relax, and enjoy the ride!

Table Of Content

What is a critical analysis essay, why the subject of your critical analysis essay is important, 5 reading strategies for critical analysis essay, building the body of your analysis, 5 things to avoid when writing your critical analysis essay, write smarter critical analysis essay with jotbot — start writing for free today.

When you write a critical analysis essay, you move beyond recounting the subject's main points and delve into examining it with a discerning eye. The goal? To form your own insights about the subject, based on the evidence you gather. 

This involves dissecting and contemplating the author's arguments , techniques, and themes while also developing your own critical response. While forming your own conclusions may sound intimidating, it's a key aspect of fine-tuning your critical thinking skills and organizing your thoughts into a cohesive, argumentative response. 

Key Skills in the Craft

This process consists of two key elements: understanding the core components of the subject and forming your own critical response, both supported by evidence. The first part involves grasping the subject's main arguments, techniques, and themes. The second part entails taking that knowledge and constructing your analytical and evaluative response. 

Deconstructing the Subject

In other words, roll up your sleeves and get deep into the subject matter. Start by identifying the author's main point, deconstructing their arguments, examining the structure and techniques they use, and exploring the underlying themes and messages. By engaging with the subject on this level, you'll have a thorough understanding of it and be better prepared to develop your own response. 

The Power of Evidence

Remember that evidence is your secret weapon for crafting a convincing analysis. This means going beyond summarizing the content and instead using specific examples from the subject to support your own arguments and interpretations. Evidence isn't just about facts, either; it can also be used to address the effectiveness of the subject, highlighting both its strengths and weaknesses. 

The Art of Evaluation

Lastly, put your evaluation skills to work. Critically assess the subject's effectiveness, pinpointing its strengths and potential shortcomings. From there, you can offer your own interpretation, supported by evidence from the subject itself. This is where you put everything you've learned about the subject to the test, showcasing your analytical skills and proving your point.

Related Reading

• Argumentative Essay • Essay Format • Expository Essay • Essay Outline • How To Write A Conclusion For An Essay • Transition Sentences • Narrative Essay • Rhetorical Analysis Essay • Persuasive Essay

Let’s delve on the importance of understanding the Work you'll be analyzing:

Main Argument

When diving into a work, one must unravel the central point or message the author is conveying. All other analyses stem from this fundamental point. By identifying and comprehending the main argument, one can dissect the various elements that support it, revealing the author's stance or point of view.

Themes are the underlying concepts and messages explored in the subject matter. By venturing into the depths of themes, one can unravel the layers of meaning within the work. Understanding these underlying ideas not only enriches the analysis but also sheds light on the author's intentions and insights.

Structure & Techniques

Understanding how the work is built - be it a chronological story, persuasive arguments, or the use of figurative language - provides insight into the author's craft. Structure and techniques can influence the way the work is perceived, and by dissecting them, one can appreciate the intricacies of the author's style and the impact it has on the audience.

In critical analysis, understanding the context can add an extra layer of depth to the analysis. Considering the historical, social, or cultural context in which the work was created can provide valuable insights into the author's influences, intentions, and the reception of the work. While not always necessary, contextual analysis can elucidate aspects of the work that might otherwise go unnoticed.

To conduct a comprehensive critical analysis , understanding the work you'll be analyzing is the foundation on which all other interpretations rely. By identifying the main argument, themes, structure, techniques, and context, a nuanced and insightful analysis can be crafted. This step sets the stage for a thorough examination of the work, bringing to light the nuances and complexities that make critical analysis a valuable tool in literary and artistic exploration.

1. Close Reading: Go Deeper Than Skimming

Close reading is a focused approach to reading where you don't just skim the text. Instead, you pay close attention to every word, sentence, and detail. By doing this, you can uncover hidden meanings, themes, and literary devices that you might miss if you were reading too quickly. I recommend underlining or annotating key passages, literary devices, or recurring ideas. This helps you remember these important details later on when you're writing your critical analysis essay.

2. Active Note-Taking to Capture Important Points

When reading a text for a critical analysis essay, it's important to take active notes that go beyond summarizing the plot or main points. Instead, try jotting down the author's arguments, interesting details, confusing sections, and potential evidence for your analysis. These notes will give you a solid foundation to build your essay upon and will help you keep track of all the important elements of the text.

3. Identify Recurring Ideas: Look for Patterns

In a critical analysis essay, it's crucial to recognize recurring ideas, themes, motifs, or symbols that might hold deeper meaning. By looking for patterns in the text, you can uncover hidden messages or themes that the author might be trying to convey. Ask yourself why these elements are used repeatedly and how they contribute to the overall message of the text. By identifying these patterns, you can craft a more nuanced analysis of the text.

4. Consider the Author's Purpose

Authorial intent is an essential concept to consider when writing a critical analysis essay. Think about the author's goals: are they trying to inform, persuade, entertain, or something else entirely? Understanding the author's purpose can help you interpret the text more accurately and can give you insight into the author's motivations for writing the text in the first place.

5.  Question and Analyze your Arguments

In a critical analysis essay, it's important to take a critical approach to the text. Question the author's ideas, analyze the effectiveness of their arguments, and consider different interpretations. By approaching the text with a critical eye, you can craft a more thorough and nuanced analysis that goes beyond a surface-level reading of the text.

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Let’s delve on the essentials of building the body of your analysis: 

Topic Sentence Breakdown: The Purpose of a Strong Topic Sentence

A powerful topic sentence in each paragraph of your critical analysis essay serves as a roadmap for your reader. It tells them the focus of the paragraph, introducing the main point you will explore and tying it back to your thesis. For instance, in an essay about the role of symbolism in "The Great Gatsby," a topic sentence might read, "Fitzgerald's use of the green light symbolizes Gatsby's unattainable dreams, highlighting the theme of the American Dream's illusion."

Evidence Integration: The Significance of Evidence from the Subject

To bolster your arguments, you need to use evidence from the subject you are analyzing. For example, in "To Kill a Mockingbird," when explaining Atticus Finch's moral compass, using a quote like, "You never really understand a person until you consider things from his point of view - until you climb into his skin and walk around in it," can back up your analysis. It proves that the character values empathy and understanding.

Textual Evidence: Integrating Quotes, Paraphrases, or Specific Details

When you quote or paraphrase text, ensure it directly relates to your analysis. For example, when discussing Sylvia Plath's use of imagery in "The Bell Jar," quote, "I saw my life branching out before me like the green fig tree in the story." This paints a vivid picture for readers and helps solidify your point about the protagonist's feelings of entrapment.

Visual Evidence: Analyzing Specific Elements in the Artwork

If you are analyzing a painting, you can use visual details like color, lines, or symbolism as evidence. For instance, if exploring Van Gogh's "Starry Night," you could delve into the calming effect of the swirls in the sky or the stark contrast between the bright stars and the dark village below. This visual evidence helps explain the painting's emotional impact on viewers.

Analysis & Explanation: The Importance of Going Beyond Evidence Presentation

When examining evidence, don't stop at merely presenting it. Analyze how it supports your thesis. For instance, when exploring the role of the conch in "Lord of the Flies," after showing how it represents order, explain how its loss signals the boys' descent into savagery. By unpacking the evidence's meaning, you help readers understand why it matters and how it connects to your overall argument.

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1. Avoiding Summary vs. Analysis Pitfalls

When crafting a critical analysis essay, it's crucial not to fall into the trap of merely summarizing the subject without offering your own critical analysis. A summary merely recaps the content, while an analysis breaks down and interprets the subject. If you overlook this vital distinction, your essay will lack the depth and insight that characterize a strong critical analysis. Ensure your critical analysis essay doesn't read like an extended book report.

2. Steering Clear of Weak Thesis Statements

A critical analysis essay lives and dies on the strength of its thesis statement, the central argument that guides your analysis. A weak or vague thesis statement will result in an unfocused essay devoid of direction, leaving readers unclear about your point of view. It's essential to craft a thesis statement that is specific, arguable, and concise, setting the tone for a thoughtful and illuminating analysis.

3. Using Evidence is Key

The use of evidence from the subject matter under analysis is instrumental in substantiating your critical claims. Without evidence to back up your assertions, your analysis will appear unsubstantiated and unconvincing. Be sure to provide detailed examples, quotes, or data from the text under scrutiny to support your analysis. Evidence adds credibility, depth, and weight to your critical analysis essay.

4. The Importance of Clear and Supported Analysis

A successful critical analysis essay goes beyond simply presenting evidence to analyzing its significance and connecting it to your central argument. If your essay lacks clear analysis, readers won't understand the relevance of the evidence you present. Go beyond description to interpret the evidence, explaining its implications and how it supports your thesis. Without this analysis, your essay will lack depth and will not persuade your audience.

5. Addressing Counter Arguments

In a critical analysis essay, it's vital to acknowledge and engage with potential counterarguments. Ignoring opposing viewpoints undermines the credibility of your essay, presenting a one-sided argument that lacks nuance. Addressing counter arguments demonstrates that you understand the complexity of the issue and can anticipate and respond to objections. 

By incorporating counterarguments, you strengthen your analysis and enhance the overall persuasiveness of your critical essay.

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

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

What Is an Analytical Essay?

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

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

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

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

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

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

How to Structure Your Analytical Essay

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

Introduction

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

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

Body Paragraphs

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

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

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

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

5 Steps for Writing an Analytical Essay

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

#1: Pick a Topic

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

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

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

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

#2: Write a Thesis Statement

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

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

#3: Do Research to Find Your Main Points

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

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

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

#4: Find Excerpts or Evidence to Support Your Analysis

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

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

#5: Put It All Together

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

Analytical Essay Example + Analysis

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

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

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

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

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

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

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

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

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

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

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

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

Summary: How to Write an Analytical Essay

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

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

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

What's Next?

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

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

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

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

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• Explanation & Example
• Different Types of Analysis Essays

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

What is Text Analysis?

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

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

What is an Analysis Essay?

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

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

There are several different types of analysis essays, including:

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

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

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

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

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

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

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

Analyzing Texts

• General Tips
• How to Analyze
• What to Analyze

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

How to Write an Analysis Essay: Examples + Writing Guide

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

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

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

❓ What Is an Analytical Essay?

• 🤔 Getting Started

📑 Analytical Essay Outline

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

🔗 References

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

These are the steps to write an academic paper :

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

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

🤔 Analytical Essay: Getting Started

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

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

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

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

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

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

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

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

Analysis Essay: Introduction

• Start with a startling statement or provocative question.

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

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

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

Analysis Essay: Body

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

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

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

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

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

• Conclude with an explanation.

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

Analysis Essay Conclusion

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

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

📔 Choosing a Title for Your Analysis Essay

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

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

In the Animal Farm example, your title could be:

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

Analysis Essay Topics

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

💁 Writing Your Analytical Essay Introduction

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

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

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

Example of an Analytical Essay Introduction

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

🏋 Writing Your Analytical Essay Body

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

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

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

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

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

Example of an Analytical Essay Body

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

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

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

🏁 Writing Your Analytical Essay Conclusion

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

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

Example of an Analytical Essay Conclusion

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

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

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

✏️ Analysis Essay FAQ

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

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

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

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

• Elements of Analysis
• How Can I Create Stronger Analysis?
• How to Write a Literary Analysis Essay: Bucks.edu
• Essay Structure | – Harvard College Writing Center
• Analytical Writing: Looking Closely (Colostate.edu)
• Analytical Thesis Statements – University of Arizona
• Writing an analytic essay – UTSC – University of Toronto
• Organizing Your Analysis // Purdue Writing Lab
• How to Write an Analytical Essay: 15 Steps (with Pictures)
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This resource helps me a lot. Thanks! You guys have great information. Do you think I can use these steps when taking a test? Could it be known as plagiarized if I just copy and paste the information?

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100+ Useful Words and Phrases to Write a Great Essay

By: Author Sophia

Posted on Last updated: October 25, 2023

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How to Write a Great Essay in English! This lesson provides 100+ useful words, transition words and expressions used in writing an essay. Let’s take a look!

The secret to a successful essay doesn’t just lie in the clever things you talk about and the way you structure your points.

Useful Words and Phrases to Write a Great Essay

Overview of an essay.

Useful Phrases for Proficiency Essays

Developing the argument

• The first aspect to point out is that…
• Let us start by considering the facts.
• The novel portrays, deals with, revolves around…
• Central to the novel is…
• The character of xxx embodies/ epitomizes…

The other side of the argument

• It would also be interesting to see…
• One should, nevertheless, consider the problem from another angle.
• Equally relevant to the issue are the questions of…
• The arguments we have presented… suggest that…/ prove that…/ would indicate that…
• From these arguments one must…/ could…/ might… conclude that…
• All of this points to the conclusion that…
• To conclude…

Ordering elements

• Firstly,…/ Secondly,…/ Finally,… (note the comma after all these introductory words.)
• As a final point…
• On the one hand, …. on the other hand…
• If on the one hand it can be said that… the same is not true for…
• The first argument suggests that… whilst the second suggests that…
• There are at least xxx points to highlight.

Adding elements

• Furthermore, one should not forget that…
• In addition to…
• Moreover…
• It is important to add that…

Accepting other points of view

• Nevertheless, one should accept that…
• However, we also agree that…

Personal opinion

• We/I personally believe that…
• Our/My own point of view is that…
• It is my contention that…
• I am convinced that…
• My own opinion is…

Others’ opinions

• According to some critics… Critics:
• believe that
• suggest that
• are convinced that
• point out that
• emphasize that
• contend that
• go as far as to say that
• argue for this

Introducing examples

• For example…
• For instance…
• To illustrate this point…

Introducing facts

• It is… true that…/ clear that…/ noticeable that…
• One should note here that…

Saying what you think is true

• This leads us to believe that…
• It is very possible that…
• In view of these facts, it is quite likely that…
• Doubtless,…
• One cannot deny that…
• It is (very) clear from these observations that…
• All the same, it is possible that…
• It is difficult to believe that…

Accepting other points to a certain degree

• One can agree up to a certain point with…
• Certainly,… However,…
• It cannot be denied that…

Emphasizing particular points

• The last example highlights the fact that…
• Not only… but also…
• We would even go so far as to say that…

Moderating, agreeing, disagreeing

• By and large…
• Perhaps we should also point out the fact that…
• It would be unfair not to mention the fact that…
• One must admit that…
• We cannot ignore the fact that…
• One cannot possibly accept the fact that…

Consequences

• From these facts, one may conclude that…
• That is why, in our opinion, …
• Which seems to confirm the idea that…
• Thus,…/ Therefore,…
• Some critics suggest…, whereas others…
• Compared to…
• On the one hand, there is the firm belief that… On the other hand, many people are convinced that…

How to Write a Great Essay | Image 1

How to Write a Great Essay | Image 2

Phrases For Balanced Arguments

Introduction

• It is often said that…
• It is undeniable that…
• It is a well-known fact that…
• One of the most striking features of this text is…
• The first thing that needs to be said is…
• First of all, let us try to analyze…
• One argument in support of…
• We must distinguish carefully between…
• The second reason for…
• An important aspect of the text is…
• It is worth stating at this point that…
• On the other hand, we can observe that…
• The other side of the coin is, however, that…
• Another way of looking at this question is to…
• What conclusions can be drawn from all this?
• The most satisfactory conclusion that we can come to is…
• To sum up… we are convinced that…/ …we believe that…/ …we have to accept that…

How to Write a Great Essay | Image 3

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beginner's guide to literary analysis

Understanding literature & how to write literary analysis.

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

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

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

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

What Is Literary Analysis?

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

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

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

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

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

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

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

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

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

In summary, literary analysis is:

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

Literary Analysis and Other Works

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

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

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

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

Why Does Literary Analysis Matter? 

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

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

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

Literary Terms to Know for Literary Analysis 

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

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

How to Perform Literary Analysis

Step 1: read the text thoroughly.

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

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

Step 2: Take Notes as You Read  

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

Step 3: Notice Patterns 

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

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

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

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

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

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

Questions you could ask yourself include: 

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

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

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

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

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

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

Step 6: Connect These Ideas Across the Narrative

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

How to Write a Literary Analysis Essay

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

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

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

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

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

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

Step 2: Brainstorm Potential Topics 

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

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

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

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

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

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

Step 3: Gather Evidence 

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

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

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

Step 4: Consider Secondary Sources 

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

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

Step 5: Write a Working Thesis Statement

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

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

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

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

Step 6: Write an Outline 

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

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

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

Step 7: Write Your Introduction

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

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

Step 8: Write Your Body Paragraphs

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

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

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

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

Step 9: Write Your Conclusion 

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

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

Step 10: Revise, Revise, Revise

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

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

Other Resources for Literary Analysis 

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

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

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

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

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 How to Write a Perfect Analytical Paragraph

8-minute read

• 30th January 2023

If you are looking up how to write an analytical paragraph, you are most likely writing an argumentative or analytical essay. Analytical essays are similar to other essays, such as descriptive essays, in that you have a central idea, organize supporting ideas into body paragraphs, and make conclusions.

However, analytical essays differ from other essays because the writer must go further. They require the writer to interpret and analyze a given text or information using evidence to support their central idea or thesis statement. This analysis takes place in analytical paragraphs, or body paragraphs, if you are writing an analytical essay .

In this article, you’ll learn the components of a perfect analytical paragraph: the topic sentence, evidence, analysis, and conclusion. Keep reading to learn more.

What Is an Analytical Paragraph?

An analytical paragraph is a paragraph that breaks down a piece of literature, an idea, or a concept into smaller parts and analyzes each part to understand the whole. Being able to write an effective and successful analytical paragraph reflects a writer’s critical thinking and organizational writing skills. All in all, like any other type of writing, writing an analytical paragraph requires skill and practice.

Write the Topic Sentence

A topic sentence is usually the first, or sometimes second, sentence at the beginning of anybody paragraph. Your topic sentence should contain one main idea related to the thesis statement . If it is not related to your thesis statement, then you are likely off topic.

Pro Tip: If your topic sentence is the second sentence of your paragraph, then your first sentence should be a transitional sentence .

Let’s look at a thesis statement and some topic sentences to get a better idea.

Topic: Examine and analyze the marriages in George Eliot’s Middlemarch .

Thesis Statement: Eliot uses three different marriages to give depth to everyday people and show the reader the struggles of marriage within the nineteenth century’s societal standards of submissive roles, class range, and financial status.

Topic Sentence 1: Lydgate and Rosamond had a terrible marriage in Middlemarch , like all other marriages during this time.

This topic sentence is not effective because it is not specific enough and does not directly relate to the thesis statement. It does not mention how their “terrible” marriage is related to submissive roles, class range, or financial status. Additionally, the overly generalized language of “all” marriages being terrible marriages during this time is a weak argument.

Topic Sentence 2: Financial matters play a huge role in the Lydgate and Rosamond marriage, as Lydgate has no money and Rosamond is a big spender.

This topic sentence is effective because it directly supports the thesis statement. It is focused on the financial status of this marriage.

Provide Evidence

The type of evidence you use to support your topic sentence will largely depend on the topic of your analytical essay. For example, if you are writing an essay related to a work of literature, you will need to provide direct quotes, paraphrasing, specific details, or a summary from the work to support your main idea. If your topic is related to analyzing data, then you may use figures, statistics, or charts and graph evidence to support your topic sentence.

Regardless of what type of evidence you provide, it must be appropriate and directly relate to and support your topic sentence.

For example, if we take the above thesis and topic sentence, we might select direct quotes, paraphrases, or summaries from the novel Middlemarch that depict the marriage’s financial stress.

Pro Tip: When using direct quotes, make sure you always provide an in-text citation and use correct punctuation to ensure your essay is neat and clean.

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Once you have provided evidence, you should analyze it to illustrate its significance and how it relates to the topic sentence. In your analysis, you can discuss how an author uses certain literary devices to emphasize character traits, themes, patterns, and connections in a literary work.

Be sure that your analysis always connects to the topic sentence/main idea of the paragraph. Avoid introducing new ideas in this section. Save those for later paragraphs or consider creating a new one to explore and analyze the new point.

Conclude Your Paragraph

When closing an analytical paragraph, you can consider doing two things:

●  Briefly emphasize the main point your reader should take away after having read the paragraph.

●  Begin a transition if the analysis continues into the next paragraph. (This strategy may be more suitable for longer, more in-depth analytical essays).

Using the above example topic sentence, we might conclude the paragraph as follows:

Notice how this concluding statement not only emphasizes the main points from the paragraph but also ties back into the thesis statement.

Writing Tips For Analytical Paragraphs

Leave out first person language.

Avoid using language such as “in my opinion,” “from my perspective,” or “I think.” While the analysis is your interpretation of a text or information, you should rely on and focus on using evidence to support your ideas. Overall, you should aim to maintain an objective tone .

Instead of saying “I think Rosamond is manipulative,” you should use evidence from the text to show that she was manipulative. For example, “Rosamond shows a pattern of manipulation throughout Middlemarch , specifically toward her husband. For instance, she says, ‘…’”

Do Writing Exercises

When writing, especially in the early drafts of an essay, it is typical to find the main idea of a paragraph at the end. This is a natural course for our thinking process. However, the main idea should be presented as your topic sentence at the beginning of this paragraph. Additionally, most students leave this main idea at the end because they do not identify it as the main idea.

To overcome this dilemma, try a looping prewriting exercise . In this exercise, you write continuously for a designated time (maybe 10 minutes, your choice). At the end of that time, read over what you’ve written and circle the main idea of the text (this is usually at the end). In the next cycle, you start with this main idea at the beginning and further examine and analyze it.

This is a wonderful exercise to help you pick out main ideas and delve deeper into your analysis.

Get Feedback

If you are a student, there are several options to get feedback for free. Ask a friend to read your essay. Go to your writing center to get feedback and help with your writing. Go to your professor’s office hours with your writing or questions to get detailed advice. More often than not, they are happy to see you take advantage of their expertise.

As a working professional, writer, or author, you can look to fellow authors or bookish friends to read your work. You can find free beta readers online from sites such as Goodreads to get feedback from your target audience. You can also find writing groups on social media platforms.

Proofread Your Work

It can be easy to finish writing an essay and think “Finally, I’m done!” Unfortunately, that is only half the process. Be sure to always read and reread your writing before hitting submit. Check for stray commas, spelling errors, or awkward sentences to make your main ideas and hard work shine. Learn about 6 Quick and Easy Tips for Proofreading you can do at home.

Writing an analytical paragraph doesn’t have to be stressful. Be sure to include a topic sentence at the beginning of your paragraph that connects to the thesis statement. Provide a variety of evidence to support your main idea, analyze the text by highlighting literary devices used, themes, and patterns, and end with a brief concluding statement.

If you need more help with writing analysis, descriptive essays, or any other type of essay, then Proofed is here to help. Try our free trial today!

What Is a Topic Sentence?

A topic sentence goes at the beginning of a body paragraph and clearly states the main idea of the paragraph.

How Do I Organize an Analytical Paragraph?

An analytical paragraph has four components: topic sentence, evidence, analysis, and conclusion. The topic sentence is the most important part of any body paragraph because it establishes the main idea of the paragraph and relates to the thesis statement.

What Makes a Good Analytical Paragraph?

A good analytical paragraph has a clear topic sentence, strong evidence, and a thorough analysis that reflects the writer’s critical thinking and writing skills. It should conclude by emphasizing the main idea of the paragraph and how it supports the essay overall.

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Top 94 Analytical Words & Phrases to Use in Your Research Paper

When you work on your analytical paper, you need proper academic language, right?

You are at the right place.

The following ready to use analytical phrases will help you a lot. You’re welcome to use this academic phrase bank by filling in the gaps or for inspiration.

Let’s not lose any minute!

We are starting right now 🏁

• ❗ The Importance of the Topic

🔤 Words to Use in Analytical Paragraph

• 📚 Literature References
• 🗣️ How to Refer to the Author
• 🔍 Contradicting Evidence
• 🕳️ A gap in Knowledge
• 📊 Data from Tables/ Charts
• 📈 Describe Trends
• 📜 Classifications and Listings
• ↔️ Cause and Effect
• ↪️ Writing Conclusion

❗ Analytical Words about the Importance of the Topic

Any paper requires justification of why your topic is relevant. Here are analytical words and phrases for this purpose.

• X has been studied in the recent several decades because
• One of the most significant current discussions is
• In the past years, X has attracted much attention as
• Much attention has been drawn to
• Recently there has been an increasing interest in
• In the recent decades, X has been one of the major interesting research questions due to
• Discussions about X have dominated the research community in recent years/ decades/ months
• X has significantly influenced academic discussion on Y

An analytical paragraph is a paragraph that gives an in-depth analysis of a certain topic. It helps readers make sense of a complex issue and can be written on any subject, including films , music, historical events, philosophy, etc. The peculiarity of an analytical paragraph is that it not only presents information but also analyzes it, that is, explains its components, evaluates its significance, and draws conclusions using specific words and phrases.

Generally, an analytical paragraph contains four sections: a topic sentence, evidence, analysis, and a closing sentence. Below, we’ve listed phrases you can use in each part.

📚 Literature References with Analytical Words

What are the most successful words to use in analytical paragraph about literature ? Let’s see 👇

• There is a consensus between scholars that
• The relationship between X and Y has been widely investigated by
• A number of studies have concluded that
• Previous research has confirmed that
• Several studies agree that
• Previous studies indicate/ demonstrate/ suggest that
• Prior research has documented/ has shown/ has proffered
• The latest studies have found evidence that
• In recent years studies contend about

🗣️ How to Refer to the Author in Analytical Phrases

While writing a literature review, you probably will have several authors you want to pay special attention to. These are the ways to do it succinctly:

• X highlights the need to
• X has pointed out the challenges and strategies for
• X raised several concerns about
• X indicated that
• X has demonstrated that
• X argues/ claims/ suggests/ maintains/ concludes/ offers/ proposes
• In their review/ major study/ analysis/ introduction to/ classic critique, X identify
• X draws on an extensive range of sources to assess
• X highlights the need to break the link between A and B
• X questions whether X is the best Y for

🔍 Analytical Phrases for Contradicting Evidence

Sometimes, you can face a piece of conflicting information. There are multiple ways to place such elements into text.

• Despite prior evidence
• In contrast, the study conducted by X concluded that
• However, this is contrary to a study conducted by X
• However, X has later shown that
• To date, there has been no agreement on
• In the literature on X, the role of Y is debated.
• X has already drawn attention to the paradox in
• Debate continues about
• Several studies have recently challenged this concept, demonstrating
• X found out differences suggesting that

🕳️ A gap in Knowledge Analytical Phrases

Wondering how to introduce a gap in knowledge about your topic? Here are linking words for such situations.

• There has been little discussion about
• Few studies have been carried out on
• Little attention has been paid to
• It is still not known whether
• […] much less is known about X
• Research to date has not yet identified/ determined/ found out
• The impact of X on Y is not clear yet
• Causal factors leading to X remain debatable/ unreliable/ speculative
• This claims about a need to understand the various existing angles of X
• The problem of X has not been investigated/ considered in any of the reviewed resources
• Prior studies have failed to evaluate/ identify/ reveal/ state

📊 Analytical Words for Data from Tables/Charts

Now let’s see how to use analytical words and phrases to describe data from tables and charts .

• As shown in Table 1
• Figure 1 clearly shows/ extrapolate/ presents
• Figure A illustrates/ compares/ evidences
• Figure A exhibits an overview of
• Table A provides the experimental data on X
• In this table, you can see the summary statistics for
• This diagram demonstrated the results obtained from the preliminary analysis of X
• The results of correlational/ comparative/ descriptive analysis are presented in Table A

📈 Analytical Words and Phrases to Describe Trends

For a more in-depth analysis of the data from your visualization, try using these academic phrases.

• The graph shows that there has been a gradual increase in
• The number of Xs is likely to grow after steadily
• X peaked (reached a low) in 1993
• The amount of X is expected to remain steady
• The graph shows that there has been a slight/ sharp/ gradual/ steady decline/ drop/ rise/ increase in
• What stands out/ is striking/ can be clearly seen in this table is
• The rate of X will probably/ is likely to decline steadily

📜 Analytical Words and Phrases for Classifications and Listings

You may use classifications and listings in your text for different purposes. These are some options to include listings in the paper.

• X may be divided into three main categories
• This system of classification needs a revision
• There are three main approaches currently being used in investigating X
• The critical aspects of X can be listed as follows: A, B, and C
• There are three reasons why the X has become so important. These are:
• The section has been included for several reasons: it is …; it illustrates …; and it describes…
• To better understand X’s mechanisms, the author classified it into three distinct types, based on
• X is generally classified into two main types

↔️ Cause & Effect Analysis Words for Essays

If you are writing a cause-effect essay, this part is for you. However, not only cause-effect papers discuss causal relations.

Don’t miss our amazing Cause-Effect Essay Topics Compilation !

↪️ Concluding Words to Use in Analytical Essays

And finally, it’s time to write a good conclusion . Look at these phrases to use in your work.

• This study set out to/ has argued that/ discussed the reasons for
• In this paper, the aim/ goal was to assess/ to examine/ to determine
• This study identified/ showed that
• Another major finding was
• These experiments confirmed that
• A, B, and C emerged as reliable factors of
• The findings reported in this work shed new light on
• The study contributes to our understanding of X in multiple ways
• This project can be seen as the first comprehensive investigation of X
• The empirical findings in this study provide a new understanding of

Use this collection as a starting point or inspiration for your work.

Needless to say, the English language is richer and more flexible than this list. Try to find new word combinations and uncommon usages. However, don’t overplay – it’s still academic writing that requires certain formalities.

That’s all!

Check more useful resources for academic phrases below in the list of references.

Good luck 😊

🔗 References

• Academic Phrasebank, The University of Manchester
• Verbs in Academic Writing; The Writing Centre – University of Toronto
• Vocabulary for Essays; The Learning Centre – The University of Sydney
• Glossary of Research Terms; University of Southern California
• Using Appropriate Words in an Academic Essay

Research Paper Analysis: How to Analyze a Research Article + Example

Film analysis: example, format, and outline + topics & prompts.

Sigmund Freud’s Theory on the Mother-Son Relationship: an Analysis

This essay is about Sigmund Freud’s theory on the mother-son relationship, particularly through the Oedipus complex. It explains how Freud believed boys develop subconscious desires for their mothers and view their fathers as rivals during the phallic stage of development. The essay discusses how this complex is resolved and its impact on personality and relationships. It also touches on criticisms of Freud’s theory and modern perspectives that emphasize emotional bonding and attachment. Despite criticisms, Freud’s ideas on early family dynamics continue to influence psychology and therapeutic practices, highlighting the lasting impact of his work on understanding human behavior.

How it works

Sigmund Freud, acknowledged as the patriarch of psychoanalysis, introduced a plethora of theories that have profoundly impacted the field of psychology. Amidst his manifold concepts, his insights into the mother-son relationship emerge as both seminal and contentious. Freud’s elucidation of this intricate dynamic is chiefly encapsulated within his broader construct of the Oedipus complex, positing that young boys harbor subconscious yearnings for their mothers while regarding their fathers as adversaries. This proposition has ignited fervent discourse and remains a focal point of inquiry in psychological and cultural realms.

Freud’s postulation asserts that during the phallic stage of psychosexual maturation, spanning ages three to six, boys cultivate an intense emotional attachment to their mothers, characterized by a blend of affection and possessiveness. Freud postulated that boys unconsciously entertain aspirations of supplanting their fathers and monopolizing their mothers’ affections. This amalgam of sentiments and fantasies is what Freud denoted as the Oedipus complex, drawing parallels to the eponymous figure from Greek mythology, who unwittingly slew his father and wedded his mother.

As per Freud, the resolution of the Oedipus complex signifies a pivotal juncture in a child’s development. He hypothesized that the trepidation boys experience regarding their maternal desires precipitates castration anxiety, apprehension of retribution from their fathers. To assuage this anxiety, boys commence identifying with their fathers, assimilating their traits and values. This process, Freud contended, facilitates the formation of their superegos, internalized ethical benchmarks guiding their conduct. Successful navigation of the Oedipus complex engenders a harmonious equilibrium in relationships and fosters the cultivation of a coherent adult identity.

Freud’s exploration of the mother-son relationship extends beyond the purview of the Oedipus complex, delving into the enduring repercussions of this primal interplay. He suggested that unresolved Oedipal sentiments might manifest in adulthood as neuroses or maladaptive relationships. For instance, individuals who haven’t reconciled their Oedipal conflicts may grapple with authority figures or encounter relational challenges, gravitating towards partners reminiscent of their mothers or evincing possessive tendencies.

Detractors of Freud’s theory contend that it excessively fixates on libidinal impulses, sidelining other salient facets of the mother-son relationship. Contemporary psychologists often underscore the significance of attachment and emotional bonding over Freudian psychosexual stages. Attachment theory, for instance, underscores the indispensability of a secure emotional bond between mother and child for optimal development. Scholars like John Bowlby and Mary Ainsworth have demonstrated that secure attachment fosters superior emotional regulation, social adeptness, and resilience in children, challenging Freud’s emphasis on sexual rivalry and desire.

Notwithstanding these critiques, Freud’s theories have indelibly permeated both psychological discourse and popular culture. The notion of the Oedipus complex has been explored across various artistic mediums, reflecting enduring intrigue in Freud’s postulations. Moreover, Freud’s spotlight on early childhood experiences and their ramifications on adult personality continues to inform therapeutic modalities. Psychoanalytic therapy, for instance, often entails an exploration of unresolved childhood conflicts and their bearing on present behavior and relationships.

Contemporary psychoanalysts and therapists have expanded upon Freud’s framework, amalgamating it with contemporary theories and empirical findings. While the Oedipus complex may not garner universal acceptance in its original formulation, its underlying tenet—that early familial dynamics profoundly mold an individual’s development—remains influential. Present-day therapists may scrutinize a client’s parental relationships as part of a holistic understanding of their psychological concerns, even if they diverge from strict adherence to Freudian doctrine.

In summation, Sigmund Freud’s exposition of the mother-son relationship, particularly through the prism of the Oedipus complex, furnishes a thought-provoking lens on human development. Despite critiques and revisions, the core proposition that early parental relationships wield significant influence over personality and behavior enjoys widespread recognition. Freud’s oeuvre encourages a profound exploration of the subconscious psyche and its sway over our existence, stimulating both professionals and laypersons to contemplate the profound ramifications of childhood experiences. As psychology evolves, Freud’s contributions endure as a foundational, albeit occasionally contentious, cornerstone in unraveling the intricacies of human behavior.

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• Open access
• Published: 03 June 2024

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

• Wenchao Li 1 &
• Haitao Liu 2  

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

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• Language and linguistics

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

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Conventional machine learning technology in aes.

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

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

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

Deep learning technology in AES

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

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

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

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

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

我-送了-他-一本-书

Wǒ-sòngle-tā-yī běn-shū

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

“I gave him a book.”

Agglutinative

彼-に-本-を-あげ-まし-た

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

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

Inflectional

give, give-s, gave, given, giving

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

足-が 棒-に なり-ました

Ashi-ga bo-ni nar-mashita

leg- nom stick- dat become- past

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

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

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

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

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

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

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

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

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

The research questions addressed in this study are as follows:

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

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

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

Methodology

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

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

Measures of writing proficiency for nonnative Japanese

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

食べ-させ-られ-まし-た-か

tabe-sase-rare-mashi-ta-ka

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Criteria (output indicator)

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

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

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

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

Moving average type-token ratio.

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

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

Mean length of clause.

Verb phrases per T-unit.

Clauses per T-unit.

Dependent clauses per T-unit.

Complex nominals per clause.

Adverbial clauses per clause.

Coordinate phrases per clause.

Mean dependency distance.

Synonym overlap paragraph (topic and keywords).

Word2vec cosine similarity.

Connectives per essay.

Conjunctions per essay.

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

Number of errors per essay.

Japanese essay text

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

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

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

Statistical analysis

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

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

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

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

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

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

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

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

Step 1: Construct a weight matrix W as follows:

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

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

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

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

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

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

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

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

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

Results and discussion

Annotation reliability of the llm.

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

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

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

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

Inter-annotator agreement (human–human annotator agreement)

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

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

Agreement of annotation outcomes between human and LLM

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

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

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

Reliability of LLM-driven AES scoring

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

Reliability of LLM-driven AES discriminating proficiency levels

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

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

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

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

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

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

Prompt strategy

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

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

PRMSE scores of the 18 AES models.

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

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

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

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

Data availability

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

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

SPOT is a specific component of the TTBJ test.

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

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

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

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

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

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

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

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

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

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Efficient Analysis of Immersion Cooling of Li-Ion Batteries - Marconnet Thermal and Energy Conversion Lab - Purdue University

Efficient Analysis of Immersion Cooling of Li-Ion Batteries

For the present analysis, we consider discharging of a cylindrical nickel manganese cobalt oxide (NCM) 18650 cell that is immersed in a cooling fluid stream. Different combinations of mass flow rates and fluids (deionized water, mineral oil, and air) are considered to evaluate performance. For every configuration, we first analyze the system with a fully-coupled fully numerical model and this data serves as the reference to judge the accuracy of the newly developed models. Note that the parameters used in the electrochemical models (such as electrolyte and electrode properties, as well as the reaction rates) are the same for the fully-numerical and the quasi-analytical models allowing direct comparison of the results. To isolate the impact of using the simplified models for the electrochemical aspects, a second set of comparison data is generated using the analytical electrochemical model in conjunction with the full-scale numerical thermo-fluid model. The analytical models rely on calculating a heat transfer coefficient to include the impact of the fluid flow and the heat transfer coefficient can be estimated from correlations or from the fully-coupled fully-numerical models. In general, for air-cooled configuration, the thermal and electrochemical performance ( i.e. , trend and magnitude of temperature rise and cell potential) of the quasi-analytical models matches the fully-coupled full-scale numerical model. But for other fluids, the results deviate from the baseline fully-coupled fully-numerical models unless the numerical fluid models are used to estimate the evolution of heat transfer coefficient throughout the discharging process. Specifically, a small number of fully-coupled fully-numerical simulations are leveraged to train the quasi-analytical model (based on a particular geometry) for rapid analysis and optimization of the BTMS. In summary, the newly developed models including the numerical data-driven learning provide an efficient trade-off between computation cost and accuracy.

Ashley Graham: The Words I Use to Encourage Self-Love

I was 9 years old when I was first confronted with the idea of beauty . I’d always been a larger kid—stout, athletic. People would tell me I was “big and strong.” But this girl, a stranger I saw one day at Target—she was different. She had long, thin legs, a flat tummy, and grown-up breasts. Her blonde hair fell perfectly down her shoulders. I was so young, and yet I knew: she was pretty . I wanted to be that. I didn’t know what modeling was back then—I didn’t even know what fashion was—but I wanted what she had. I wanted to command attention.

My story began like so many women’s, as my sense of self evolved under the influence of feedback from others . In middle school the kids called me “cottage cheese thighs.” I craved acceptance of others and the empathy of a friend group that might understand what I had to offer beyond my exterior.

And then, suddenly, I was a model. A scout spotted me at the mall in Omaha when I was 12. Soon I was being paid to have my picture taken. Adults were telling me that my looks had value.

It came with a caveat, though. I was “big pretty” or “pretty for a big girl” or “pretty from the neck up.” There was always that double label: pretty and plus-sized . In school, the plus-size wasn’t cool, but the pretty was interesting. My teachers would tilt their heads and squint at me, looking for whatever the industry saw. I would fly to modeling jobs in New York City over the weekend with my mom, and be back in school facing the name-calling on Monday. I wish I’d had a mentor back then—someone to help me understand my value and my purpose as a model. But there was no one I could look to and emulate, no one who’d gone through the same challenges to hold my hand and tell me that none of the noise mattered, that I just needed to keep moving forward.

Read More: The 5 Words That Help Me Accept My Body

Developing my confidence in my own beauty came later—and it’s something I still struggle with sometimes. There isn’t one top model who doesn’t live with some sort of insecurity. You could talk to any of them, and I bet they would tell you all about it. We’re constantly being picked apart, constantly being told what’s right with how we look and what’s wrong, how we aren’t meeting the bar, what we need to change about ourselves. It’s enough to make anyone want to give up, and I almost did once, early on. I was 18 years old, living in Manhattan under tremendous pressure to build a new kind of career in a hyper-competitive city with skyrocketing rent. And it was complicated to be a plus-size model at a younger age, because there was even more scrutiny on the messaging—there was a negative connotation that came with youth and obesity and what it might mean to promote body diversity . I felt like I had to work twice as hard as everyone else because I was different. One day I finally called my mom crying, looking in the mirror and just feeling like I couldn’t do it anymore. She told me something I’ll never forget: your body is going to change someone’s life. You have to keep going.

That was the “aha” moment for me. My mom helped me understand my purpose. As I let her words sink in, I thought about how for years I’d let other people tell me who I was. I needed to define my worth for myself. And I could use words, like my mom had, to do it.

Affirmations are a trendy concept now, but back then I’d never heard of them. I literally searched “better words for self,” and I discovered that this was a tool that had helped other people. I could come up with my own personal phrases to use to speak directly to my insecurities. This is what I landed on: I am bold. I am brilliant. I am beautiful. Bold because I’d always been told I was too much—too big, too loud, too much personality—but I knew that my intensity and presence is what would set me apart. Brilliant because I was diagnosed with ADHD and dyslexia in the fourth grade and never had the resources I needed to really thrive in school—but I knew that I was smart and capable. Beautiful because I was starting to learn the fuller definition of the word, that beauty is about so much more than the parts of myself that were commoditized.

I used that affirmation for more than a decade as a tool to develop my self-love. Now I know I’m bold, brilliant, and beautiful, and I’ve moved on to other words. That doesn’t mean I don’t still suffer from waves of imposter syndrome or have hard days though. My body has changed things for other people, and there’s an incredible honor—and an incredible pressure—that comes with knowing that. I’ve always wanted women to see themselves in me, to know that any validation I get is equally theirs. But sharing my body with the world has also meant that the people I’ve set out to represent sometimes assume an ownership over my appearance. We all change . I was 28 when I appeared on the cover of Sports Illustrated Swimsuit . Now I’m 36 and a mother of three. My body looked different when I was pregnant, and it looks different now that I’ve given birth to my three sons. Losing weight after having kids has brought on comments from people who feel betrayed by the changes they see. I never want women to think I’m leaving them behind, and at the same time, all I can do is accept the journey I’m on and to focus on the things that make me feel strong and empowered—which is all any of us can do. Maybe I’ll lose weight, maybe I’ll gain it. This is my body, and I’m incredibly proud of everything it has accomplished.

That’s what beauty is. It’s knowing who you are, for better or worse, and loving yourself anyway. It’s learning and exploring and forgiving ourselves for the ways in which we differ. It’s grace.

Ashley Graham is a model, activist, author, and a member of the 2017 TIME100 . Her latest book is A Kids Book About Beauty .

—As told to Lucy Feldman

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We Must Put an End to AI’s Culture of Secrecy

No, today’s ai isn’t sentient. here’s how we know, why i left billions on the table to fight for climate change, motherhood in a wheelchair isn't easy. but my disability will be my son's strength, how the world is failing victims of conflict-related sexual violence, we shouldn’t have to be willing to die to give birth in the u.s..

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MULTISCALE SLOPE ANALYSIS AND FUNCTIONAL CORRELATION WITH GLOSS REFLECTANCE FROM PHOTOGRAPHIC PAPERS

Tomasz Bartkowiak 1 , David Etievant 2 and Christopher A Brown 3

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Christopher A Brown https://orcid.org/0000-0002-9355-4824

• Received 29 January 2024
• Revised 8 April 2024
• Accepted 23 May 2024
• Accepted Manuscript online 23 May 2024

Peer review information

Method : Single-anonymous Revisions: 1 Screened for originality? Yes

A novel multiscale 3D topographic characterization for slope is introduced. Slope is considered as a crucial parameter linking area-scale and 3D curvature analyses. Relationships between surface topography and gloss reflectance in photographic papers are used for an example application. Directional angles, characterizing slopes, are calculated two ways: normals to triangular facets (method 1), and eigenvectors of a covariance matrix based on nine points (method 2). Slope is the steepness of surface inclinations associated with the orientation of local surface features (facets). The impact of slope on gloss reflectance supports the use of pertinent geometric characterizations, i.e., alignment of geometric characterizations with the physical nature of the topographic interaction phenomena. Topographies of 24 photographic papers, were measured with a laser scanning confocal microscope and their gloss reflectance was measured with a micro-TRI-gloss gloss meter. Analyses of slope distributions with bivariate dispersion measures of directional angles and their trigonometric functions revealed strong correlations (R²>0.6) between slope distributions and gloss. Bivariate median deviation of secant or tangent of directional angles, demonstrated consistently high correlations across scales, magnifications, and filtrations. This study supports pertinent and useful characterizations grounded in the physics of topographic interaction phenomena to provide insights into relationships between surface topography, e.g., slope and gloss reflectance in photographic papers. This nuanced understanding has potential applications for other applications as well.

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Guest Essay

Oil and Gas Companies Are Trying to Rig the Marketplace

By Andrew Dessler

Dr. Dessler is a professor of atmospheric sciences and the director of the Texas Center for Climate Studies at Texas A&M University.

Many of us focused on the problem of climate change have been waiting for the day when renewable energy would become cheaper than fossil fuels.

Well, we’re there: Solar and wind power are less expensive than oil, gas and coal in many places and are saving our economy billions of dollars . These and other renewable energy sources produced 30 percent of the world’s electricity in 2023, which may also have been the year that greenhouse gas emissions in the power sector peaked. In the United States alone, the amount of solar and wind energy capacity waiting to be built and connected to the grid is 18 times the amount of natural gas power capacity in the queue.

So you might reasonably conclude that the market is pivoting, and the end for fossil fuels is near.

But it’s not. Instead, fossil fuel interests — including think tanks, trade associations and dark money groups — are often preventing the market from shifting to the lowest cost energy.

Similar to other industries from tobacco to banking to pharmaceuticals, oil and gas interests use tactics like lobbying and manufacturing “grass-roots” support to maximize profits. They also spread misinformation: It’s well documented that fossil fuel interests tried to convince the public that their products didn’t cause climate change, in the same way that Big Tobacco tried to convince the public that its products didn’t harm people’s health.

But as renewables have become a more formidable competitor, we are now seeing something different: a large-scale effort to deceive the public into thinking that the alternative products are harmful, unreliable and worse for consumers. And as renewables continue to drop in cost, it will become even more critical for policymakers and others to challenge these attempts to slow the adoption of cheaper and healthier forms of energy.

One technique the industry and its allies have used is to spread falsehoods — for example, that offshore wind turbines kill whales or that renewable energy is prohibitively expensive — to stop projects from getting built. What appear to be ordinary concerned citizens or groups making good-faith arguments about renewable energy are actually a well-funded effort to disseminate a lie. Researchers at Brown University have revealed a complex web of fossil fuel interests, climate-denial think tanks and community groups that are behind opposition to wind farms off New Jersey, Massachusetts and Rhode Island.

Fossil fuel interests also donate piles of money to sympathetic politicians who then make false claims about renewable energy and push oil and gas on their constituents even when renewable energy is cheaper. After the Texas blackout in 2021, which was caused in part by the failure of the natural gas system , politicians blamed renewable energy, and have since argued that more natural gas is needed to strengthen the state electrical grid .

The Texas grid could certainly be made more robust. But building backup natural gas plants that should ultimately sit idle 90 percent of the time is probably the most expensive way to address the problem, compared with approaches like paying consumers to cut their energy use when the electrical grid nears its limits.

One of the most pervasive pieces of misinformation being spread by fossil fuel interests is that we cannot run our society on renewable energy . It is true that the sun doesn’t always shine and the wind doesn’t always blow. However, we could deal with this by expanding our existing electrical grid to allow us to move clean energy from regions with excess to those with shortfalls. When that’s not sufficient, power sources that can be quickly turned on and off, like batteries or hydroelectricity, can match supply and demand. In the current U.S. grid, natural gas provides the primary balance for intermittent wind and solar, and we can keep using it that way — in very limited quantities — when we need it. One study published in 2020 showed that we could operate a grid that is 90 percent clean energy and 10 percent natural gas by 2035, which would produce energy for a cost similar to that of a grid with a continuation of current policies.

Alarmingly, fossil fuel interests are also looking to dictate how schoolchildren learn about the environment. Children are some of the most powerful messengers when it comes to climate awareness, so fossil fuel promoters are keen to shape their understanding from the start. They have succeeded in getting the Texas State Board of Education to reject textbooks that accurately depict the effects of climate change and extreme weather.

Fossil fuels do deserve credit for getting us to where America is today — rich beyond the dreams of anyone living before the Industrial Revolution. But oil and gas are not the fuels of the future; they are changing the climate and generating air pollution that kills millions of people each year . They also bolster autocratic petrostates, fuel conflicts over energy resources and contribute to geopolitical instability . Simply put, the industry’s lies can cost consumers their health, their money and their security.

With existing technologies, the United States can largely phase out oil, gas and coal. The last 5 percent to 10 percent of that process may be expensive, but credible estimates place the cost of getting to net-zero emissions within the historical range of energy costs. This means that a sustainable future hinges on politics, not technology or science.

Policymakers must now call out the fact that an industry facing obsolescence is distorting the market to try to shut out a superior competitor, clean energy. Make no mistake: Failure to do so may mean a planet no longer able to sustain human life in the style to which we have become accustomed.

Andrew Dessler is a professor of atmospheric sciences and the director of the Texas Center for Climate Studies at Texas A&M University. He is a writer of the newsletter The Climate Brink .

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