how to write analytical essay

Essay Papers Writing Online

Tips and techniques for writing effective and powerful analytical essays.

Are you struggling to craft an effective analytical essay? Do you find yourself getting lost in a sea of information or unsure of how to present your analysis in a clear and concise manner? Look no further – this step-by-step guide will provide you with valuable tips and strategies to elevate your analytical essay writing skills to the next level.

Writing an analytical essay involves carefully examining a subject or topic and providing a thorough analysis and interpretation of the information gathered. It requires critical thinking, attention to detail, and the ability to express ideas and arguments coherently. In this guide, we will explore various techniques and approaches to help you develop and refine your analytical writing skills, allowing you to tackle any analytical essay with confidence and precision.

One crucial aspect of writing an analytical essay is conducting thorough research. To ensure your essay is well-informed and robust, it’s important to delve into reputable sources, such as academic journals, books, and reliable websites. By gathering a wide range of sources related to your topic, you will acquire a solid understanding of the subject matter, which will enable you to provide a comprehensive analysis in your essay.

Another essential element of analytical essay writing is the development of a strong thesis statement. Your thesis should present a clear and concise argument or claim that you will support throughout your essay. It should be specific, debatable, and relevant to the topic at hand. By crafting a well-defined thesis statement, you provide the backbone for your entire essay, guiding your analysis and helping you maintain a focused approach.

Furthermore, an effective analytical essay requires careful organization and structure. Divide your essay into logical paragraphs, each addressing a specific point or aspect of your analysis. Use topic sentences to introduce each paragraph, guiding your reader and providing a clear roadmap of your essay’s progression. Additionally, utilize transitional phrases and words to create smooth transitions between paragraphs, ensuring a cohesive and coherent flow.

Finding a Strong Topic for Your Essay

Choosing the right topic is a crucial first step in writing an analytical essay. The topic sets the tone for the entire essay and determines its scope and focus. It is important to select a topic that is engaging, relevant, and allows for in-depth analysis. This section will provide you with helpful strategies for finding a strong topic that will captivate your readers.

Gathering and Evaluating Reliable Sources

One of the key aspects of writing an analytical essay is gathering and evaluating reliable sources. The quality of your sources can greatly impact the strength and credibility of your arguments. In this section, we will explore the importance of finding trustworthy sources and discuss strategies for evaluating their reliability.

When conducting research for your essay, it is crucial to seek out sources that are authoritative and trustworthy. Reliable sources are those that have been written by experts in the field or have been published in reputable academic journals. These sources are often backed by extensive research and provide accurate and unbiased information.

When evaluating the reliability of a source, there are several factors to consider. Firstly, check the author’s credentials and expertise in the subject matter. Look for individuals who have relevant qualifications or experience in the field. This will help establish their credibility and ensure that they are knowledgeable on the topic.

In addition to the author’s credentials, consider the publication or website where the source is found. Reputable academic journals, books from respected publishers, and reputable websites such as government or educational institutions are generally more reliable sources of information. Be cautious of sources from unknown or biased sources, as they may not provide accurate or unbiased information.

Furthermore, it is important to analyze the content of the source itself. Look for evidence-based arguments, logical reasoning, and a balanced presentation of different perspectives. A reliable source should provide well-supported claims and back them up with relevant evidence and examples.

Finally, consider the date of publication. While older sources can still provide valuable insights, it is important to have up-to-date information, especially in fields that are rapidly evolving or undergoing significant changes. Check for recent studies and publications to ensure that your information is current.

In conclusion, gathering and evaluating reliable sources is a critical step in writing an analytical essay. By seeking out trustworthy sources and analyzing their credibility, you can strengthen your arguments and provide a solid foundation for your essay. Keep in mind the importance of author expertise, publication credibility, content analysis, and the recency of the information. Through careful evaluation, you can ensure that your essay is well-informed and persuasive.

Creating an Outline for Your Essay

One of the most important steps in the essay writing process is creating an outline. An outline serves as a roadmap for your essay, helping you to organize your thoughts and ideas in a logical and coherent manner.

When creating an outline for your essay, it’s important to start by identifying the main points or arguments that you want to make. These main points will serve as the foundation of your essay and should be presented in a clear and concise manner. You can think of these main points as the “backbone” of your essay.

Once you have identified the main points, you can then begin to develop subpoints that support and expand upon each main point. These subpoints should provide specific examples, evidence, or analysis to strengthen your main arguments. In essence, they help to fill in the details and provide a deeper understanding of your main points.

Organizing your main points and subpoints can be done in various ways. One common method is to use a hierarchical structure, such as an outline with Roman numerals, capital letters, and Arabic numerals. Another method is to use bullet points or a numbered list. You can choose the method that works best for you, based on the complexity of your essay and the level of detail you want to include in your outline.

As you create your outline, it’s important to keep in mind the overall structure of your essay. Your introduction should provide a brief overview of the topic and present your thesis statement. The body paragraphs should present and develop your main points and subpoints, providing evidence and analysis to support your arguments. Finally, your conclusion should summarize your main points and restate your thesis in a concise and compelling manner.

Remember that your outline is a flexible tool that can be revised and adjusted as you work on your essay. It’s not set in stone and can be modified as needed to better reflect your evolving ideas and arguments. Don’t be afraid to make changes and reorganize your outline as you go along.

In conclusion, creating an outline for your essay is an essential step in the writing process. It helps you to organize your thoughts, develop your arguments, and maintain a logical flow throughout your essay. By investing time and effort into creating a strong outline, you’ll set yourself up for success and make the writing process much smoother.

Developing a Clear and Coherent Argument

When it comes to writing analytical essays, one of the most important aspects is developing a clear and coherent argument. It is essential to have a well-structured and logical argument in order to effectively convey your ideas and convince your readers.

First and foremost, it is crucial to have a clear understanding of the topic you are writing about. Take the time to thoroughly research and gather relevant information, as this will provide you with the necessary knowledge to build a strong argument. Additionally, make sure to identify any key terms or concepts that are essential to your argument, as this will help you stay focused and ensure coherence throughout your essay.

Once you have a solid foundation of knowledge, it is important to organize your argument in a logical manner. Start by outlining the main points or claims you want to make, and then provide supporting evidence or examples for each of these points. Be sure to clearly state your thesis statement, which should summarize the main argument you are making in your essay.

In order to maintain coherence in your argument, it is important to use logical transitions between your ideas. This can be done through the use of transitional words and phrases, such as “however,” “in addition,” or “on the other hand.” These transitions will help guide your reader through your argument and ensure that your ideas flow smoothly from one point to the next.

Lastly, it is crucial to anticipate and address counterarguments in your essay. By acknowledging opposing viewpoints and effectively refuting them, you can further strengthen your overall argument. This demonstrates that you have considered multiple perspectives and have arrived at your own well-supported conclusion.

In conclusion, developing a clear and coherent argument is essential when writing analytical essays. By thoroughly researching your topic, organizing your ideas in a logical manner, using transitions effectively, and addressing counterarguments, you can effectively convey your ideas and make a convincing argument to your readers.

Strengthening Your Essay with Relevant Evidence

In order to create a compelling and persuasive analytical essay, it is essential to back up your arguments with relevant evidence. This evidence serves to support your claims and gives your essay credibility and authority.

When selecting evidence for your essay, it is important to choose examples and facts that are directly related to your topic. This will help to establish a strong connection between your argument and the evidence you present. Additionally, using relevant evidence allows you to make a more convincing case and gives your readers confidence in the validity of your assertions.

Relevant evidence can come in various forms, such as statistics, research studies, expert opinions, and real-life examples. By incorporating a mix of different types of evidence, you can strengthen the overall impact of your essay and appeal to a wider range of readers.

To ensure that the evidence you include in your essay is relevant, it is necessary to thoroughly research your topic and gather information from reliable sources. This will help you to find the most up-to-date and accurate evidence to support your arguments.

In addition to choosing relevant evidence, it is also crucial to properly integrate it into your essay. Make sure to clearly introduce each piece of evidence and explain how it supports your main points. Use strong and persuasive language to highlight the significance of the evidence and its connection to your argument.

Remember that the purpose of using relevant evidence is not only to support your argument but also to engage your readers and help them understand your perspective. By presenting well-chosen and compelling evidence, you can make your essay more persuasive and leave a lasting impression on your audience.

Related Post

How to master the art of writing expository essays and captivate your audience, convenient and reliable source to purchase college essays online, step-by-step guide to crafting a powerful literary analysis essay, unlock success with a comprehensive business research paper example guide, unlock your writing potential with writers college – transform your passion into profession, “unlocking the secrets of academic success – navigating the world of research papers in college”, master the art of sociological expression – elevate your writing skills in sociology.

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.

Wondering How to Impress Your Professor with Your Essay?

Let our writers craft you a winning essay, no matter the subject, field, type, or length!

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.

Related Articles

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

25 January, 2021

17 minutes read

Author:  Kate Smith

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

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

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

What is an Analytical Essay?

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

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

Steps to Take Before Writing

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

Define a subject matter

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

Decide on the content of your analytical essay

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

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

Take care of the proper start

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

Find extra reasoning

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

Elaborate the outline

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

Analytical Essay Thesis

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

Analytical Essay Outline

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

The analytical essay structure looks as follows:

Introduction

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

Body Section

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

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

Analytical Essay Examples

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

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

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

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

30 Analytical Essay Topics

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

General topics

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

Analytical Essay Topics on Literature

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

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

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

Main Tips for Writing an Analytical Essay

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

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

Select an Analytical Essay Topic

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

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

Come Up With a Strong Analytical Thesis Statement

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

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

Write an Analytical Essay Body with a Clear Structure

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

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

Conduct Research Before Writing an Analytical Essay Outline

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

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

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

Analyze the Implications of the Evidence

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

Write an Analytical Essay Conclusion

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

Analytical Essay Writing Tips

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

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

Write an Analytical Essay with HandmadeWriting

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

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

A life lesson in Romeo and Juliet taught by death

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

Ethical Research Paper Topics

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

Art Research Paper Topics

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

• PRO Courses Guides New Tech Help Pro Expert Videos About wikiHow Pro Upgrade Sign In
• EDIT Edit this Article
• EXPLORE Tech Help Pro About Us Random Article Quizzes Request a New Article Community Dashboard This Or That Game Popular Categories Arts and Entertainment Artwork Books Movies Computers and Electronics Computers Phone Skills Technology Hacks Health Men's Health Mental Health Women's Health Relationships Dating Love Relationship Issues Hobbies and Crafts Crafts Drawing Games Education & Communication Communication Skills Personal Development Studying Personal Care and Style Fashion Hair Care Personal Hygiene Youth Personal Care School Stuff Dating All Categories Arts and Entertainment Finance and Business Home and Garden Relationship Quizzes Cars & Other Vehicles Food and Entertaining Personal Care and Style Sports and Fitness Computers and Electronics Health Pets and Animals Travel Education & Communication Hobbies and Crafts Philosophy and Religion Work World Family Life Holidays and Traditions Relationships Youth
• Browse Articles
• Learn Something New
• Quizzes Hot
• This Or That Game
• Train Your Brain
• Explore More
• Support wikiHow
• About wikiHow
• Log in / Sign up
• Education and Communications
• College University and Postgraduate
• Academic Writing

How to Write an Analytical Essay

Last Updated: February 2, 2024 Fact Checked

This article was co-authored by Megan Morgan, PhD . Megan Morgan is a Graduate Program Academic Advisor in the School of Public & International Affairs at the University of Georgia. She earned her PhD in English from the University of Georgia in 2015. There are 9 references cited in this article, which can be found at the bottom of the page. This article has been fact-checked, ensuring the accuracy of any cited facts and confirming the authority of its sources. This article has been viewed 3,990,020 times.

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

Prewriting for Your Essay

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

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

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

• This is an analytical thesis because it examines a text and makes a particular claim.
• The claim is "arguable," meaning it's not a statement of pure fact that nobody could contest. An analytical essay takes a side and makes an argument.
• Make sure your thesis is narrow enough to fit the scope of your assignment. "Revenge in Beowulf could be a PhD dissertation, it's so broad. It's probably much too big for a student essay. However, arguing that one character's revenge is more honorable than another's is manageable within a shorter student essay. [3] X Research source
• Unless instructed to write one, avoid the "three-prong" thesis that presents three points to be discussed later. These thesis statements usually limit your analysis too much and give your argument a formulaic feel. It's okay to state generally what your argument will be.

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

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

Writing Your Essay

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

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

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

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

Finalizing Your Essay

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

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

Analytical Essay Writing Help

Community Q&A

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

You Might Also Like

• ↑ https://www.stetson.edu/other/writing-center/media/Handout%20-%20Analytical%20Essay.pdf
• ↑ https://www.bucks.edu/media/bcccmedialibrary/pdf/HOWTOWRITEALITERARYANALYSISESSAY_10.15.07_001.pdf
• ↑ http://writing2.richmond.edu/writing/wweb/rsrchppr.html
• ↑ https://lsa.umich.edu/sweetland/undergraduates/writing-guides/how-can-i-create-stronger-analysis-.html
• ↑ https://academics.umw.edu/writing-fredericksburg/files/2011/09/Basic-Outlines.pdf
• ↑ https://lsa.umich.edu/sweetland/undergraduates/writing-guides/how-do-i-write-an-intro--conclusion----body-paragraph.html
• ↑ https://lsa.umich.edu/sweetland/undergraduates/writing-guides/how-do-i-incorporate-quotes-.html
• ↑ https://owl.purdue.edu/owl/general_writing/the_writing_process/proofreading/proofreading_suggestions.html
• ↑ https://academicguides.waldenu.edu/writingcenter/writingprocess/proofreading

About This Article

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

• Send fan mail to authors

Reader Success Stories

Janet Winston

Dec 11, 2016

Did this article help you?

Feb 23, 2017

Allene Geary

Aug 18, 2016

Mar 26, 2019

William Johnson

Jul 9, 2016

Featured Articles

Trending Articles

Watch Articles

• Terms of Use
• Privacy Policy
• Do Not Sell or Share My Info
• Not Selling Info

wikiHow Tech Help Pro:

Level up your tech skills and stay ahead of the curve

• Entertainment

How To Write An Analytical Essay A Full Guide

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

What Is An Analytical Essay

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

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

Why Analytical Essay Is Important

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

Tips For Writing A Good Analytical Essay

Understanding the essence.

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

Devising a Strategic Blueprint

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

The Pinnacle of Research

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

Structure: The Backbone of Brilliance

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

The Art of Analysis

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

Precision in Language and Style

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

Revisiting and Refining

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

Conclusion: A Culmination of Mastery

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

Best Place To Avail Analytical Essay Service

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

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

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

Related Post

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

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

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

Choose Your Test

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

General Education

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

What Is an Analytical Essay?

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

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

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

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

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

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

How to Structure Your Analytical Essay

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

Introduction

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

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

Body Paragraphs

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

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

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

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

5 Steps for Writing an Analytical Essay

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

#1: Pick a Topic

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

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

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

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

#2: Write a Thesis Statement

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

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

#3: Do Research to Find Your Main Points

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

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

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

#4: Find Excerpts or Evidence to Support Your Analysis

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

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

#5: Put It All Together

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

Analytical Essay Example + Analysis

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

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

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

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

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

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

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

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

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

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

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

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

Summary: How to Write an Analytical Essay

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

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

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

What's Next?

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

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

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

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

Ask a Question Below

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

Improve With Our Famous Guides

• For All Students

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

How to Get a Perfect 1600, by a Perfect Scorer

Series: How to Get 800 on Each SAT Section:

Score 800 on SAT Math

Score 800 on SAT Reading

Score 800 on SAT Writing

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

Score 600 on SAT Math

Score 600 on SAT Reading

Score 600 on SAT Writing

Free Complete Official SAT Practice Tests

What SAT Target Score Should You Be Aiming For?

15 Strategies to Improve Your SAT Essay

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

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

Series: How to Get 36 on Each ACT Section:

36 on ACT English

36 on ACT Math

36 on ACT Reading

36 on ACT Science

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

24 on ACT English

24 on ACT Math

24 on ACT Reading

24 on ACT Science

What ACT target score should you be aiming for?

ACT Vocabulary You Must Know

ACT Writing: 15 Tips to Raise Your Essay Score

How to Get Into Harvard and the Ivy League

How to Get a Perfect 4.0 GPA

How to Write an Amazing College Essay

What Exactly Are Colleges Looking For?

Is the ACT easier than the SAT? A Comprehensive Guide

Should you retake your SAT or ACT?

When should you take the SAT or ACT?

Stay Informed

Get the latest articles and test prep tips!

Looking for Graduate School Test Prep?

Check out our top-rated graduate blogs here:

GRE Online Prep Blog

GMAT Online Prep Blog

TOEFL Online Prep Blog

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

Analytical Essay Guide

Analytical Essay Writing

Last updated on: Feb 9, 2023

How to Write an Analytical Essay - Step-by-Step Guide

By: Dorothy M.

Reviewed By: Chris H.

Published on: Nov 12, 2019

An analytical essay is a common assignment that high school and college students often need to do. It is the most difficult type of essay that requires a thorough investigation of a topic and its substantial analysis.

Are you having difficulty writing a good analytical essay?

Here is a step-by-step guide on how to write an analytical essay.

This blog will help you understand the core basics of an analytical essay. Once you are done reading it, you will be ready to write your essay easily.

On this Page

What is an Analytical Essay?

According to an analytical essay definition, ‘it is a piece of writing in which the writer analyzes, interprets and critiques a work of art, situation, issue, or a particular event.’ Such essays aim to break down a topic into several subparts and dissect and analyze them in detail and find out the main points.

Analytical essay writing significantly differs from other types of essays. High school students often confuse this type of essay with argumentative essays. However, there is a sharp contrast between them.

The main goal of an analytical essay is to analyze the main topic and convince the reader about your viewpoint. On the contrary, an argumentative essay aims to present a claim about the topic and prove it written with evidence.

How to Start an Analytical Essay?

To write a good analytical essay, you must first spend your time planning for it. Let’s take a look at what the prewriting stage looks like.

• Find the Focus

Students can write an analysis essay on a literary work, a film or a play, or even an issue or problem faced by society.

So the first step is figuring out the core focus of your essay and presenting relevant facts. The evidence can be collected from a novel or film, or it could be the findings of your research that back up your point of view.

• Choose Your Topic

You can only start writing your essay once you have a topic in mind. Most professors like to assign a topic themselves; however, if you are allowed to pick the topic yourself, you have an edge.

You can go with the idea that you are passionate about and find interesting. It will make researching and writing the essay itself a fun and simple process for you.

• Form a Thesis Statement

Once you have chosen the topic for your essay, the next step is crafting the analytical essay thesis statement. A thesis statement is the basis of your overall essay.

The purpose of a thesis statement is to inform the readers about the purpose of your essay and the rhetorical question discussed throughout the paper.

• Find Supporting Evidence

The next step is finding evidence that supports your argument. You can opt for primary or secondary sources, depending on the requirements of your assignment. Look for evidence that is authentic yet persuasive and directly related to the thesis to support your claim. Use transition words to create proper linkage in the provided information.

• Add Contextual Evidence

Besides adding facts and evidence from credible and relevant sources, you should add quotes and paraphrased passages from the text. In an analytical essay example on a book, it is necessary to add phrases and quotes from the text as the main evidence. Reading the text from books or credible sources will help you collect relevant examples.

Adding textual examples build credibility as the reader would know that you know your work inside out. It will also help you support your thesis statement and the main claim of the essay.

Paper Due? Why Suffer? That's our Job!

How to Write an Analytical Essay?

Analytical writing can prove to be a difficult task for students but certainly not impossible. To learn how to write an analytical essay step-by-step, follow the guidelines given below.

The goal of analytical essay topics and essays is to explain a topic in detail. It aims to increase the reader’s understanding.

Create an Analytical Essay Outline Worksheet

The first step to write a compelling and strong analytical essay is to craft a detailed outline worksheet for your essay. Preparing a good and detailed outline will help you in focusing on the main topic.

The outline includes the following key sections:

• Introduction

1. Write an Impressive Analytical Essay Introduction

The essay introduction aims to provide the reader with basic background information on the issue. An introduction section starts with a hook, an interesting and engaging fact or statement. Consider it first and probably the last chance to impress your readers.

The introduction should be exciting and leave the reader wanting to know more. However, be specific and keep everything brief. Do not overwhelm your readers with tons of information, and keep the details for the latter part of the essay.

2. Write a Concise Thesis Statement

The thesis statement comes after the introduction, and it is usually a one or two-liner. It is the core essence of the entire essay, and this is why it should be brief and to the point. It is usually written at the end of the introduction and is a small section.

To make it impressive, mention the main theme of the essay briefly.

3. Write Analytical Essay Body Paragraphs

The body of any essay is the main part that consists of the flesh of the essay. Writing an analytical essay, the number of body paragraphs varies, depending upon the complexity of the topic.

Generally, each paragraph comprises a topic sentence, analysis of the original text, and evidence from the text that proves your opinion. Use this opportunity to compare and contrast different views about the topic and then present your perspective.

Please remember that each paragraph must present a single idea or topic. Do not try to add multiple ideas into a single paragraph.

4. Write Analytical Essay Conclusion

Want to know how to conclude an analysis paper strongly?

Writing a conclusion has the same importance as the introductory paragraph. Use the conclusion to prove how and why your point of view was correct. Summarize all the main points, bring the discussion closer, and restate the thesis in a global context.

However, don’t introduce new ideas at this stage. It will only confuse your reader further. Explain the importance of the issue and your stance on it to the reader.

How to Perfect Your Analytical Essay?

Once you have finished the writing process, the next step is to perfect your draft. To do so, you must practice the following techniques.

• Make it Error-Free

If your essay tackles an important issue and presents a solid argument, but at the same time, if it has grammatical or spelling errors, then it won’t come across as a well-written piece of writing.

Before the final submission, make sure that your essay is completely error-free. Check for spelling and grammar and make sure that everything is in line with your analytical essay structure.

Make it your habit to get rid of any mistakes before handing in your paper. You can do this easily by using spelling and grammar check software.

• Read the Essay Out Loud

It may sound weird, but reading the paper aloud will help you identify your paper’s shortcomings. When writing, you may not be able to identify any complex or vague words and phrases. Reading it out loud will help you in picking such words and rectifying them before submission.

Reading it this way will also help you notice the readability of your text. In case something is not falling in place, you can change it at this stage.

• Make Sure that You Have Added All the Necessary Details

Every assignment has specific guidelines and requirements, and as a student, you need to follow all of them. Some details include the analytical essay format, the required number of references, the required number of pages and words, etc. Other details include the correct mentioning of the characters’ names and location, as mentioned in the novel, or your chosen subject.

• Ask a Friend or Sibling to Read it For You

Sometimes we miss minor mistakes and errors, and it is natural. This is why having someone else read it for you will help you in rectifying those mistakes. Ask your friend or a sibling to read it for you and point out structural or any other types of errors.

Tough Essay Due? Hire Tough Writers!

Analytical Essay Examples

To help you further, we have added some interesting analytical essay examples and essay samples here. You can download them and use them as a guide for your essay writing process.

ANALYTICAL ESSAY OUTLINE TEMPLATE (PDF)

ANALYTICAL ESSAY EXAMPLE (PDF)

Analytical Essay Topics

The range of analytical essay topics is almost limitless. You can write an analytical essay on topics as wide-ranging as the arts, political movements, social phenomena, scientific methods of discoveries, and current events.

To help you choose a topic for your essay, we have presented some topic ideas below:

• How does fashion influence the lives of teenagers?
• Do you think that footballers are overrated in terms of pay? If yes, then why?
• Can you imagine a world without technology? Prove your arguments with strong evidence.
• Express your views on having school uniforms mandatory. Provide strong arguments and proof.
• The voting age in the US should be revised. Agreed?
• Analyze ‘Romeo and Juliet’ and the theme of fate.
• Explain and analyze different literary terms.
• Discuss and analyze the theme of Ambition in the play ‘Macbeth.’
• Analyze the role of different female characters in ‘Hamlet.’
• Analyze Twain’s ‘Huckleberry Finn’ and discuss the themes of white supremacy and black slavery in the book
• Analyze the concept of ‘Power Corrupts’ in Marlowe’s ‘Doctor Faustus.’
• Identify and analyze different symbols in Samuel Beckett’s ‘Waiting for Godot.’
• How does the novel ‘Of Mice and Men’ discuss the era of the Great Depression?
• Discuss the elements of fantasy and reality in the play ‘A Streetcar Named Desire.’
• Analyze the various symbols in the play ‘The Glass Menagerie.’
• Is higher education directly related to a higher quality of life?
• Are high school and college exams necessary?
• Is peer pressure affecting students today?
• Analyze the latest presidential speech.
• Analyze the differences between identical twins.

If you don’t consider yourself a good writer or you simply don’t have time to complete your assignments, then we have the solution for you.

Hire a professional analytical essay writer at 5StarEssays.com’s ‘ write my essay ’ service. While working with us, you can get help from an expert essay writer who uses his skills to provide excellent writing service.

Place your order and enjoy a well-written piece at amazing prices.

Frequently Asked Questions

What is the purpose of an analytical essay.

An analytical essay is a type of writing where the author explains an idea, describes a process or analyzes the text. It differs from summary in that it focuses on critical analysis instead of just retelling what happened without explanation.

What is the difference between an essay and an analysis?

The sole difference is in the definition and the way both of these are conducted. An analysis could be both verbal and written while an essay could be in written form only.

What is an analytical paragraph?

An analytical paragraph writes down and explains a topic by breaking down the information given in charts, clues, outlines, and other material.

Is academic writing analytical?

Not always but most of the time, academic writing is analytical. It breaks down and analyzes a subject and explains it in detail.

What is analysis in simple terms?

An analysis is the breaking down of a theme, a topic, or an idea to understand it in a better manner.

Economics, Marketing

Dorothy M. is an experienced freelance writer with over five years of experience in the field. She has a wide client base, and her customers keep returning to her because of her great personalized writing. Dorothy takes care to understand her clients' needs and writes content that engages them and impresses their instructors or readers.

Was This Blog Helpful?

Keep reading.

• Analytical Essay Example to Help You Write Better

• Best Analytical Essay Topics for Students - 2024 Ideas

• Critical Analysis Essay: Expert Guide to Craft a Brilliant Essay

People Also Read

• how to write an expository essay
• apa format guide
• qualitative research method
• thesis writing
• extemporaneous essay

Burdened With Assignments?

Advertisement

• Homework Services: Essay Topics Generator

© 2024 - All rights reserved

How to Write an Analytical Essay

There are many types of academic papers, and each has to be written according to very specific rules. To succeed in academic writing and get high marks for writing assignments, a student should be aware of these rules and be able to follow them strictly. 

An analytical essay is one of the most common essay types; every student gets to write it more than once throughout his or her school and college years. It is also one of the most complex types of essays, as it requires strong analytical and research skills and a good knowledge of analytical essay structure. In the following article, you’ll find everything you need to know about writing an analytical essay that will impress any demanding reader.

What Is an Analytical Essay?

In order to write an impressive paper, one should know the analytical essay definition and how this essay type differs from the rest. An analytical essay is a form of academic writing that focuses on details and methods rather than on the overall contents of the subject. Figuratively, it deals with the elements of the puzzle which is a complete work of art to show how the picture is made.

Considering the latter, keep in mind that analysis is an essential part of an analytical essay. A simple summary of the plot or description of an event will not make a good essay of this type. Trying to insist on your personal point of view or focusing on your own impressions from the subject will also get you to fail the assignment. An essay should be based on facts and evidence that you have proof of.

Now that we have the definition, we can move on to the next question.

Struggling with your Analytical Essay Homework?

Get your assignments done by real pros. Save your precious time and boost your marks with ease.

What Is the Analysis In Writing?

Analysis in general means dividing something into smaller elements in order to examine them (usually by asking critical questions such as “how” and “why”) and draw your own conclusions based on the results of such examination.

In your academic analytical essays, you will most probably be focusing on literary analysis. That will require you to look at how the author uses various techniques to produce certain effects, as well as how the issues are addressed. Sometimes such analysis will also require evaluating a literary work from the point of logic and proper handling of the issues of controversy.

What Is an Analytical Argument?

An analytical argument is basically the body of your essay. It is built upon a thesis statement (which we will discuss later in this article) and should focus on discussing one idea with supporting evidence.

It is important to distinguish between an argument and an opinion. An argument is always backed up by sufficient evidence. Whereas an opinion is a personal point of view that is based upon an individual experience or is downright intuitive.

Let’s see how it works. 

For example, “Employees who are working from home are less productive than those who work at the office. I know that from my own family’s example – me and my husband always get interrupted and can never concentrate,” this is an opinion because it is based on individual experience.

On the contrary, “A 2019 study by Airtasker conducted among 1004 full-time employees from different parts of the U.S. found that working from home increases productivity and leads to healthier lifestyles, so remote work can be a better alternative for both companies and workers,” is an argument, as it draws conclusions based on evidence.

Having explained all these terms, we can finally discuss an analytical essay outline and structure.

Analytical Essay Outline and Structure 

An analytical paper is a complex work that involves extensive research, using many sources for citations and reference, and putting together a lot of facts and thoughts on the subject. So, thorough knowledge of an analytical essay structure is essential, as is creating an outline.

An outline is a good way to encompass all the preparatory work that you do for your essay. It starts by taking down notes about possible topic ideas, arguments, and any useful resources on the subject of your paper. When you do any research, don’t forget to archive the sources and highlight the citations you might need to use in your work so that you could access them easily during your writing process. Having all this information will help you write a strong thesis, formulate persuasive arguments, and fill in the gaps in your outline step-by-step.

You can organize your outline any way you like, but the easiest and most efficient way to do it is to create a simple bulleted list. This is how it may look like.  ‍

Introduction: ‍

• Hook statement;
• A short summary of background information;    
• Thesis statement. It usually has a complex form of a number of correlating factors and should be controversial.

Body paragraphs (there are 3 of them usually) :

• Topic sentence. This is where you introduce your main point;
• Analysis. Here, you should analyze the provided evidence and determine its meaning;
• Evidence. Every paragraph should have evidential support in the form of a source or an actual quote;
• Concluding sentence. Here, you can restate and emphasize the main point.

Conclusion:

• Restatement of your thesis statement; 
• Short summary of the essay’s key points; 
• Proof of why the text is important.

Now that you know how to work with an outline, let’s start filling in the gaps. 

Did you like our inspiring Analytical Essay Guide?

If you need help with request " write a essay for me " tap into our pool of professional writers and get expert essay writing services!

How to Start an Analytical Essay: Introduction Paragraph

An analytical essay introduction is crucial to catching your reader’s attention. Therefore, it should be relevant and concise, and provoke interest for how you’re going to develop your topic. There are three main components that an analytical essay introduction should contain:

• Thesis statement;
• A short explanation of how you’re going to prove your thesis in the following paragraphs.

A hook is immensely important for the overall impression that your essay will produce on the reader. So, it must contain something interesting, engaging, or surprising. It should instantly grab your audience’s attention and make them wonder what you have to say next. You only have one chance to win your readers at this point, so put a lot of effort into formulating a good hook. Start with finding out who your readers are, and then choose from the most effective methods of attracting their attention. You can do it with a quote, statistic figures, a rhetorical question, or a provocative statement.

Then, move on straight to your thesis statement. In this essential part of your essay, you should explain to your readers what your paper’s subject is and why it matters. You might give your own opinion about the topic, and state why it is important to read your analytical work. Read on to learn how to write a strong thesis statement – we will discuss it in the next paragraph.

How to Create a Strong Analytical Thesis Statement?

But what is a thesis statement for an analytical essay, exactly? Before we move on, let’s define the term. So, a thesis statement is basically your answer to the question posed in the topic. A thesis is usually placed at the end of the introductory paragraph and consists of one to three sentences that encompass the gist of your paper, concentrating your viewpoint on the subject and giving the reader an idea of how you’re going to develop the topic.

The claim you make in your thesis statement should be debatable so that you could have something to work with in the next sections of your essay. A strong thesis statement helps to get a clear idea of a paper from the start and serves to organize and develop the arguments in the body paragraphs. 

A good thesis includes the following:

• The main idea;
• Key points of your topic; 
• Your position towards the subject of the discussion; 
• Conclusion.

In order to create a powerful thesis statement, follow this step-by-step guideline:

• Brainstorm an interesting topic.
• Make the topic more specific.
• Formulate the question for further research.
• Extract the main idea and make a statement.
• Decide on your position on the topic.
• Mention an opposing position.
• Support your point of view using arguments, evidence, and reasoning.
• Draw a conclusion.

There are also some things you should avoid when writing a thesis statement:

• Using common knowledge, bare facts, or quotes (all these make a poor thesis).
• Be careful not to choose topics that are too broad, and avoid language that’s vague or ambiguous.
• Exclude all information that is irrelevant to the topic and phrases like “I think”, “I believe”, etc.

To get a better understanding of what a strong thesis statement should and should not be like, compare the examples below.

• According to various studies, more than a half of first-year college students experience strong anxiety, which puts their health at a great risk. In order to protect it, psychologists should work with every freshman on campus. (Strong).
• Academic anxiety is a big problem for all students. (Weak).

Body Paragraphs of an Analytical Paper

A body paragraph is where you make an argument and bring evidence to support your claims. An analytical essay format usually implies having three of four body paragraphs. Each of them should start with a sentence that defines the main point of discussion for the paragraph – sort of a mini-thesis. Then, you should analyze this point, looking at it from different angles and bringing sufficient evidence to support your assertions. The more evidence you provide, the more persuasive your arguments will be. After you’ve run out of strong points for the arguments, move to the next paragraph. You can also add a transition sentence to make you text smoother; some professors require it, and some don’t.

So, each body paragraph should include:

• An introductory sentence;
• Evidence (actual quotes from the text, statistic figures, facts from trusted sources);
• Transition sentence to the next paragraph (mandatory).

If you still wonder about how to write a good analysis, look at the following sample body paragraph to see how it should work in an actual paper.

For example, our topic is the perception of happiness in Aldous Huxley’s “Brave New World”. The first body paragraph might be as follows:

“The world in Aldous Huxley’s “Brave New World” is a place where hardly anyone thinks about what happiness really is. Safety and stability are what matters for them the most, not happiness. But the majority of the society depicted by Huxley really considers themselves happy: they have everything they need to satisfy their basic needs, and these are all the needs they seem to have. People in the brave new world don’t have to struggle for anything, they have everything. So, in an episode where Bernard asks Lenina if she wants to be happy in her own way, she seems to not understand what he’s talking about. And what was he?.”

In the second paragraph, we can discuss Bernard’s own perception of freedom, and in the third – move on to John the Savage, who is the impersonator of freedom in the novel.

After you’ve dealt with several body paragraphs in this manner, proceed with the conclusion.

How to Conclude Your Analytical Essay?

An analytical essay conclusion is where you rephrase and emphasize your thesis statement, summarize the key points of your analysis and give some concluding afterthoughts. There’s no need to present any new ideas in the final paragraph, but it’s important to give the reader a clear idea of what your essay was about. When rephrasing anything you said earlier in your essay, be careful to keep the same meaning and avoid any ambiguity.

Here is what your essay conclusion should consist of: 

• Restatement of your thesis statement in other words;
• Summary of the main points of the body paragraphs;
• Concluding afterthoughts.

That’s basically all you need to know about how to write an analytical essay. Now you can go an extra mile – examine our sample topics.

Analytical Essay Topics to Inspire

Below you’ll find an analytical essay topics list on literature, art, society, and nature. Use them for inspiration to create powerful topics of your own.

Literature:

• What are Achilles' biggest flaws? Explain the modern use of the phrase “Achilles’ heel” using the Greek hero’s motivations, character, and deeds. 
• Irony in Shakespeare’s “Twelfth Night”: where does it occur? Provide examples of verbal and situational irony and explain where exactly the irony in them is and why. 
• Which of the characters in Fitzgerald’s “The Great Gatsby” relates the most to “the lost generation” and why?
• What is so frightening about Aldous Huxley’s fantasy of the “Brave New World” and why has it become one of the most famous dystopias ever?
• John Updike’s Harry “Rabbit” Angstrom as an “average American man”. What makes the character so believable?
• Impressionism in art. What makes it so special?
• Modern art: is it art at all, after all? Analyze several works of modern art to explain what features they have that enable them to be considered art.
• When and how did photography become art?
• The therapeutic effect of art: does it really exist?
• Multicultural families. Is it possible to maintain an ideal cultural balance within such families?
• Feminism: do we still need it and why?
• The transformation of gender roles throughout the XX century. Was it ever avoidable?
• The Internet and its effect on the educational system. Advantages and disadvantages of its use in a study process.
• Climate change as a major threat to the stability of ecosystems worldwide.
• Can we do anything now to prevent rising numbers of natural disasters in the future?
• Is testing and experimenting on animals a necessary evil?
• Why is it essential to protect the Arctic?
• Biodiversity on Earth. Why is it so important?

When it comes to writing a good analytical essay, it's important to have a clear understanding of the analytical essay definition and structure. This type of essay requires in-depth research, critical thinking, and the ability to draw conclusions based on evidence.

To write a successful analytical essay, it's recommended to create a bulleted outline before starting to write. This can help organize your thoughts and ensure that you include all the key elements such as a hook, thesis statement, and analysis. Additionally, seeking help from online resources such as Studyfy college homework help, proofreading, tutoring, and essay editing services can also be beneficial in producing a high-quality essay.

If you are struggling to come up with a topic, putting in the effort to develop your own can greatly enhance your writing experience. However, if you need someone to write an essay for you, there are various services available such as dissertation writing services , research paper service , and admission essay writer s who can assist in creating a well-written essay.

In conclusion, writing an analytical essay can be a challenging task, but with the right resources and understanding of the essay's structure, you can produce a high-quality paper. Remember to utilize online resources such as Studyfy and take the time to develop a strong topic. Good luck in your writing endeavors!

Featured Posts

How to write a scholarship essay.

How to Write a Movie Review

How‌ ‌to‌ ‌Write‌ ‌an‌ ‌Argumentative‌ ‌Essay

How to Write a Cause and Effect Essay

How to Write an Expository Essay

How to Write a Reflective Essay

Guide to Writing an Analytical Essay

An analytical essay is a type of academic writing in which a complicated topic or idea is broken down into smaller parts, analyzed and looked at, and a well-structured argument or evaluation is given. The main purpose of an analytical essay is to show that the writer has a deep understanding of the topic and can also think critically about it. Analytical essays are important in many fields, such as literature, history, science, and sociology. They require a deep knowledge of the topic and the ability to think critically and objectively about the information given. Analytical essays include things like a literary analysis, a research paper , or an analysis of a piece of rhetoric. Writing an analytical essay is useful because it helps the writer improve their analytical and critical thinking skills. In analytical essays, students must look at and evaluate different sources, find patterns and relationships, and come to meaningful conclusions. When students write analytical essays, they also improve their research skills because they have to find relevant information from multiple sources and put it all together in a logical argument.

Also, analytical essays are important in academic writing because they help students understand ideas, theories, and concepts that are hard to understand. By breaking a topic down into smaller parts, students can better understand it and figure out what the main ideas and themes are. Analytical essays help students get better at writing by making them present their arguments in a way that is clear, concise, and well-organized. Writing an analytical essay is a skill that students need to learn if they want to do well in school and in their careers. For analytical essays, you need to be able to think critically , do research, and write well, all of which are important for success in many fields. By getting better at these skills, students can become better writers and thinkers, which will help them reach their academic and career goals.

Understanding the Basics of Analytical Essays

There are a few main things that set an analytical essay apart from other types of essays. One of the most important things about it is that it requires a thorough look at the subject. An analytical essay isn’t just a description of a topic or a point of view. Instead, it calls for a thorough look at the subject, breaking it down into its different parts and evaluating each one carefully.

Argumentative essays try to convince the reader to agree with a certain point of view. Descriptive essays, on the other hand, try to give a detailed description of a topic. Analytical essays, on the other hand, require the writer to look at the topic objectively and judge it, as well as use evidence from different sources to back up their claims. In an analytical essay, you can’t say enough about how important analysis is. Analysis is the process of breaking down big ideas or thoughts into smaller, more manageable pieces. By analyzing the topic, the writer can find the main ideas, patterns, and connections, which can then be used to back up their arguments.

Also, analysis lets the author draw conclusions that make sense based on the evidence given. If there wasn’t any analysis in an analytical essay, it would just be a list of facts and opinions. Analysis is what gives depth and substance to an analytical essay and lets the writer make a well-reasoned, evidence-based argument.

Analytical essays are different from other types of essays because they focus on analysis and evaluation. They require a thorough look at a subject, breaking it down into its different parts and judging each one objectively. Students can get the skills they need to do well in school and in the workplace by learning what makes an analytical essay unique and what role analysis plays in this type of writing.

Choosing a Topic for Your Analytical Essay

It can be hard to decide what to write about in an analytical essay, but there are several ways to come up with ideas. One way to do this is to make a list of possible topics based on your interests, your schoolwork, or what’s going on in the world right now. You can also find possible topics by reading articles, books, or other materials in your field of study. When choosing a topic for your analytical essay, you should think about a few things. First and foremost, the topic must fit with the needs of the course or assignment. It should also be narrow enough to allow for a detailed analysis while still having enough information for research . Also, the topic should be something you’re interested in as a writer. This will make the writing process more interesting and fun.

To help you get started, here are some examples of potential analytical essay topics:

1. The impact of social media on mental health

2. Analyzing the themes of race and identity in Toni Morrison’s “Beloved”

3. The role of technology in modern education

4. An analysis of the effectiveness of the Affordable Care Act

5. Examining the causes and consequences of income inequality in the United States

6. The portrayal of gender roles in Shakespeare’s plays

7. Analyzing the impact of climate change on global food production

8. A critical analysis of the role of the media in shaping public opinion

9. A comparison of different political ideologies and their impact on society

10. An analysis of the ethical implications of gene editing technology.

A topic for an analytical essay must be chosen with care, taking into account several factors such as relevance, scope, and personal interest. By brainstorming ideas, researching different sources, and applying these criteria, you can choose a topic that is both interesting and informative, allowing you to write a well-researched and well-argued analytical essay.

Conducting Research for Your Analytical Essay

In order to write an analytical essay, you need to do research. It lets the writer gather relevant information, find patterns and relationships, and come to conclusions that make sense. If you didn’t do research for your analytical essay, it wouldn’t have much substance or credibility, and the arguments you made would be weak and not backed up. You can gather information for your analytical essay from a number of different places. There are many examples, such as books, academic journals, online databases, government reports, and reputable news sources. When choosing sources, think about how relevant, reliable, and trustworthy they are. Academic sources like peer-reviewed journals and scholarly books are more reliable and credible than popular sources like blogs and social media posts.

To conduct effective research for your analytical essay, here are some tips to keep in mind:

1. Start early: Give yourself plenty of time to conduct research, as it can be a time-consuming process.

2. Use multiple sources: Gather information from a variety of sources to ensure you have a well-rounded understanding of the topic.

3. Take notes: Keep detailed notes on the information you gather, including the source and page number, to make it easier to cite your sources later.

4. Evaluate your sources: Assess the reliability and credibility of your sources, looking for biases or conflicts of interest that may affect the information presented.

5. Organize your research: Create a system for organizing your research, such as using annotated bibliographies or note-taking apps, to keep track of your sources and ideas.

You can conduct effective research for your analytical essay by following these tips, gathering reliable and credible information that supports your arguments and improves the overall quality of your writing.

Developing a Thesis Statement for Your Analytical Essay

A thesis statement is a short sentence that sums up the main argument or point of an essay. It gives the reader a clear idea of where the author stands on the subject and acts as a road map. In an analytical essay, the thesis statement is very important because it sets the tone for the whole essay and shows the writer how to analyze and evaluate the subject . In an analytical essay, you can’t say enough about how important a strong thesis statement is. A well-written thesis statement states the writer’s main point in a clear and concise way, making it easier for the reader to follow the writer’s thought process and understand the purpose of the essay. A strong thesis statement also helps the writer focus their analysis and evaluation, making sure that each paragraph supports the main point and builds on it.

To develop a strong thesis statement for your analytical essay, here are some tips to consider:

1. Start with a question: Ask yourself a question related to your topic and use the answer to develop your thesis statement.

2. Be specific: Your thesis statement should be specific and focused on the main argument of your essay .

3. Use evidence: Support your thesis statement with evidence from your research, such as quotes or statistics, to give it more credibility and strength.

4. Be original: Your thesis statement should be unique and original, providing a fresh perspective on the topic.

5. Revise as needed: As you write your essay , revisit your thesis statement and revise it if necessary to ensure it remains relevant and accurate.

By following these tips, you can develop a strong thesis statement for your analytical essay, providing a clear and concise statement of your main argument and guiding the reader through your analysis and evaluation of the topic.

Analytical Essay Structure

An analytical essay is made up of an introduction, body paragraphs, and a conclusion, just like a regular essay. The purpose of the introduction is to give background on the topic, introduce the thesis statement, and get the reader interested. Through analysis and evaluation of the topic, the body paragraphs should support the thesis statement with evidence and examples . The conclusion should sum up the main points of the essay and restate the thesis statement in a new way that makes sense.

Here is a more detailed breakdown of the structure of an analytical essay:

1. Introduction: The introduction should set the tone for the essay by providing background information on the subject as well as a clear thesis statement. It should also engage the reader and convey the writer’s point of view on the subject.

2. Body paragraphs: The body of the essay should be divided into several paragraphs, each focusing on a different aspect of the topic. Each paragraph should start with a clear topic sentence that supports the thesis statement and then proceed to an analysis and evaluation of the subject matter, using evidence and examples to support the writer’s argument.

3. Conclusion: The conclusion should summarize the essay’s main points and restate the thesis statement in a new and meaningful way. It should also provide the reader with a sense of closure, leaving them with a clear understanding of the writer’s point of view on the subject.

To organize your ideas in an analytical essay, here are some tips to consider:

1. Create an outline: Before you start writing your essay , create an outline that organizes your ideas and supports your thesis statement. This will help you to organize your thoughts and ensure that each paragraph supports the main argument.

2. Use topic sentences: Each paragraph should begin with a clear topic sentence that supports the thesis statement and provides a roadmap for the reader.

3. Use evidence: Use evidence and examples to support each point you make in your essay , ensuring that each paragraph reinforces the main argument.

4. Use transitions: Use transitional phrases and sentences to connect your ideas and ensure that your essay flows smoothly from one paragraph to the next.

By following these tips, you can organize your ideas effectively in an analytical essay, producing a well-structured and well-supported piece of writing.

Writing the Introduction Paragraph

An analytical essay’s introduction paragraph serves as a road map for the reader, providing background information on the topic, introducing the thesis statement, and engaging the reader. The introduction’s purpose is to set the tone for the essay , grab the reader’s attention, and provide a clear understanding of the writer’s viewpoint on the topic.

To write an engaging introduction paragraph for your analytical essay, here are some tips to consider:

1. Start with a hook: Begin your introduction with a hook that captures the reader’s attention and makes them want to keep reading. This could be a surprising statistic, a provocative question, or a striking image.

2. Provide background information: Provide some context for the topic by providing background information and explaining why it is important.

3. Introduce the thesis statement: Clearly state your thesis statement in the introduction, providing a roadmap for the reader and guiding the rest of your essay.

4. Be concise: Keep your introduction concise and to the point, avoiding unnecessary information or tangents.

5. Revise as needed: As you write your essay, revisit your introduction and revise it as needed to ensure that it remains relevant and engaging.

Here are some examples of effective introduction paragraphs for an analytical essay:

1. “Throughout history, the concept of justice has been a subject of debate and controversy. From the ancient Greeks to modern-day philosophers, the definition and application of justice have been explored in depth. In this essay, I will examine the concept of justice in the context of criminal justice reform and argue that a more restorative approach is needed to address the root causes of crime and reduce recidivism.

2. The rise of social media has had a profound impact on our society, transforming the way we communicate, share information, and interact with the world around us. However, this transformation has not been without its challenges. In this essay, I will explore the impact of social media on mental health and argue that we need to take a more proactive approach to addressing the negative effects of social media on our well-being.

3. “Climate change is one of the most pressing issues of our time, affecting everything from the environment to the economy. Despite the overwhelming scientific evidence, there are still those who deny the reality of climate change or refuse to take action. In this essay, I will analyze the reasons for this denial and argue that we need to take urgent action to address the threat of climate change before it’s too late.”

Writing the Body Paragraphs

An analytical essay’s body paragraphs are where the writer presents their analysis and evaluation of the topic. The purpose of the body paragraphs is to provide evidence and examples to support the thesis statement, while using clear and concise language to make the argument as persuasive as possible.

To write clear and concise body paragraphs for your analytical essay, here are some tips to consider:

1. Use topic sentences: Each body paragraph should begin with a clear topic sentence that supports the thesis statement and provides a roadmap for the reader.

2. Provide evidence: Use evidence and examples to support each point you make in your essay , ensuring that each paragraph reinforces the main argument. The evidence should be relevant, reliable, and credible.

3. Use analysis and evaluation: Analyze and evaluate the evidence you present to demonstrate how it supports your argument. This shows the reader that you have thought deeply about the topic and considered multiple perspectives.

4. Be clear and concise: Use clear and concise language to make your argument as persuasive as possible. Avoid using jargon, complex sentences, or overly technical language that may confuse the reader.

5. Use transitions: Use transitional phrases and sentences to connect your ideas smoothly and ensure that your essay flows from one paragraph to the next.

Here are some examples of effective body paragraphs for an analytical essay:

1. The first reason why a restorative approach to criminal justice reform is necessary is that it addresses the root causes of crime. Rather than simply punishing offenders, restorative justice encourages dialogue between the offender and the victim, allowing both parties to understand the harm that has been caused and work together to find a solution. This approach has been shown to reduce recidivism rates and promote healing within communities.”

2. One of the most significant negative effects of social media on mental health is the increase in anxiety and depression. Studies have shown that social media use is associated with feelings of isolation, comparison, and low self-esteem, all of which contribute to poor mental health . In order to address this issue, we need to take a more proactive approach to promoting mental health and well-being, such as limiting social media use, encouraging face-to-face interactions, and providing mental health resources for those in need.

3. One of the main reasons why climate change denial persists is due to the influence of special interest groups and political ideology . These groups use their resources to spread misinformation and discredit the overwhelming scientific consensus on climate change. In order to combat this, we need to prioritize education and awareness, promote scientific literacy, and hold those who spread misinformation accountable for their actions.”

Writing the Conclusion Paragraph

The conclusion paragraph of an analytical essay summarizes the author’s main points and emphasizes the significance of the thesis statement. The conclusion’s goal is to leave a lasting impression on the reader by bringing the essay to a close and reinforcing the main argument .

To write a strong conclusion for your analytical essay, here are some tips to consider:

1. Restate the thesis statement: The conclusion should restate the thesis statement in a new and meaningful way, emphasizing its importance and relevance to the topic.

2. Summarize the main points: Summarize the main points of the essay, highlighting the evidence and examples that support the thesis statement .

3. Provide a final thought: End the essay with a final thought or reflection on the topic, leaving the reader with something to think about or consider.

4. Be concise: Keep the conclusion concise and to the point, avoiding any new information or arguments.

5. Make it memorable: Use language and phrasing that is memorable and impactful, leaving a lasting impression on the reader.

Here are some examples of effective conclusion paragraphs for an analytical essay:

1. “In conclusion, a restorative approach to criminal justice reform is not only necessary but essential. By addressing the root causes of crime, promoting dialogue and understanding, and fostering healing within communities, we can create a more just and equitable society for all.”

2. In order to address the negative effects of social media on mental health , we need to take a more proactive approach to promoting well-being. By limiting social media use, encouraging face-to-face interactions, and providing mental health resources, we can create a healthier and more connected society.

3. “Climate change is one of the most pressing issues of our time, and we must take urgent action to address it. By promoting education and awareness, prioritizing scientific literacy, and holding those who spread misinformation accountable, we can create a more sustainable and equitable future for generations to come.”

Editing and Proofreading Your Analytical Essay

The editing and proofreading stages of the essay writing process are critical. It ensures that the essay is clear, concise, and error-free, improving overall writing quality and the credibility of the arguments presented.

To edit and proofread your analytical essay, here are some tips to consider:

1. Take a break: After completing your essay, take a break before editing and proofreading it. This will allow you to approach the essay with fresh eyes and a clear mind.

2. Read it out loud: Reading the essay out loud can help you to identify awkward phrasing, grammatical errors, and other issues.

3. Be consistent: Ensure that you are consistent in your use of language, formatting, and citation styles throughout the essay.

4. Use a checklist: Use a checklist to ensure that you have addressed all the necessary components of the essay, such as the thesis statement, evidence, and analysis.

5. Get feedback: Ask a friend or colleague to read your essay and provide feedback on areas that need improvement.

Common mistakes to avoid in analytical essays include:

1. Using overly complicated language or jargon that may confuse the reader.

2. Failing to provide evidence or examples to support the thesis statement.

3. Neglecting to address counterarguments or alternative perspectives on the topic.

4. Making unsupported claims or presenting opinions as facts.

5. Failing to proofread and edit the essay thoroughly, leading to grammatical errors and typos.

By following these tips and avoiding common mistakes, you can edit and proofread your analytical essay effectively, producing a well-written and error-free piece of writing.

Analytical Essay Examples

Here are some examples of successful analytical essays:

1. “The Symbolism of the Green Light in The Great Gatsby” by F. Scott Fitzgerald: This essay analyzes the symbolism of the green light in the novel, arguing that it represents Gatsby’s hopes and dreams and his ultimate failure to achieve them.

2. “The Rhetoric of Malcolm X” by Malcolm X: In this essay, Malcolm X analyzes his own rhetorical strategies, explaining how he uses language and persuasion to achieve his goals.

3. “The Role of Women in Shakespeare’s Macbeth” by William Shakespeare: This essay analyzes the role of women in the play, arguing that they are often marginalized and oppressed by the male characters.

Each of these essays follows a clear and well-structured format, with a strong thesis statement, supporting evidence, and a clear conclusion. The writers use analysis and evaluation to present their arguments, using evidence and examples to support their claims.

When using analytical essay examples to improve your writing, here are some tips to consider:

1. Choose examples that are relevant to your topic or subject matter.

2. Read the example essays carefully, paying attention to the structure, language, and evidence used.

3. Identify the thesis statement and main arguments of the essay.

4. Analyze the evidence used to support the arguments, evaluating its relevance and credibility.

5. Consider how the writer uses language and rhetoric to persuade the reader.

6. Use The examples as a guide for structuring your own essay, but be sure to use your own unique ideas and perspective.

7. Practice writing your own analytical essays and seek feedback from others to improve your writing skills.

8. Avoid copying or plagiarizing the example essays, as this can lead to serious academic consequences.

Frequently Asked Questions

1. what is an analytical essay.

An analytical essay is a type of academic writing that requires the writer to analyze and evaluate a specific topic or subject matter. The writer presents an argument or thesis statement and supports it with evidence and examples, using analysis and evaluation to persuade the reader.

2. What are the main characteristics of an analytical essay?

The main characteristics of an analytical essay include:

– A clear and concise thesis statement that presents the writer’s argument

– Use of evidence and examples to support the argument

– Analysis and evaluation of the evidence presented

– Clear and logical structure, with well-developed paragraphs and transitions between them

– Use of formal and academic language

– Objective and impartial tone

3. What are some tips for writing an analytical essay?

Here are some tips for writing an analytical essay:

– Choose a topic that interests you and that you can analyze in depth

– Develop a clear and concise thesis statement that presents your argument

– Use evidence and examples to support your argument, ensuring that they are relevant, reliable, and credible

– Analyze and evaluate the evidence presented, demonstrating your critical thinking skills

– Use a clear and logical structure, with well-developed paragraphs and transitions between them

– Use formal and academic language, avoiding slang and colloquialisms

– Edit and proofread your essay thoroughly, ensuring that it is error-free and well-written.

To summarize, writing an effective analytical essay necessitates a thorough understanding of the subject matter, a well-developed thesis statement, strong evidence and analysis, and a clear and logical structure. To summarize the main points covered in this guide:

– The writer of an analytical essay must analyze and evaluate a specific topic or subject matter.

– A clear thesis statement, evidence and examples to support the argument, analysis and evaluation of the evidence, a clear and logical structure, formal and academic language, and an objective tone are the main characteristics of an analytical essay.

– Choosing a relevant topic, developing a clear thesis statement, using credible evidence and examples, analyzing and evaluating the evidence, using a clear and logical structure, using formal and academic language, and thoroughly editing and proofreading the essay are all tips for writing a successful analytical essay.

An effective analytical essay demonstrates critical thinking skills as well as the ability to analyze and evaluate complex issues. It is an important skill for both academic and professional success.

Finally, practicing writing on a regular basis, seeking feedback from others, and reading and analyzing examples of successful analytical essays can all help you improve your own writing skills.

• How to Guides

Related Posts

• How to Write a Nursing Concept Analysis Paper
• Nursing Change Project Paper Guide
• Ultimate Guide for Writing Nursing Student Resume
• Nursing Reflective Essay Guide
• Challenges Faced by Nursing Students and Solutions
• Free Essays
• Citation Generator
• Topic Generator
• Paraphrasing Tool
• Conclusion Maker
• Research Title Generator
• Thesis Statement Generator
• Summarizing Tool
• Essay Topics and Ideas
• Manage Orders
• Business Analysis Examples

• Link to facebook
• Link to linkedin
• Link to twitter
• Link to youtube
• Writing Tips

 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.

Find this useful?

Subscribe to our newsletter and get writing tips from our editors straight to your inbox.

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.

Share this article:

Post A New Comment

Got content that needs a quick turnaround? Let us polish your work. Explore our editorial business services.

9-minute read

How to Use Infographics to Boost Your Presentation

Is your content getting noticed? Capturing and maintaining an audience’s attention is a challenge when...

Why Interactive PDFs Are Better for Engagement

Are you looking to enhance engagement and captivate your audience through your professional documents? Interactive...

7-minute read

Seven Key Strategies for Voice Search Optimization

Voice search optimization is rapidly shaping the digital landscape, requiring content professionals to adapt their...

4-minute read

Five Creative Ways to Showcase Your Digital Portfolio

Are you a creative freelancer looking to make a lasting impression on potential clients or...

How to Ace Slack Messaging for Contractors and Freelancers

Effective professional communication is an important skill for contractors and freelancers navigating remote work environments....

3-minute read

How to Insert a Text Box in a Google Doc

Google Docs is a powerful collaborative tool, and mastering its features can significantly enhance your...

Make sure your writing is the best it can be with our expert English proofreading and editing.

• Our Writers
• How to Order
• Assignment Writing Service
• Report Writing Service
• Buy Coursework
• Dissertation Writing Service
• Research Paper Writing Service
• All Essay Services
• Buy Research Paper
• Buy Term Paper
• Buy Dissertation
• Buy Case study
• Buy Presentation
• Buy Personal statement

Analytical Essay Guide

Analytical Essay Guide with Examples & Tips

People also read

Interesting Analytical Essay Topics Ideas for Students

15 Analytical Essay Samples to Learn From - Tips Included

How to Craft Analytical Essay Outline? An Easy Guide

Analytical essays let you express your critical thinking abilities and deepen your understanding of complex subjects. However, they are not easy to write.

In fact, analytical essays are some of the most challenging but also some of the most highly-rewarded writing assignments. That’s why mastering the art of analytical essay writing can prove invaluable. 

In this guide, you will get some helpful writing steps, tips, and essay examples to introduce you to analytical writing. With these resources, you will be able to write an exceptional analytical essay from start to finish.

Let’s get started!

• 1. What Is an Analytical Essay?
• 2. How to Write an Analytical Essay?
• 3. Analytical Essay Format
• 4. Analytical Essay Examples
• 5. Topic Ideas for Analytical Essays
• 6. Tips for Writing Better Analytical Essays

What Is an Analytical Essay?

“Analytical essays are a type of writing that aims to examine, interpret, and dissect a specific topic or subject matter.”

These essays require a deeper level of analysis of the topic. Analytical writing involves breaking down a topic into relevant parts and an examination and interpretation these parts to make up a cohesive understanding of that topic.

Moreover, analytical essays are commonly assigned in academic settings across various disciplines, including literature, social sciences, and business and finance. 

Characteristics of Analytical Essays 

Analytical essays are defined by several characteristics, including:

• Objective Analysis: These essays emphasize objective evaluation rather than personal feelings or opinions. It's about examining the facts and evidence related to the topic.
• Evidence-Based: Analytical essays rely heavily on evidence to support the analysis and arguments. This can include data, quotes, examples, and scholarly sources.
• Focus on Complexity: Analytical essays thrive on topics that are multifaceted and require a deeper examination. They often explore ambiguities, contradictions, or multiple perspectives within a subject.
• Critical Thinking: Critical thinking is at the core of analytical writing. You'll need to assess the strengths and weaknesses of various arguments, theories, or interpretations related to your topic.

How to Write an Analytical Essay?

Now that you know what an analytical essay is, let’s get into the writing steps involved in writing. You can follow this simple 5-step process to produce a good analytical essay.

Step 1 - Brainstorm for a Compelling Topic

Start by selecting a topic that interests you and aligns with the assignment's guidelines. It's essential to choose a subject with enough depth for analysis. Avoid topics that are too broad or too narrow.

Step 2 - Research and Gather Evidence

Conduct thorough research to gather relevant evidence, examples, data, or quotes that support your main ideas. Ensure your sources are credible and appropriate for your academic level.

Step 3 - Develop a Clear Thesis Statement

Craft a concise and focused thesis statement that outlines the central argument or perspective you will analyze in your essay. Your thesis statement should be specific and debatable, serving as the essay's guiding point.

Step 4 - Create an Outline

Organize your essay's structure with an outline. Plan the main points you want to address in each body paragraph, ensuring a logical flow of ideas. Your outline should include an introduction, body paragraphs, and a conclusion.

Step 5 - Write & Revise Your Draft

Now, it's time to start writing your essay. Begin with an engaging introduction that introduces the topic, provides necessary background information, and presents your thesis statement. 

In the body paragraphs, analyze the evidence and examples you've gathered, using critical thinking to support your claims. Be sure to address counterarguments or alternative perspectives where relevant. 

Finally, conclude your essay by summarizing your key points and reinforcing your thesis.

Analytical Essay Format

The outline for an analytical essay is similar to other types of essays. That is, it includes an introduction, several body paragraphs, and a conclusion. However, the way an introduction or conclusion is written or structured is a little different.

This is what an analytical essay outline looks like:

Here’s the best way to write and structure your essay:

Analytical Essay Introduction

The introduction is the first part of your analytical essay. Also, it has the same elements as any other essay introduction. 

Here is what a good introduction includes:

• It begins with a compelling hook statement that captures your reader's attention. The opening sentence could be a fact, quote, or an observation that is meant to draw the reader in and to make them read onwards. 
• Provide essential context to orient your audience. 
• Finally, present a clear and concise thesis statement that outlines the main argument of your essay. The thesis statement is the central part of your introduction as it clarifies your main focus. 

Now, let’s discuss how to write an analytical essay thesis statement.

Firstly, a thesis statement for an analytical essay should clearly mention your central claim or proposition. It should also briefly explain how you would support that claim in the essay. Finally, your thesis statement could include the implications of your main claim, but this is optional. 

Here’s an example:

Learn more about writing good thesis statements with our comprehensive thesis statement guide.

Analysis Essay Body Paragraphs

The body paragraphs of your analytical essay are where the real substance of your analysis takes place. This is where you delve deep into your topic, examine evidence, and present your arguments with precision. 

To craft effective body paragraphs, follow these essential guidelines:

• Start with a Clear Topic Sentence

Each body paragraph should begin with a clear and concise topic sentence that introduces the main point or argument you'll be addressing in that specific paragraph. This sentence sets the tone and direction for the entire paragraph.

• Provide Supporting Evidence and Examples

Support your analysis with concrete evidence and examples. This can include primary sources, quotations from texts, data from research, historical events, or any relevant information that strengthens your argument. Ensure that the evidence you choose directly relates to your thesis statement.

• Analyze the Evidence

Don't stop at presenting evidence—analyze it. Explain the significance of the evidence and how it supports your argument. Dive into the details, exploring the "how" and "why" behind your analysis. This is where your critical thinking skills shine.

• Maintain a Logical Flow

Ensure that your paragraphs have a logical flow. Transition smoothly between ideas to maintain coherence in your essay. Consider using transitional phrases or sentences to guide readers through your analysis.

Analytical Essay Conclusion

The conclusion of an analytical essay provides a synthesis of the arguments presented in the essay. It presents a cohesive picture of the topic after breaking it down in the body paragraphs. 

Apart from that, the conclusion of an analytical essay is just like any other conclusion. Here is how it’s done:

• The writer should restate the thesis statement and concisely mention the main arguments. 
• The conclusion finally ends with a strong closing statement, which can be a food for thought, a question for further research, or a compelling observation.

Read more about writing good conclusions in our guide on how to write an essay conclusion . 

Analytical Essay Examples

Read these analytical essay examples to gain a clearer understanding of how analytical essays work. 

Literary Analytical Essay Example

Analytical Essay Sample

Want to read more analytical essays for an even better understanding? Check out expertly written analytical essay examples . 

Topic Ideas for Analytical Essays

Do you want to try writing your own analytical essay for practice and need topic suggestions? Here are ten analytical essay prompt topic ideas to ignite your imagination.

• Analyze the symbolism of the "green light" in F. Scott Fitzgerald's "The Great Gatsby."
• Analyze the foreign policy decisions that led to a significant historical conflict.
• Explore the impact of gerrymandering on the democratic process in a specific country.
• Examine the economic consequences of a major financial crisis, such as the 2008 global recession.
• Analyze the impact of globalization on the economies of developing nations.
• Analyze the concept of justice in Plato's "The Republic."
• Examine the ethical dilemmas surrounding euthanasia and assisted suicide.
• Analyze the existentialist themes in the works of Jean-Paul Sartre.
• Analyze the role of propaganda in shaping public opinion during a political campaign.
• Analyze the cultural significance of a specific religious festival or tradition.

Need more ideas? Check out our list of more than 100 analytical essay topics to help you out!

Tips for Writing Better Analytical Essays

thinking, meticulous research, and effective writing. 

Here are some valuable tips to help you elevate your analytical essay writing skills:

• Understand the Assignment

Before you start writing, you should know what an analytical essay is and what it entails. Understanding the type of essay you are writing will help you fulfill the expectations of your readers. 

So carefully think about what your essay should be like and read any assignment guidelines before you begin. 

• Analyze, Don't Summarize

Avoid mere summary or explanation of your sources or topic. Instead, analyze the evidence critically. 

Explain the significance, implications, and connections between your arguments and your thesis statement. Remember, an analytical essay is more in-depth than a descriptive or expository essay .

• Address Counterarguments

Acknowledge and address counterarguments or alternative perspectives. This demonstrates a nuanced understanding of your topic and strengthens your own argument.

• Maintain Clarity and Conciseness

Write clearly and concisely. Avoid jargon or overly complex language unless it's necessary for your field. Be precise in your wording to ensure your ideas are easily understood.

• Proofread, Revise, and Edit

After completing your first draft, take a break, then return to revise and edit. Check for grammar, punctuation, and spelling errors. You can read your essay aloud to catch any awkward phrasing or inconsistencies. Also, make sure that your ideas flow logically and coherently.

• Seek Feedback

Consider sharing your essay with peers, instructors, or writing centers for feedback. Fresh perspectives can provide valuable insights and help you identify areas for improvement.

In Conclusion,

Analytical essay writing is tough, but it’s also the most satisfying and rewarding. Writing an analytical essay can greatly broaden your understanding of a topic. By following the steps, tips, and examples provided in this guide, you're better equipped to embark on your analytical writing journey with confidence. 

Remember that practice is key to honing your analytical skills. As you continue to engage with complex subjects and seek feedback, your ability to uncover meaning and offer fresh insights will flourish. 

Also, we understand that while writing an analytical essay, you sometimes need a helping hand. With MyPerfectWords.com , you can get help from expert writers at our analytical essay writing service . They will craft fully original and custom-tailored essays for you at the most affordable prices.

So contact our essay writing service for college today!

Write Essay Within 60 Seconds!

Nova Allison is a Digital Content Strategist with over eight years of experience. Nova has also worked as a technical and scientific writer. She is majorly involved in developing and reviewing online content plans that engage and resonate with audiences. Nova has a passion for writing that engages and informs her readers.

Paper Due? Why Suffer? That’s our Job!

Keep reading

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

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

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

• Wenchao Li 1 &
• Haitao Liu 2  

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

12 Accesses

1 Altmetric

Metrics details

• Language and linguistics

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

Similar content being viewed by others

Scoring method of English composition integrating deep learning in higher vocational colleges

ChatGPT-3.5 as writing assistance in students’ essays

Detecting contract cheating through linguistic fingerprint

Conventional machine learning technology in aes.

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

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

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

Deep learning technology in AES

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

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

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

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

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

我-送了-他-一本-书

Wǒ-sòngle-tā-yī běn-shū

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

“I gave him a book.”

Agglutinative

彼-に-本-を-あげ-まし-た

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

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

Inflectional

give, give-s, gave, given, giving

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

足-が 棒-に なり-ました

Ashi-ga bo-ni nar-mashita

leg- nom stick- dat become- past

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

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

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

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

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

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

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

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

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

The research questions addressed in this study are as follows:

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

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

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

Methodology

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

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

Measures of writing proficiency for nonnative Japanese

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

食べ-させ-られ-まし-た-か

tabe-sase-rare-mashi-ta-ka

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Criteria (output indicator)

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

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

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

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

Moving average type-token ratio.

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

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

Mean length of clause.

Verb phrases per T-unit.

Clauses per T-unit.

Dependent clauses per T-unit.

Complex nominals per clause.

Adverbial clauses per clause.

Coordinate phrases per clause.

Mean dependency distance.

Synonym overlap paragraph (topic and keywords).

Word2vec cosine similarity.

Connectives per essay.

Conjunctions per essay.

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

Number of errors per essay.

Japanese essay text

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

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

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

Statistical analysis

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

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

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

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

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

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

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

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

Step 1: Construct a weight matrix W as follows:

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

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

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

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

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

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

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

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

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

Results and discussion

Annotation reliability of the llm.

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

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

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

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

Inter-annotator agreement (human–human annotator agreement)

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

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

Agreement of annotation outcomes between human and LLM

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

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

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

Reliability of LLM-driven AES scoring

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

Reliability of LLM-driven AES discriminating proficiency levels

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

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

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

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

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

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

Prompt strategy

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

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

PRMSE scores of the 18 AES models.

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

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

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

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

Data availability

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

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

SPOT is a specific component of the TTBJ test.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Article   Google Scholar  

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

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

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

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

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

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

Google Scholar  

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

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

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

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

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

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

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

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

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

Article   CAS   PubMed   Google Scholar  

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

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

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

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

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

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

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

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

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

Article   PubMed   Google Scholar  

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

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

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

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

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

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

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

Article   MathSciNet   Google Scholar  

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

PubMed   Google Scholar  

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Download references

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

Author information

Authors and affiliations.

Department of Japanese Studies, Zhejiang University, Hangzhou, China

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

You can also search for this author in PubMed   Google Scholar

Contributions

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

Corresponding author

Correspondence to Wenchao Li .

Ethics declarations

Competing interests.

The authors declare no competing interests.

Ethical approval

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

Informed consent

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

Additional information

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

Supplementary information

Supplemental material file #1, rights and permissions.

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

Reprints and permissions

About this article

Cite this article.

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

Download citation

Received : 02 February 2024

Accepted : 16 May 2024

Published : 03 June 2024

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

Share this article

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

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

Provided by the Springer Nature SharedIt content-sharing initiative

Quick links

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