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How to Write an Essay

How To Write An Essay

‍ Start by thoroughly analyzing the question to grasp its essence. Define your central argument or thesis. Support your argument with a combination of solid evidence, logical reasoning, and references to scholarly works. Ensure the essay is well-organized, presenting ideas coherently. Maintain clear and concise writing throughout. Finally, accurately cite all sources and evidence used, adhering to appropriate academic referencing standards.

All you need to know about essay writing is right here. So, let’s take some consistent baby steps.

Read through our guide until the end, and in time, you’ll become an exceptional essay writer, and the process will become automatic and natural to you. ‍ ‍

Pre-writing Tips

Get to know pre-writing tips to help you figure out how to write a good essay. Before you start writing, consider all of the following without skipping any steps:

• Truly understand your task : Make sure you grasp what the essay task is asking.
• Brainstorming : You can try to use techniques like mind mapping and freewriting to let yourself generate ideas in a free flow.
• Create an outline : You’ll save yourself some time and effort by outlining. This helps you structure your ideas and main points.
• Consider your audience : Make sure you remember who you’re writing for.

Lay the groundwork for your essay writing by considering the points above. If you want a smoother process, then work smart and not hard. 

Learning The Importance of Essay Structure

Structure and adaptation are important when it comes to figuring out how to write a good essay.

Organizing Your Essay Writing Process Effectively

Make sure that your college essay is well-structured. This is crucial, and it ensures you are presenting your arguments as logically and comprehensively as possible. You need your ideas to flow smoothly and to engage your audience. 

By organizing your essay, you convey your ideas logically and creatively. This boosts your power to not just inform but to persuade as well. Master how to write an essay in an organized manner, and you've already mastered half of it.

Adapt To Different Prompts

Adapting to various prompts involves fitting your writing to the specific requirements. Do this by remembering these tips: 

• Analyze the prompt.
• Identify the essay type and topic.
• Tailor your writing style, tone, and approach to the criteria.

If you need help to write an essay don't forget Studyfy, since you'll find plenty of writing help on the platform.

Picking Your Topic

Picking the right topic is a crucial element in how to write a compelling essay. The right topic captures your audience’s interest easily. Moreover, the right topic also resonates with YOU. Still confused? If you need help writing an essay, you know where to go.

And please, do be mindful of the following: 

• Consider what you’re interested in and what you already have prior knowledge of.
• Take into account who your audience is.
• Take into account the essay’s purpose and aim.
• Make sure that your chosen topic is actually manageable to write but also allows for in-depth analysis and exploration.

Creating A Good Title

If you want to draw your audience in from the get-go and if you want to come off strong, after choosing your topic, you’ll want to create a captivating title. It should be engaging and relevant. Does this confuse you? You can send a “ write my essay ” order on Studyfy right now, and it’s off your hands and into an expert’s hands.

Here are a few pointers to remember: 

• Create a title that’s relevant to your essay’s thesis but is also capturing/engaging. The first impression you give to your readers can set the whole tone for how they take in your essay.
• Be concise but also descriptive. Find the good middle. 

Building Your Thesis, Body, and Conclusion

Writing an essay can be rewarding once you get the hang of it. If you learn and apply effective ways to construct and write its parts, you can truly create something impressive. The three central pillars of your essay are your thesis, body, and conclusion.

Whether you're writing admissions essays, five paragraph essay, argumentative essays or other types of college essays, the paragraph structure is very similar for any particular topic.

Like acts of a play, each part is vital. We’re going to learn the exact ways in which you can write great theses, bodies, and conclusions. Read carefully. 

Crafting a Compelling Central Argument - Guiding Your Essay's Direction

Good essay writing means starting with an effective and well-thought-out thesis statement. Think of your thesis statement as a compass. It serves to guide your writing. It needs to be clear and have conviction. Remember these pointers when making one: 

• Zero in on the best potential “core” idea : After brainstorming, you should have a list of ideas you can sift through. Find the best one with the most potential to develop.
• Take a stance while being informative : Thesis statements should represent your stance. They don’t merely inform. It needs to open up to debate or a perspective you want to prove/convey in the entirety of your essay. 
• Be precise and engaging : Be specific but engaging at the same time when writing your thesis statement.
• Remain flexible : When you write, remember that the topic has a chance of evolving or changing. Your thesis should reflect/change with it. If you need to refine it as you write, you should. Just make sure it’s relevant/related to what you’re writing.

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How To Write A Great Academic Essay Body: The Main Arguments

• Start with a Topic Sentence, setting the paragraph's focus like a mini-thesis.
• Elaborate on the Topic Sentence.
• Present Supporting Evidence.
• Examine and Interpret the Evidence.
• Establish how it supports your main argument.
• Conclude with a Transition to the next point.

Your body paragraphs are where you’ll develop your arguments that support your thesis. This is where you will present evidence and examples in a cohesive and impactful way through your writing. Always reference back to your thesis statement so as not to go off-topic. Remember these pointers: 

• Arrange your points logically : This means ensuring each paragraph transitions seamlessly to the next. By structuring logically, you strengthen your arguments and persuasiveness, and you remain coherent. You convey your ideas smoothly to the reader. 
• Develop each point completely : You should finish exploring and developing a point in its wholeness. Use evidence, present strong examples, and show the reader your unique stance/thoughts on the argument. 
• Use transitions : For seamless reading, use academically approved transition words, like “Furthermore” or “Additionally.” 

The foundation of learning how to do an essay properly is by understanding that each part of the essay is a cohesive whole. To provide context means to glue the first sentence to the main argument and, for example, tie the main stages with transitional phrases.

How To Write An Essay: Ending with Impact

Another crucial element of how to write essays effectively is writing a strong conclusion. You should reinforce your thesis statements and your main points in this part. Here is what you need to remember: 

• Revisit your thesis statement : Rephrase, reiterate and showcase your developed arguments.
• Emphasize key findings and thoughts : Rewrite and recap the key points in your college essay to help your audience retain your core arguments.
• Conclude with a strong thought : Conclude with a call-to-action, idea, or provocative question that encourages the reader to explore the topic of your essay even after they’ve read your entire paper.
• Keep it concise : Be concise and focused in your conclusion. Don’t introduce new information. 

Bonus Tips: Improving Your Style and Argumentation

We’ve gone through all the main information you’ll need for essay writing, but you should know some of these additional tips to truly step up your writing game. Another way to step up your writing game is to consider Studyfy’s admission essay writing service and other writing services. Let’s dive deeper into bettering your style and arguments.

Becoming A Master Persuader

To become a true master at essay writing and never need help with writing an essay, you’ll want to practice the art of persuasion. You want to sway and influence your readers by engaging them deeply in your arguments. Remember these points: 

• Analyze your audience : When tailoring your voice and writing for your audience, you should also tailor your ARGUMENTS to them so they resonate. Try to speculate your audience’s perspectives, values, beliefs, and thought patterns. This will give you a deeper insight when developing your arguments. 
• Use strong opening sentences : Make sure to grab your readers’ attention right from the start. 
• Persuasive language : Using words and sentences that foster a sense of importance and urgency and ignite curiosity. Integrate persuasive language throughout your essay, like call-to-actions, emotional appeals, rhetorical questions, inclusive language, and testimonials. 

Appeal to Ethos, Pathos, and Logos

When writing an essay, a good way to strengthen your argumentation is to appeal to ethos (credibility), pathos (emotion), and logos (logic) in your readers. Take a look at these pointers: 

• Establishing credibility (appealing to ethos) : Use reliable sources, cite experts, use strong evidence, and use testimonials. By showing your audience you're backing up your arguments with credible facts, you strengthen your persuasion power. 
• Connect on an emotional level (appealing to pathos) : When you have their heart, you have them. Use vivid language, relatable anecdotes, and examples, and tap into the power of emotion.
• Logical reasoning is powerful (appealing to logos) : Using facts and logical points to present clear data and statistics can strengthen your argument significantly. An argument that has solid evidence is hard to deny. 

Bonus Tips: Empowering Your Writing Skills

When pondering on how to make an essay better, it’s important to look beyond the obvious advice. In this section, we remind you to go above and beyond. Let’s find out some additional techniques that you can apply to your essay writing to improve it even further.

Infusing Your Voice Into Your Writing

Overwhelmed by the amount of things you need to learn for essay writing? You can always pay for essay services and get a professional’s help any time. Now, to infuse your voice into your essay writing, take note of these pointers:

• Be authentic and share your perspective : Your beliefs, experiences, and values should not be completely avoided when writing. If relevant to the topic, your stance can provide a fresh and new angle on your essay, and it can help your essay stand out.
• Do not be afraid to be creative : Play with language by using metaphors, descriptive language, similes, and other literary tools. It makes your writing memorable and enjoyable when done right.

Cross-Referencing

If you need help with writing an essay to make it better, try to integrate interdisciplinary concepts into your writing. Cross-referencing other fields like history, psychology, science, and literature to provide deeper insights into your arguments can strengthen your essay. Ensure your references add to your arguments, and don’t go off-topic.

Develop Flexibility In Perception

Another way to empower your writing skills and determine how to write an excellent essay is to view and present arguments and statements from different angles. This niche skill is invaluable. If you learn how to master it, you can be a very persuasive writer. Find ways to examine and defend both sides of a topic. Present counter-arguments, and so on.

This requires a lot of practice to use effectively but is easily one of the best things you can develop in essay writing and life. Usually, an argumentative essay is a successful essay if its body paragraphs create a basic structure of opposing context for a specific topic. Your writing process and your introduction paragraph can open the way for the entire essay to delve into opposing topics.

Make sure to do proper research, develop a good idea about what the topics are different or similar to, and, for example, explain your main thesis in a few paragraphs. A clear thesis makes the main body almost write itself - in any type of essay, including an argumentative essay.

Bonus Tips: Remaining Ethical In Writing

Remaining ethical and upholding integrity and credibility in your essay writing is key to passing academia since your professors will double-check your work to make sure you haven’t engaged in cheating. How do you write an essay while remaining ethical? Let’s find out.

How To Avoid Plagiarizing

You’ll need to avoid plagiarizing completely. The degree of punishment you can get for plagiarizing will vary from institution to institution, with some proving to be more lenient while others will be less forgiving. Need help? Try Studyfy’s custom essay writing service and get an expert writer to help you.

 Remember these points to save yourself the grief: 

• Remember : Plagiarism isn’t only copying text; it’s also using other people’s data, ideas, concepts, and so on without properly crediting them. 
• You SHOULD paraphrase : Master paraphrasing by reinterpreting the information you’ve examined. Use your own words. 
• Improve research and note-taking skills : If you research effectively and take notes on the data you collect, it will be easier to distinguish your original ideas from your resources.

Essay Checklist

If you’ve read everything thoroughly and applied what’s been stated in our guide, you should be much better at writing essays. To further improve your experience, here’s an essay checklist you can use to make sure you’ve done everything you need to. 

Remember to focus on the formatting issues as well, including common mistakes, passive voice, too much everyday experience, and ambiguous word choice.

Checklist Item

• Strong and Clear Thesis Statement
• Effective Introduction
• Well-developed Arguments
• Evidence and Support
• Paragraph Structure
• Transitions
• Strong Conclusion
• Correct Citations and References
• Plagiarism-free
• Editing, Proofreading, and Revision
• Complied With Word Count
• Correct Formatting

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Which key elements make up a strong essay structure?

A strong introduction that grabs the audience and introduces the thesis statement effectively. A body that presents ideas and arguments that support the thesis. A conclusion that sums up the main points of the essay and reintroduces the thesis in light of the arguments stated. This is how to write an essay in English effectively.

How do I write a clear and strong thesis statement?

If you’re asking yourself, “How do I write an essay that has a strong thesis statement?” We remind you to narrow your ideas and zero in on a key idea. This idea should be specific, and it should be an idea that you can fully develop and explore.

This blog is here to provide guidance and ease the essay writing process - we're here for you from the moment you start writing to the moment you reach the central point and reach the next paragraph.

What can I do to ensure my essay is engaging and persuasive?

Be sure your introduction is compelling and uses strong, active verbs. Your arguments should be presented logically, and you should back them up with strong evidence. Make sure to use persuasive language like rhetorical questions, analogies, metaphors, inclusive words, call-to-actions, etc. Varying sentence structures will keep readers interested.

To keep the reader on the hook, most essays use clever paragraphs, a clear thesis, a robust main body, and a polished final draft.

What’s the best way to write an essay?

The best way to write a college essay is to be prepared. Read our guide thoroughly and give yourself enough time to write the whole essay. Don’t start at the last minute. 

When you begin writing, your writing process is in its first draft. What's important is that you remember that an essay outline is not the final essay, and your college essay can change and adapt as you go. Whether an introductory paragraph, main points or conclusion paragraph, make sure to catch the reader's attention and lead with concrete examples.

And don't forget to focus on editing. Double-check the line spacing, structure, outline, number of paragraphs, word choice, and the cohesion of the final paragraph.

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Mastering the art of essay writing in English

The key components of an essay

Selecting an appropriate topic, conducting thorough research, capturing the reader’s attention, writing a compelling thesis statement, organizing ideas coherently, supporting arguments with evidence, transitioning between paragraphs, ensuring paragraph unity and coherence, summarizing the key points, providing a thought-provoking closing section, reviewing grammar and punctuation, enhancing clarity and style, infusing your personal perspective, using descriptive language, techniques to overcome writing challenges, building a writing routine.

Did you know that over 1.35 billion people worldwide speak English as a first or second language? It’s not just a language but a bridge that connects cultures, ideas, and people. And one of the most crucial skills you can develop as an English learner is the ability to write compelling essays. Whether you’re a student, a professional, or simply someone who wants to communicate effectively, mastering the art of essay writing in English is a skill that can open doors and broaden horizons.

In this comprehensive guide, we’ll walk you through the ins and outs of essay writing in English. We’ll cover everything from the basics of essay structure to crafting captivating introductions, developing strong body paragraphs, creating compelling conclusions, and even polishing your essays through editing. After reading this article, you’ll understand how to write an essay in English that engages readers, presents your ideas clearly, and leaves a lasting impression.

How to write an essay: The basics

An essay is a written composition that presents and supports a particular idea, argument, or point of view. It’s a way to express your thoughts, share information, and persuade others to see things from your perspective. Essays come in various forms, such as argumentative, persuasive, expository, and descriptive, each serving a unique purpose.

An essay is like a journey that takes your reader from one point to another, guided by your words and ideas. To ensure a smooth ride, let’s break down the five key components of an essay:

Introduction

The starting point of your essay, where you introduce the topic and grab the reader’s attention

Thesis statement

A concise statement presenting your main argument or point of view, usually found at the end of the introduction

Body paragraphs

The heart of your essay, where you elaborate on your main points and provide supporting evidence

The closing section where you summarize your key points and restate your thesis while leaving the reader with something to ponder

Preparing for successful essay writing

Before you delve into the world of words and ideas, it’s essential to equip yourself with the right tools and strategies. As a seasoned traveler plans meticulously before a trip, successful essay writing requires careful preparation to ensure a smooth and fulfilling experience. This section explores the foundational steps that lay the groundwork for crafting compelling essays.

Before you embark on your essay-writing journey, choose a topic that interests you and aligns with the purpose of your essay. A well-chosen topic makes the writing process more enjoyable and ensures that your enthusiasm shines through your words.

Brainstorming techniques

Brainstorming is the fuel that ignites creativity. Jot down all the ideas that come to mind related to your chosen topic. Don’t worry about organizing them at this stage; the goal is to generate a pool of potential ideas to work with.

Researching and narrowing down ideas

Once you have a list of ideas, it’s time to research. Look for reliable sources that provide valuable information about your topic. As you gather information, start narrowing down your focus to the most compelling and relevant aspects.

Effective research is the backbone of a well-crafted essay. Utilize online databases, books, academic journals, and reputable websites to gather diverse information. Remember to take detailed notes to make referencing easier later on.

Reliable sources and references

Credibility matters in essay writing. Use sources that are trustworthy and well regarded within the academic community. When incorporating information from these sources, provide proper citations and references to avoid plagiarism.

Note-taking strategies

Develop a system for note-taking that works for you. Whether you prefer handwritten notes, digital documents, or both, ensure that your notes are organized, clear, and easily accessible when writing.

Crafting an engaging introduction

They say that first impressions are everything, and this sentiment holds especially true in the case of essay writing. An engaging introduction lays the foundation for an exceptional essay. Your introduction is the gateway that beckons readers into the world you’ve created with your words, urging them to explore further. In this section, we’ll see how to create introductions that grab attention, spark curiosity, and smoothly lead into your essay.

Think of your introduction as a gateway to your essay . Engage your reader with a captivating opening sentence that sparks curiosity and makes them want to read further.

For example, suppose we were to write an essay on Mary Jackson, the first Black woman to work at NASA. We could introduce it like this:

«Imagine a time when reaching for the stars meant defying more than just gravity. Mary Jackson, a brilliant mathematician and engineer, did just that. In a world where opportunities for Black women were limited, she became the first to break barriers at NASA.»

Anecdotes or quotes

Anecdotes and quotes are potent tools to humanize your essay and connect with your audience. Share a relevant personal story or a thought-provoking quote that ties into your topic.

Presenting a thought-provoking question

Posing a question in your introduction can stimulate your reader’s curiosity and encourage them to explore your essay in search of answers. Do you remember how we started this article? 😉

At the core of every well-constructed essay lies a guiding light – a thesis statement that illuminates the path your arguments will tread. Your thesis statement is the linchpin that holds your essay together, providing direction and purpose to every word you write.

Let’s continue with our essay example on Mary Jackson. Our thesis statement could look like this:

«This essay delves into the life of Mary Jackson, showcasing her pioneering spirit, determination, and lasting impact on science and society. As we explore her journey, you’ll see how her legacy continues to inspire generations, proving that even in the face of adversity, dreams can soar higher than the sky.»

Clarity and specificity

Your thesis statement is the compass that guides your essay. Make it clear, concise, and specific so that your reader knows what to expect.

Signposting the essay’s main points

Give your reader a road map of what lies ahead in your essay. Briefly outline the main points you’ll be covering in the body paragraphs.

«In the upcoming sections, this essay will trace the remarkable journey of Mary Jackson. She earned her place in history as the first Black woman to join NASA. We will unfold each phase of her life story, shedding light on her early years, educational achievements, significant contributions at NASA, unwavering commitment to diversity, enduring legacy, and resonance in today’s world.»

Developing strong body paragraphs

If the introduction of your essay is the grand entrance, then the body paragraphs are the chambers where your ideas come to life , flourish, and weave a compelling narrative. A skilled writer crafts body paragraphs that build upon one another to shape a coherent and persuasive argument. In this section, we’ll uncover the art of developing strong body paragraphs that are organized and informative and seamlessly flow from one another.

Each body paragraph should focus on a single main idea or argument. Organize your paragraphs in a logical sequence so that they always build upon the previous one.

Utilizing topic sentences

Start each body paragraph with a clear and concise topic sentence that previews the paragraph’s main point.

Logical flow of information

Ensure that your ideas flow smoothly from one paragraph to the next. Use transitional words and phrases to guide your reader through your essay effortlessly.

Support your claims with evidence, such as statistics, facts, examples, and expert opinions. This adds credibility and persuasiveness to your arguments.

Incorporating quotations and examples

Quotations and examples breathe life into your essay, providing real-world context for your ideas. Make sure to integrate them seamlessly and provide proper citations.

Proper citation and referencing

Avoid plagiarism by properly citing the sources of your information. Use a consistent citation style , such as the American Psychological Association (APA), Modern Language Association (MLA), or Chicago, and create a bibliography or “works cited” page.

Mastering essay structure and coherence

A compelling essay’s beauty lies in the depth of its content and the seamless flow of its ideas . In this section, we’ll explain how to understand better and use essay structure and coherence. We’ll talk about methods that turn paragraphs into a well-organized and exciting piece of writing.

Smooth transitions between paragraphs enhance the flow of your essay. Use transitional phrases to bridge ideas and create a seamless reading experience.

Using transitional words and phrases

Transitional words, such as “however,” “in addition,” and “on the other hand,” help connect ideas and show the relationship between different parts of your essay.

Maintaining the essay’s flow

Review your essay to ensure that the ideas progress logically and coherently. If a paragraph feels out of place, reorder or revise it.

Each paragraph should have a clear focus and relate directly to the main argument. Avoid going off on tangents that don’t contribute to your essay’s central theme.

Consistency in tense and voice

Maintain a consistent use of verb tenses and writing voice throughout your essay. Mixing past and present tense can confuse your reader.

Avoiding repetition and redundancy

Be mindful of repeating the same ideas or using redundant phrases. This not only adds unnecessary length but also dilutes the impact of your arguments.

Creating a compelling conclusion

The conclusion of an essay is not merely a summary but a reflection that echoes the essence of your arguments and ties them into a satisfying whole . In this section, we’ll explore the art of creating a compelling conclusion that reiterates your main points and offers a fresh perspective, a thought-provoking insight, or a call to action.

In your conclusion, briefly summarize the main points you’ve covered in your essay. Remind your reader of the journey you’ve taken them on.

Reiterating the thesis statement

Revisit your thesis statement, reinforcing the main argument you’ve presented throughout the essay.

Briefly summarizing the main arguments

Highlight the key arguments and evidence you’ve provided in the body paragraphs, emphasizing their significance.

Leave your reader with a final thought, question, or idea that encourages them to reflect on your essay’s topic and implications.

Implications or future considerations

If appropriate, discuss the broader implications of your essay’s topic or suggest areas for future research and exploration.

Leaving a lasting impression on the reader

End your essay with impact. Craft a conclusion that resonates with your reader, leaving them thinking about your words long after finishing your essay.

Returning to the essay example on Mary Jackson, here is a simple but impactful closing section:

«Mary Jackson’s journey is a powerful example of overcoming challenges. From her early interest in science to her important role at NASA, her legacy inspires diversity and progress. By exploring her achievements, we see that learning and fairness can create lasting change.

Mary Jackson’s story encourages us to face obstacles with determination. Reflecting on her journey, we’re prompted to think about how her influence urges us to value diversity and drive positive life changes.»

Polishing your essay: The editing process

In the editing process, your essay transforms from a rough draft into a polished gem ready to shine. In this section, we’ll delve into the nuances of the editing process , exploring techniques to review the grammar, punctuation, style, and clarity of your essay. From proofreading techniques to harnessing grammar-checking tools, we’ll see the steps to enhance your essay’s precision and eloquence.

Before submitting your essay, thoroughly review it for grammatical errors, punctuation mistakes, and spelling issues.

Proofreading techniques

Read your essay slowly and carefully, paying attention to each word and punctuation mark. This helps you catch typos and minor errors.

Utilizing grammar-checking tools

Use grammar-checking tools and software to catch any mistakes you have missed. However, don’t rely solely on these tools, as they may not detect all errors.

Ensure your sentences are clear and concise. Avoid overly complex language or jargon that might confuse your reader.

Sentence structure and variety

Vary the structures of your sentences to keep your writing engaging. Combine short and long sentences to create rhythm and flow.

Removing unnecessary jargon

Simplify your language and avoid unnecessary jargon, especially if your essay is intended for a general audience.

Showcasing your unique voice

In a world saturated with words, your voice is the signature that distinguishes your essay from the rest . Every writer possesses a unique voice that infuses personality and authenticity into their work. From striking a balance between objectivity and subjectivity to coloring your essay with personal insights, you’ll discover how to create a composition that echoes your individuality. As you embark on the quest to find and amplify your voice, remember that your words carry the imprint of your identity, enriching your essay with depth and resonance.

Feel free to share your insights and experiences if they are relevant to your topic. This can make your essay more relatable.

Balancing objectivity and subjectivity

While essays often express the author’s point of view, strive for a balanced approach that fairly presents both sides of an argument.

Expressing individual insights

Provide a thoughtful analysis and interpretation of the information you’ve presented. Your insights demonstrate your engagement with the topic.

Incorporate descriptive language to paint a vivid picture for your reader. Use sensory details to make your essay come to life.

Evoking imagery and sensory details

Engage your reader’s senses and invoke their imagination by describing sights, sounds, smells, tastes, and textures. This helps them immerse themselves in your essay.

Overcoming writer’s block

Writer’s block – the unwelcome companion that often lurks on the path to creativity – is a challenge familiar to every writer . From freewriting to cultivating a writing routine, there are several strategies to break through barriers and reignite your creative spark. Remember, even the most accomplished writers experience moments of resistance; what sets them apart is their ability to overcome it.

Writer’s block can strike at any time. Experiment with different techniques, such as freewriting and mind mapping, to break through creative barriers.

Freewriting and mind mapping

Engage in freewriting – set a timer and write whatever comes to mind without worrying about grammar or structure. Alternatively, use mind maps to organize your ideas visually .

Taking breaks and seeking inspiration

Step away from your writing and do something else when you’re stuck. A change of scenery or a brisk walk can help refresh your mind.

Establishing a consistent writing routine can help you stay motivated and make steady progress on your essays.

Setting goals and deadlines

Set achievable goals and deadlines for each step of the writing process. This keeps you accountable and prevents procrastination.

Finding your optimal writing environment

Identify the environment where you feel most productive and creative. It could be a quiet corner, a bustling café, or a peaceful park.

In this journey through the art of essay writing in English, you’ve learned how to craft an essay that captivates, informs, and persuades. From selecting a topic to preparing a compelling conclusion, every step contributes to the overall quality of your essay.

Essay writing is not just a skill; it’s a powerful tool that can shape opinions, influence decisions, and connect people across cultures and time zones.

As you embark on your essay-writing pursuits, consider seeking guidance from Preply tutors who specialize in various areas of English , including academic writing. With their expertise, you can refine your skills, receive personalized feedback, and master the art of essay writing in English. Prepare, research, and let your words pave the way for impactful communication and meaningful expression.

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Alice is a web content writer and technical translator who is specializing in inclusive language. She is Italian but has been living in Barcelona, Spain, since 2012. Her work as a web writer results from many enriching experiences and collaborations with people and communities from very different international backgrounds. In addition to Italian, she speaks Spanish, English, French, and a little Catalan... and dreams of learning Portuguese. You can connect with her on LinkedIn or, if you speak Italian, have a look at her professional blog.

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What is an Essay?

10 May, 2020

11 minutes read

Author:  Tomas White

Well, beyond a jumble of words usually around 2,000 words or so - what is an essay, exactly? Whether you’re taking English, sociology, history, biology, art, or a speech class, it’s likely you’ll have to write an essay or two. So how is an essay different than a research paper or a review? Let’s find out!

Defining the Term – What is an Essay?

The essay is a written piece that is designed to present an idea, propose an argument, express the emotion or initiate debate. It is a tool that is used to present writer’s ideas in a non-fictional way. Multiple applications of this type of writing go way beyond, providing political manifestos and art criticism as well as personal observations and reflections of the author.

An essay can be as short as 500 words, it can also be 5000 words or more.  However, most essays fall somewhere around 1000 to 3000 words ; this word range provides the writer enough space to thoroughly develop an argument and work to convince the reader of the author’s perspective regarding a particular issue.  The topics of essays are boundless: they can range from the best form of government to the benefits of eating peppermint leaves daily. As a professional provider of custom writing, our service has helped thousands of customers to turn in essays in various forms and disciplines.

Origins of the Essay

Over the course of more than six centuries essays were used to question assumptions, argue trivial opinions and to initiate global discussions. Let’s have a closer look into historical progress and various applications of this literary phenomenon to find out exactly what it is.

Today’s modern word “essay” can trace its roots back to the French “essayer” which translates closely to mean “to attempt” .  This is an apt name for this writing form because the essay’s ultimate purpose is to attempt to convince the audience of something.  An essay’s topic can range broadly and include everything from the best of Shakespeare’s plays to the joys of April.

The essay comes in many shapes and sizes; it can focus on a personal experience or a purely academic exploration of a topic.  Essays are classified as a subjective writing form because while they include expository elements, they can rely on personal narratives to support the writer’s viewpoint.  The essay genre includes a diverse array of academic writings ranging from literary criticism to meditations on the natural world.  Most typically, the essay exists as a shorter writing form; essays are rarely the length of a novel.  However, several historic examples, such as John Locke’s seminal work “An Essay Concerning Human Understanding” just shows that a well-organized essay can be as long as a novel.

The Essay in Literature

The essay enjoys a long and renowned history in literature.  They first began gaining in popularity in the early 16 th century, and their popularity has continued today both with original writers and ghost writers.  Many readers prefer this short form in which the writer seems to speak directly to the reader, presenting a particular claim and working to defend it through a variety of means.  Not sure if you’ve ever read a great essay? You wouldn’t believe how many pieces of literature are actually nothing less than essays, or evolved into more complex structures from the essay. Check out this list of literary favorites:

• The Book of My Lives by Aleksandar Hemon
• Notes of a Native Son by James Baldwin
• Against Interpretation by Susan Sontag
• High-Tide in Tucson: Essays from Now and Never by Barbara Kingsolver
• Slouching Toward Bethlehem by Joan Didion
• Naked by David Sedaris
• Walden; or, Life in the Woods by Henry David Thoreau

Pretty much as long as writers have had something to say, they’ve created essays to communicate their viewpoint on pretty much any topic you can think of!

The Essay in Academics

Not only are students required to read a variety of essays during their academic education, but they will likely be required to write several different kinds of essays throughout their scholastic career.  Don’t love to write?  Then consider working with a ghost essay writer !  While all essays require an introduction, body paragraphs in support of the argumentative thesis statement, and a conclusion, academic essays can take several different formats in the way they approach a topic.  Common essays required in high school, college, and post-graduate classes include:

Five paragraph essay

This is the most common type of a formal essay. The type of paper that students are usually exposed to when they first hear about the concept of the essay itself. It follows easy outline structure – an opening introduction paragraph; three body paragraphs to expand the thesis; and conclusion to sum it up.

Argumentative essay

These essays are commonly assigned to explore a controversial issue.  The goal is to identify the major positions on either side and work to support the side the writer agrees with while refuting the opposing side’s potential arguments.

Compare and Contrast essay

This essay compares two items, such as two poems, and works to identify similarities and differences, discussing the strength and weaknesses of each.  This essay can focus on more than just two items, however.  The point of this essay is to reveal new connections the reader may not have considered previously.

Definition essay

This essay has a sole purpose – defining a term or a concept in as much detail as possible. Sounds pretty simple, right? Well, not quite. The most important part of the process is picking up the word. Before zooming it up under the microscope, make sure to choose something roomy so you can define it under multiple angles. The definition essay outline will reflect those angles and scopes.

Descriptive essay

Perhaps the most fun to write, this essay focuses on describing its subject using all five of the senses.  The writer aims to fully describe the topic; for example, a descriptive essay could aim to describe the ocean to someone who’s never seen it or the job of a teacher.  Descriptive essays rely heavily on detail and the paragraphs can be organized by sense.

Illustration essay

The purpose of this essay is to describe an idea, occasion or a concept with the help of clear and vocal examples. “Illustration” itself is handled in the body paragraphs section. Each of the statements, presented in the essay needs to be supported with several examples. Illustration essay helps the author to connect with his audience by breaking the barriers with real-life examples – clear and indisputable.

Informative Essay

Being one the basic essay types, the informative essay is as easy as it sounds from a technical standpoint. High school is where students usually encounter with informative essay first time. The purpose of this paper is to describe an idea, concept or any other abstract subject with the help of proper research and a generous amount of storytelling.

Narrative essay

This type of essay focuses on describing a certain event or experience, most often chronologically.  It could be a historic event or an ordinary day or month in a regular person’s life. Narrative essay proclaims a free approach to writing it, therefore it does not always require conventional attributes, like the outline. The narrative itself typically unfolds through a personal lens, and is thus considered to be a subjective form of writing.

Persuasive essay

The purpose of the persuasive essay is to provide the audience with a 360-view on the concept idea or certain topic – to persuade the reader to adopt a certain viewpoint. The viewpoints can range widely from why visiting the dentist is important to why dogs make the best pets to why blue is the best color.  Strong, persuasive language is a defining characteristic of this essay type.

The Essay in Art

Several other artistic mediums have adopted the essay as a means of communicating with their audience.  In the visual arts, such as painting or sculpting, the rough sketches of the final product are sometimes deemed essays.  Likewise, directors may opt to create a film essay which is similar to a documentary in that it offers a personal reflection on a relevant issue.  Finally, photographers often create photographic essays in which they use a series of photographs to tell a story, similar to a narrative or a descriptive essay.

Drawing the line – question answered

“What is an Essay?” is quite a polarizing question. On one hand, it can easily be answered in a couple of words. On the other, it is surely the most profound and self-established type of content there ever was. Going back through the history of the last five-six centuries helps us understand where did it come from and how it is being applied ever since.

If you must write an essay, follow these five important steps to works towards earning the “A” you want:

• Understand and review the kind of essay you must write
• Brainstorm your argument
• Find research from reliable sources to support your perspective
• Cite all sources parenthetically within the paper and on the Works Cited page
• Follow all grammatical rules

Generally speaking, when you must write any type of essay, start sooner rather than later!  Don’t procrastinate – give yourself time to develop your perspective and work on crafting a unique and original approach to the topic.  Remember: it’s always a good idea to have another set of eyes (or three) look over your essay before handing in the final draft to your teacher or professor.  Don’t trust your fellow classmates?  Consider hiring an editor or a ghostwriter to help out!

If you are still unsure on whether you can cope with your task – you are in the right place to get help. HandMadeWriting is the perfect answer to the question “Who can write my essay?”

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essay , an analytic , interpretative, or critical literary composition usually much shorter and less systematic and formal than a dissertation or thesis and usually dealing with its subject from a limited and often personal point of view.

Some early treatises—such as those of Cicero on the pleasantness of old age or on the art of “divination,” Seneca on anger or clemency , and Plutarch on the passing of oracles—presage to a certain degree the form and tone of the essay, but not until the late 16th century was the flexible and deliberately nonchalant and versatile form of the essay perfected by the French writer Michel de Montaigne . Choosing the name essai to emphasize that his compositions were attempts or endeavours, a groping toward the expression of his personal thoughts and experiences, Montaigne used the essay as a means of self-discovery. His Essais , published in their final form in 1588, are still considered among the finest of their kind. Later writers who most nearly recall the charm of Montaigne include, in England, Robert Burton , though his whimsicality is more erudite , Sir Thomas Browne , and Laurence Sterne , and in France, with more self-consciousness and pose, André Gide and Jean Cocteau .

At the beginning of the 17th century, social manners, the cultivation of politeness, and the training of an accomplished gentleman became the theme of many essayists. This theme was first exploited by the Italian Baldassare Castiglione in his Il libro del cortegiano (1528; The Book of the Courtier ). The influence of the essay and of genres allied to it, such as maxims, portraits, and sketches, proved second to none in molding the behavior of the cultured classes, first in Italy, then in France, and, through French influence, in most of Europe in the 17th century. Among those who pursued this theme was the 17th-century Spanish Jesuit Baltasar Gracián in his essays on the art of worldly wisdom.

Keener political awareness in the 18th century, the age of Enlightenment , made the essay an all-important vehicle for the criticism of society and religion. Because of its flexibility, its brevity , and its potential both for ambiguity and for allusions to current events and conditions, it was an ideal tool for philosophical reformers. The Federalist Papers in America and the tracts of the French Revolutionaries are among the countless examples of attempts during this period to improve the human condition through the essay.

The genre also became the favoured tool of traditionalists of the 18th and 19th centuries, such as Edmund Burke and Samuel Taylor Coleridge , who looked to the short, provocative essay as the most potent means of educating the masses. Essays such as Paul Elmer More’s long series of Shelburne Essays (published between 1904 and 1935), T.S. Eliot ’s After Strange Gods (1934) and Notes Towards the Definition of Culture (1948), and others that attempted to reinterpret and redefine culture , established the genre as the most fitting to express the genteel tradition at odds with the democracy of the new world.

Whereas in several countries the essay became the chosen vehicle of literary and social criticism, in other countries the genre became semipolitical, earnestly nationalistic, and often polemical, playful, or bitter. Essayists such as Robert Louis Stevenson and Willa Cather wrote with grace on several lighter subjects, and many writers—including Virginia Woolf , Edmund Wilson , and Charles du Bos —mastered the essay as a form of literary criticism .

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Definition of essay

 (Entry 1 of 2)

Definition of essay  (Entry 2 of 2)

transitive verb

• composition

attempt , try , endeavor , essay , strive mean to make an effort to accomplish an end.

attempt stresses the initiation or beginning of an effort.

try is often close to attempt but may stress effort or experiment made in the hope of testing or proving something.

endeavor heightens the implications of exertion and difficulty.

essay implies difficulty but also suggests tentative trying or experimenting.

strive implies great exertion against great difficulty and specifically suggests persistent effort.

Examples of essay in a Sentence

These examples are programmatically compiled from various online sources to illustrate current usage of the word 'essay.' Any opinions expressed in the examples do not represent those of Merriam-Webster or its editors. Send us feedback about these examples.

Word History

Middle French essai , ultimately from Late Latin exagium act of weighing, from Latin ex- + agere to drive — more at agent

14th century, in the meaning defined at sense 4

14th century, in the meaning defined at sense 2

Phrases Containing essay

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Cite this entry.

“Essay.” Merriam-Webster.com Dictionary , Merriam-Webster, https://www.merriam-webster.com/dictionary/essay. Accessed 9 Jun. 2024.

Kids Definition

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Words To Use In Essays: Amplifying Your Academic Writing

Use this comprehensive list of words to use in essays to elevate your writing. Make an impression and score higher grades with this guide!

Words play a fundamental role in the domain of essay writing, as they have the power to shape ideas, influence readers, and convey messages with precision and impact. Choosing the right words to use in essays is not merely a matter of filling pages, but rather a deliberate process aimed at enhancing the quality of the writing and effectively communicating complex ideas. In this article, we will explore the importance of selecting appropriate words for essays and provide valuable insights into the types of words that can elevate the essay to new heights.

Words To Use In Essays

Using a wide range of words can make your essay stronger and more impressive. With the incorporation of carefully chosen words that communicate complex ideas with precision and eloquence, the writer can elevate the quality of their essay and captivate readers.

This list serves as an introduction to a range of impactful words that can be integrated into writing, enabling the writer to express thoughts with depth and clarity.

Significantly

Furthermore

Nonetheless

Nevertheless

Consequently

Accordingly

Subsequently

In contrast

Alternatively

Implications

Substantially

Transition Words And Phrases

Transition words and phrases are essential linguistic tools that connect ideas, sentences, and paragraphs within a text. They work like bridges, facilitating the transitions between different parts of an essay or any other written work. These transitional elements conduct the flow and coherence of the writing, making it easier for readers to follow the author’s train of thought.

Here are some examples of common transition words and phrases:

Furthermore: Additionally; moreover.

However: Nevertheless; on the other hand.

In contrast: On the contrary; conversely.

Therefore: Consequently; as a result.

Similarly: Likewise; in the same way.

Moreover: Furthermore; besides.

In addition: Additionally; also.

Nonetheless: Nevertheless; regardless.

Nevertheless: However; even so.

On the other hand: Conversely; in contrast.

These are just a few examples of the many transition words and phrases available. They help create coherence, improve the organization of ideas, and guide readers through the logical progression of the text. When used effectively, transition words and phrases can significantly guide clarity for writing.

Strong Verbs For Academic Writing

Strong verbs are an essential component of academic writing as they add precision, clarity, and impact to sentences. They convey actions, intentions, and outcomes in a more powerful and concise manner. Here are some examples of strong verbs commonly used in academic writing:

Analyze: Examine in detail to understand the components or structure.

Critique: Assess or evaluate the strengths and weaknesses.

Demonstrate: Show the evidence to support a claim or argument.

Illuminate: Clarify or make something clearer.

Explicate: Explain in detail a thorough interpretation.

Synthesize: Combine or integrate information to create a new understanding.

Propose: Put forward or suggest a theory, idea, or solution.

Refute: Disprove or argue against a claim or viewpoint.

Validate: Confirm or prove the accuracy or validity of something.

Advocate: Support or argue in favor of a particular position or viewpoint.

Adjectives And Adverbs For Academic Essays

Useful adjectives and adverbs are valuable tools in academic writing as they enhance the description, precision, and depth of arguments and analysis. They provide specific details, emphasize key points, and add nuance to writing. Here are some examples of useful adjectives and adverbs commonly used in academic essays:

Comprehensive: Covering all aspects or elements; thorough.

Crucial: Extremely important or essential.

Prominent: Well-known or widely recognized; notable.

Substantial: Considerable in size, extent, or importance.

Valid: Well-founded or logically sound; acceptable or authoritative.

Effectively: In a manner that produces the desired result or outcome.

Significantly: To a considerable extent or degree; notably.

Consequently: As a result or effect of something.

Precisely: Exactly or accurately; with great attention to detail.

Critically: In a careful and analytical manner; with careful evaluation or assessment.

Words To Use In The Essay Introduction

The words used in the essay introduction play a crucial role in capturing the reader’s attention and setting the tone for the rest of the essay. They should be engaging, informative, and persuasive. Here are some examples of words that can be effectively used in the essay introduction:

Intriguing: A word that sparks curiosity and captures the reader’s interest from the beginning.

Compelling: Conveys the idea that the topic is interesting and worth exploring further.

Provocative: Creates a sense of controversy or thought-provoking ideas.

Insightful: Suggests that the essay will produce valuable and thought-provoking insights.

Startling: Indicates that the essay will present surprising or unexpected information or perspectives.

Relevant: Emphasizes the significance of the topic and its connection to broader issues or current events.

Timely: Indicates that the essay addresses a subject of current relevance or importance.

Thoughtful: Implies that the essay will offer well-considered and carefully developed arguments.

Persuasive: Suggests that the essay will present compelling arguments to convince the reader.

Captivating: Indicates that the essay will hold the reader’s attention and be engaging throughout.

Words To Use In The Body Of The Essay

The words used in the body of the essay are essential for effectively conveying ideas, providing evidence, and developing arguments. They should be clear, precise, and demonstrate a strong command of the subject matter. Here are some examples of words that can be used in the body of the essay:

Evidence: When presenting supporting information or data, words such as “data,” “research,” “studies,” “findings,” “examples,” or “statistics” can be used to strengthen arguments.

Analysis: To discuss and interpret the evidence, words like “analyze,” “examine,” “explore,” “interpret,” or “assess” can be employed to demonstrate a critical evaluation of the topic.

Comparison: When drawing comparisons or making contrasts, words like “similarly,” “likewise,” “in contrast,” “on the other hand,” or “conversely” can be used to highlight similarities or differences.

Cause and effect: To explain the relationship between causes and consequences, words such as “because,” “due to,” “leads to,” “results in,” or “causes” can be utilized.

Sequence: When discussing a series of events or steps, words like “first,” “next,” “then,” “finally,” “subsequently,” or “consequently” can be used to indicate the order or progression.

Emphasis: To emphasize a particular point or idea, words such as “notably,” “significantly,” “crucially,” “importantly,” or “remarkably” can be employed.

Clarification: When providing further clarification or elaboration, words like “specifically,” “in other words,” “for instance,” “to illustrate,” or “to clarify” can be used.

Integration: To show the relationship between different ideas or concepts, words such as “moreover,” “furthermore,” “additionally,” “likewise,” or “similarly” can be utilized.

Conclusion: When summarizing or drawing conclusions, words like “in conclusion,” “to summarize,” “overall,” “in summary,” or “to conclude” can be employed to wrap up ideas.

Remember to use these words appropriately and contextually, ensuring they strengthen the coherence and flow of arguments. They should serve as effective transitions and connectors between ideas, enhancing the overall clarity and persuasiveness of the essay.

Words To Use In Essay Conclusion

The words used in the essay conclusion are crucial for effectively summarizing the main points, reinforcing arguments, and leaving a lasting impression on the reader. They should bring a sense of closure to the essay while highlighting the significance of ideas. Here are some examples of words that can be used in the essay conclusion:

Summary: To summarize the main points, these words can be used “in summary,” “to sum up,” “in conclusion,” “to recap,” or “overall.”

Reinforcement: To reinforce arguments and emphasize their importance, words such as “crucial,” “essential,” “significant,” “noteworthy,” or “compelling” can be employed.

Implication: To discuss the broader implications of ideas or findings, words like “consequently,” “therefore,” “thus,” “hence,” or “as a result” can be utilized.

Call to action: If applicable, words that encourage further action or reflection can be used, such as “we must,” “it is essential to,” “let us consider,” or “we should.”

Future perspective: To discuss future possibilities or developments related to the topic, words like “potential,” “future research,” “emerging trends,” or “further investigation” can be employed.

Reflection: To reflect on the significance or impact of arguments, words such as “profound,” “notable,” “thought-provoking,” “transformative,” or “perspective-shifting” can be used.

Final thought: To leave a lasting impression, words or phrases that summarize the main idea or evoke a sense of thoughtfulness can be used, such as “food for thought,” “in light of this,” “to ponder,” or “to consider.”

How To Improve Essay Writing Vocabulary

Improving essay writing vocabulary is essential for effectively expressing ideas, demonstrating a strong command of the language, and engaging readers. Here are some strategies to enhance the essay writing vocabulary:

• Read extensively: Reading a wide range of materials, such as books, articles, and essays, can give various writing styles, topics, and vocabulary. Pay attention to new words and their usage, and try incorporating them into the writing.
• Use a dictionary and thesaurus:  Look up unfamiliar words in a dictionary to understand their meanings and usage. Additionally, utilize a thesaurus to find synonyms and antonyms to expand word choices and avoid repetition.
• Create a word bank: To create a word bank, read extensively, write down unfamiliar or interesting words, and explore their meanings and usage. Organize them by categories or themes for easy reference, and practice incorporating them into writing to expand the vocabulary.
• Contextualize vocabulary: Simply memorizing new words won’t be sufficient; it’s crucial to understand their proper usage and context. Pay attention to how words are used in different contexts, sentence structures, and rhetorical devices. 

How To Add Additional Information To Support A Point

When writing an essay and wanting to add additional information to support a point, you can use various transitional words and phrases. Here are some examples:

Furthermore: Add more information or evidence to support the previous point.

Additionally: Indicates an additional supporting idea or evidence.

Moreover: Emphasizes the importance or significance of the added information.

In addition: Signals the inclusion of another supporting detail.

Furthermore, it is important to note: Introduces an additional aspect or consideration related to the topic.

Not only that, but also: Highlights an additional point that strengthens the argument.

Equally important: Emphasizes the equal significance of the added information.

Another key point: Introduces another important supporting idea.

It is worth noting: Draws attention to a noteworthy detail that supports the point being made.

Additionally, it is essential to consider: Indicates the need to consider another aspect or perspective.

Using these transitional words and phrases will help you seamlessly integrate additional information into your essay, enhancing the clarity and persuasiveness of your arguments.

Words And Phrases That Demonstrate Contrast

When crafting an essay, it is crucial to effectively showcase contrast, enabling the presentation of opposing ideas or the highlighting of differences between concepts. The adept use of suitable words and phrases allows for the clear communication of contrast, bolstering the strength of arguments. Consider the following examples of commonly employed words and phrases to illustrate the contrast in essays:

However: e.g., “The experiment yielded promising results; however, further analysis is needed to draw conclusive findings.”

On the other hand: e.g., “Some argue for stricter gun control laws, while others, on the other hand, advocate for individual rights to bear arms.”

Conversely: e.g., “While the study suggests a positive correlation between exercise and weight loss, conversely, other research indicates that diet plays a more significant role.”

Nevertheless: e.g., “The data shows a decline in crime rates; nevertheless, public safety remains a concern for many citizens.”

In contrast: e.g., “The economic policies of Country A focus on free-market principles. In contrast, Country B implements more interventionist measures.”

Despite: e.g., “Despite the initial setbacks, the team persevered and ultimately achieved success.”

Although: e.g., “Although the participants had varying levels of experience, they all completed the task successfully.”

While: e.g., “While some argue for stricter regulations, others contend that personal responsibility should prevail.”

Words To Use For Giving Examples

When writing an essay and providing examples to illustrate your points, you can use a variety of words and phrases to introduce those examples. Here are some examples:

For instance: Introduces a specific example to support or illustrate your point.

For example: Give an example to clarify or demonstrate your argument.

Such as: Indicates that you are providing a specific example or examples.

To illustrate: Signals that you are using an example to explain or emphasize your point.

One example is: Introduces a specific instance that exemplifies your argument.

In particular: Highlights a specific example that is especially relevant to your point.

As an illustration: Introduces an example that serves as a visual or concrete representation of your point.

A case in point: Highlights a specific example that serves as evidence or proof of your argument.

To demonstrate: Indicates that you are providing an example to show or prove your point.

To exemplify: Signals that you are using an example to illustrate or clarify your argument.

Using these words and phrases will help you effectively incorporate examples into your essay, making your arguments more persuasive and relatable. Remember to give clear and concise examples that directly support your main points.

Words To Signifying Importance

When writing an essay and wanting to signify the importance of a particular point or idea, you can use various words and phrases to convey this emphasis. Here are some examples:

Crucially: Indicates that the point being made is of critical importance.

Significantly: Highlights the importance or significance of the idea or information.

Importantly: Draws attention to the crucial nature of the point being discussed.

Notably: Emphasizes that the information or idea is particularly worthy of attention.

It is vital to note: Indicates that the point being made is essential and should be acknowledged.

It should be emphasized: Draws attention to the need to give special importance or focus to the point being made.

A key consideration is: Highlight that the particular idea or information is a central aspect of the discussion.

It is critical to recognize: Emphasizes that the understanding or acknowledgment of the point is crucial.

Using these words and phrases will help you convey the importance and significance of specific points or ideas in your essay, ensuring that readers recognize their significance and impact on the overall argument.

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100 Words and Phrases to use in an Essay

Thomas Babb

Writing a compelling essay involves much more than simply putting your thoughts on paper. It demands the use of a precise vocabulary that not only enriches your content but also structures it in a way that is both logical and engaging. The right words and phrases can transform your essay from a basic assignment to an insightful and persuasive piece of writing.

This guide introduces you to 100 essential words and phrases recommended by expert English tutors that will help you convey your ideas more effectively. From adding information to expressing contrasts, and from illustrating examples to summarising your points, these carefully selected terms will enhance the clarity and impact of your essays.

Adding Information

When crafting an essay, integrating additional details effectively can enrich the written content and present a well-rounded argument. Here's how you can use each phrase under this category:

1. Furthermore - Use this to add weight to a point already mentioned, providing further evidence without redundancy.

2. Moreover - Similar to "furthermore," it introduces information that not only adds to the argument but enhances it.

3. Similarly - This indicates that the upcoming point shares notable characteristics with the previous one, aiding in drawing parallels.

4. Additionally - Introduces extra information or arguments that augment the current discussion.

5. Also - A simpler form of "additionally" that integrates extra facts smoothly.

6. Likewise - Indicates similarity and supports points by showing how they relate to each other in terms of qualities or actions.

7. In addition - This phrase is useful for contributing additional supportive details in a clear manner.

8. As well as - Functions to include another subject or item into your discussion without diverging from the main topic.

9. Not only... but also - A powerful structure for emphasizing not just one, but two important points, enhancing the depth of the argument.

10. Alongside - Implies that the information being added runs parallel to the already established facts, reinforcing them.

These phrases, when used correctly, help to build a strong, cohesive narrative flow in your essays, guiding the reader through a logical progression of ideas. For more on enhancing your writing with effective information addition, explore resources like Oxford Royale's Essay Writing Tips .

Introducing Examples

Introducing concrete examples is crucial in illustrating and supporting your claims effectively in an essay. Here’s how to use each word or phrase linked to this category:

11. For instance - Introduces a specific example that illuminates a broader point, helping to clarify complex ideas.

12. For example - Functions similarly to "for instance," offering a direct illustration to support or demonstrate a claim.

13. Such as - Prepares the reader for an example that is part of a larger category, typically used to list items or concepts.

14. Like - Introduces comparisons or examples in a casual and relatable manner.

15. Particularly - Highlights an example that is especially relevant to the argument, focusing attention on significant details.

16. In particular - Similar to "particularly," but often used to introduce a standout example that underscores a critical point.

17. Including - Serves to add examples to a list that may already be understood to be part of the topic being discussed.

18. Namely - Specifies and introduces exact and often multiple examples or details directly related to the point.

19. Chiefly - Points to the most important or significant examples or reasons in support of an argument.

20. Mainly - Indicates that the examples provided are the primary ones to consider, focusing on the most relevant instances.

Effective use of these phrases not only clarifies your points but also strengthens your arguments by making abstract concepts tangible. For detailed guidance on how to incorporate examples effectively in your essays, refer to academic resources like Harvard College Writing Center .

Demonstrating Contrast

IB English tutors suggest that Using contrast effectively in your essays can highlight differences that clarify your points or show alternative perspectives. Here’s how to use each phrase to demonstrate contrast:

21. Conversely - Signals a stark contrast to what has just been discussed, often introducing an opposing viewpoint.

22. However - A versatile tool to introduce a contradiction or counterpoint, breaking from the previous line of reasoning.

23. Nevertheless - Indicates persistence of a stated fact or opinion despite the contrasting information that follows.

24. On the other hand - Used to present a different perspective or an alternative to the argument previously mentioned.

25. Although - Begins a sentence where the main clause contrasts with the lesser significant, conditional clause.

26. Even though - Similar to "although," but often emphasizes a stronger degree of contrast between the conflicting elements.

27. But - A simple and direct way to introduce a contradiction to the preceding statement.

28. Yet - Suggests a contrast that is surprising or unexpected based on the previous statements.

29. Instead - Introduces an alternative action or thought in response to what has been previously discussed.

30. Rather - Used to correct or propose a different idea from what was initially stated or understood.

These phrases are essential for essays where comparing and contrasting ideas, arguments, or perspectives is necessary to deepen understanding or enhance the argument’s complexity. To learn more about using contrast in writing, visit educational resources such as Purdue Online Writing Lab .

Showing Cause and Effect

A-Level English tutors point out that effectively indicating cause and effect relationships in your essays helps clarify the reasons things happen and the consequences that follow. Here’s how to use each word or phrase to illustrate these relationships:

31. Consequently - Signals a direct result from the action or situation mentioned, highlighting the effect or outcome.

32. Therefore - Used to introduce a logical conclusion or result that follows from the reasoning presented earlier.

33. Thus - Indicates a conclusion or result that is a natural consequence of the facts previously mentioned.

34. Hence - Similar to "thus," it conveys a consequence that is a logical extension from the argument or data presented.

35. Accordingly - Shows that an action or decision is a logical response to the circumstances or facts discussed.

36. As a result - Directly points out the outcome or effect resulting from a specific cause or set of conditions.

37. This leads to - Introduces a sequence where one event or fact causes another, often used to chain multiple effects.

38. It follows that - Used when deducing a conclusion that logically arises from the preceding argument or evidence.

39. Leading to - Connects an initial action or decision directly with its consequences, highlighting a progression of events.

40. Contributing to - Indicates that the action or event adds to a situation, leading to a particular result or effect.

Mastering the use of these phrases can enhance the persuasive power of your writing by clearly linking actions and their consequences.

Adding Emphasis

Effectively emphasising key points in your essays can make your arguments more compelling and memorable. Here’s how to appropriately use each word or phrase to add emphasis:

41. Significantly - Indicates that something is of great importance or consequence, drawing the reader's attention to the gravity of the point being made.

42. Importantly - Prioritises the following information as crucial for understanding the argument or situation.

43. Indeed - Reinforces the truth of a statement, often used to confirm and agree with a previously mentioned point that might be surprising or emphatic.

44. Absolutely - A strong affirmation that leaves no doubt about the veracity or importance of the statement.

45. Definitely - Communicates certainty about a fact or opinion, strengthening the author's stance.

46. Certainly - Similar to "definitely," it expresses a high degree of assurance about the information being provided.

47. Undoubtedly - Suggests that there is no doubt about the statement, reinforcing its truth and relevance.

48. Without a doubt - A more emphatic form of "undoubtedly," eliminating any ambiguity about the point’s validity.

49. Particularly - Highlights specific information as especially significant within a broader context.

50. Especially - Used to indicate that something holds more significance than other elements, often emphasizing exceptional cases or instances.

Using these expressions strategically can enhance the persuasive impact of your writing by underscoring the most critical elements of your argument. To see more words and further explore techniques for adding emphasis in academic writing, visit resources like Cambridge Dictionary Blog .

Explaining and Clarifying

In academic essays, clearly explaining and clarifying complex ideas is essential for effective communication. IGCSE tutors and GCSE tutors suggest that each of these phrases can be used to enhance understanding:

51. That is to say - Used to introduce a rephrasing or elaboration on something that has just been stated.

52. In other words - Helps clarify a statement by expressing it in different terms for better understanding.

53. To put it another way - Similar to "in other words," it offers an alternative explanation or perspective to ensure clarity.

54. To clarify - Directly states the intent to make something clearer or to resolve any misunderstandings.

55. To explain - Introduces a detailed explanation aimed at enhancing understanding of a complex issue or point.

56. This means that - Connects a statement or idea to its implications or necessary interpretations.

57. This implies - Suggests a deeper, often unspoken consequence or meaning behind the given information.

58. Put simply - Introduces a simpler or more straightforward version of what has been discussed, making it more accessible.

59. In simpler terms - Another phrase to ease comprehension by breaking down complex concepts into basic language.

60. Thus - Concludes an explanation by summarizing the logical result or conclusion derived from the argument made.

Using these phrases effectively can help articulate intricate arguments in a more digestible format, aiding the reader’s understanding and engagement.

Summarising and Concluding

Expert IB tutors and A-Level tutors recommend that effectively summarising and concluding your essays is crucial for reinforcing your main points and providing a satisfying closure to any persuasive essay. Here’s how to use each word or phrase to effectively wrap up your discussions:

61. In conclusion - Signals the beginning of the final summary, clearly stating that the argument is drawing to a close.

62. To sum up - Introduces a concise summary of the key points discussed, often used before the final conclusion.

63. Ultimately - Indicates a final, overarching conclusion derived from the arguments and evidence presented.

64. Finally - Marks the introduction of the last point or an additional important point that concludes the discussion.

65. Lastly - Similar to "finally," it is used to introduce the final argument or point in the list.

66. To conclude - Directly states the intent to wrap up the essay, leading into a summary of the main findings.

67. In summary - Offers a recap of the essential elements discussed, reinforcing the thesis without introducing new information.

68. All things considered - Provides an overall conclusion, taking into account all the points made throughout the essay.

69. In the final analysis - Suggests a thorough consideration of all aspects discussed, leading to a concluding viewpoint.

70. After all - Implies that the conclusion takes into account all arguments and evidences previously presented.

Mastering the use of these concluding phrases ensures that your essay ends on a strong note, summarising key points and reinforcing your argument.

Discussing Similarities

Highlighting similarities effectively can enhance your argument by showing connections and parallels between ideas or topics. Here’s how to use each phrase to discuss similarities in your essays:

71. Similarly - Indicates that what follows is in alignment with the previous statement, reinforcing the connection between two points.

72. Likewise - Also used to show agreement or similarity, it confirms that the upcoming point supports the previous one in terms of characteristics or outcomes.

73. Just as - Introduces a comparison, suggesting that the situation or argument is equivalent to another.

74. As with - Used before mentioning another example, indicating that it shares properties or conditions with what has been discussed.

75. Equally - Implies that two or more elements are on the same level in terms of importance, quality, or characteristics.

76. Analogous to - Introduces a more formal comparison, indicating that one situation is comparable to another, often used in more scientific or technical discussions.

77. Comparable to - Suggests that two things can be likened to each other, providing a basis for comparison.

78. In the same way - Confirms that the action, process, or idea mirrors another, reinforcing the similarity.

79. Just like - A more casual phrase used to draw a direct comparison, making the similarity clear and understandable.

80. Similarly important - Asserts that the importance or relevance of two or more aspects is equal, emphasising their comparative significance.

Utilising these phrases allows you to effectively link concepts and arguments, showing how they complement or mirror each other, which can strengthen your overall thesis. For further reading on comparing and contrasting ideas effectively, the University of North Carolina Writing Center offers excellent resources.

Providing Alternatives

Offering alternatives in your essays can demonstrate critical thinking by showing different possibilities or approaches. Here’s how to use each word or phrase to introduce alternative ideas:

81. Alternatively - Introduces a different option or suggestion, providing another route or perspective.

82. On the contrary - Used to present a direct opposition to the previously mentioned idea, emphasising a contrasting point.

83. Rather - Suggests a preference for one choice over another, typically used to propose a different approach or opinion.

84. Conversely - Indicates a reversal of what has been previously stated, introducing an opposing viewpoint.

85. Instead - Specifies a substitute or replacement, clearly stating that one option is to be considered in place of another.

86. On the flip side - Introduces a contrasting scenario or viewpoint in a more informal manner, often used in conversational or less formal writing.

87. Rather than - Presents a comparison between two choices, highlighting a preference for one over the other.

88. As an alternative - Explicitly states the introduction of a different option or method, providing variety to the discussion.

89. Either...or - Sets up a choice between two distinct options, forcing a decision that impacts the argument’s direction.

90. Neither...nor - Used to deny two possibilities simultaneously, often restructuring the argument by excluding common options.

Incorporating these phrases allows you to explore and present multiple facets of an issue, enriching the essay’s depth and persuasiveness. For tips on effectively presenting alternative arguments, visit Harvard College Writing Center .

Expressing Conditions

Effectively expressing conditions in your essays can help outline scenarios where certain outcomes or arguments hold true. Here’s how to use each word or phrase to specify conditions:

91. If - Introduces a conditional statement, setting up a scenario where a specific result depends on a preceding condition.

92. Unless - Specifies an exception to a general rule or statement, indicating that a condition will change the outcome if not met.

93. Provided that - Sets a stipulation or requirement for a scenario to occur, emphasizing that certain conditions must be satisfied.

94. Assuming that - Suggests a hypothesis or a precondition that needs to be accepted before proceeding with an argument or conclusion.

95. In case - Prepares for a situation that might occur, setting up precautions or actions based on potential scenarios.

96. Even if - Acknowledges that even under certain circumstances, the primary argument or conclusion still holds.

97. Only if - Restricts the conditions under which a statement or outcome is valid, narrowing down the scenarios to very specific ones.

98. Whether - Presents alternatives, usually offering a choice between possibilities within the condition stated.

99. As long as - Indicates that a condition is contingent upon the duration or continuation of a specified situation.

100. Given that - Introduces a premise as a fact, assuming its truth for the sake of argument or to advance the discussion.

Final Thoughts

In crafting compelling essays, the strategic use of specific words and phrases can significantly enhance both the clarity and persuasiveness of your writing. By mastering the use of these 100 essential terms, students can effectively structure their essays, convey complex ideas, and articulate contrasts and comparisons with precision. Each category of phrases serves a unique purpose, from adding information to providing alternatives, which empowers writers to construct well-rounded arguments and engage their readers more deeply.

As you continue to refine your essay-writing skills, remember that the power of your arguments often lies in the details—the precise words and phrases you choose to express your thoughts. The power of a well crafted essay introduction and precise essay conclusion should also not be overlooked. By integrating these tools into your writing repertoire, you are better equipped to present clear, persuasive, and engaging essays that stand out in academic settings.

How can I improve my essay planning process?

Effective essay planning begins with a clear understanding of the essay question. Break down the question to identify key terms and the required response. Create an outline to organise your main points and supporting arguments logically. Consider using a mind map to visually plot connections between ideas, which can spur creative thinking. Allocate time for research, writing, and revision within your plan. Practising essay plans for different questions can enhance your ability to organise thoughts quickly and efficiently, a crucial skill especially under exam conditions.

What makes an essay introduction effective?

An effective introduction grabs the reader's attention, sets the tone, and provides a clear thesis statement. Start with a hook such as a provocative question, a startling statistic, or a compelling quote. Provide some background information to set the context, ensuring it's directly relevant to the essay's question. The thesis statement should be concise and outline your main argument or response to the question. This setup not only intrigues but also informs the reader about the essay's focus, establishing your understanding and control of the subject.

How do I choose the best evidence for my essay?

The best evidence is relevant, credible, and supports your thesis directly. Use primary sources where possible as they provide first-hand accounts that you can analyse directly. When primary sources are not available, rely on peer-reviewed journals and reputable publications. Diversify your sources to avoid over-reliance on a single type of evidence, and critically evaluate sources for bias and reliability. Properly integrating this evidence into your argument involves summarising, paraphrasing, and quoting sources while always linking back to your main argument.

How can I make my essay arguments more persuasive?

To make your arguments more persuasive, begin with a clear, assertive thesis statement. Structure your essay so each paragraph introduces a single point supporting your thesis. Use credible evidence and explain how this supports your argument. Address potential counterarguments to show the depth of your understanding and strengthen your position by demonstrating why your approach is preferable. Employing a confident but respectful tone and precise language also enhances the persuasiveness of your essay.

What are common pitfalls in essay writing to avoid?

Common pitfalls in essay writing include poor structure, weak thesis statements, and lack of coherence. Avoiding these starts with a robust plan and clear outline. Stay on topic by linking each paragraph back to your thesis statement. Avoid plagiarism by properly citing all sources. Overly complex sentence structures can confuse readers, so strive for clarity and conciseness. Finally, neglecting proofreading can leave typographical and grammatical errors, which diminish the quality of your work, so always review your essay thoroughly.

How do I manage time when writing an essay under exam conditions?

Time management in exams is crucial. Allocate about 10% of your time for planning, 80% for writing, and 10% for revising. Quickly outline your main points to structure your essay from the start. Write your body paragraphs first, as these contain the bulk of marks, then your introduction and conclusion. Keep an eye on the clock and pace yourself to ensure you have enough time to adequately develop your arguments and conclude effectively.

What are the best practices for editing and proofreading essays?

After writing your essay, take a break before you start editing to give you a fresh perspective. Read your essay aloud to catch awkward phrasing and sentences that don't flow logically. Check for consistency in tense and point of view throughout the essay. Use spell-check tools, but do not rely on them solely—manually check for homophones and commonly confused words. Consider having someone else read your work to catch errors you might have overlooked and to provide feedback on the clarity of your arguments.

How can I develop a strong thesis statement?

A strong thesis statement is clear, concise, and specific. It should express one main idea that is debatable, meaning there is potential for argument. Reflect on the essay prompt and decide on your position regarding the topic. Your thesis should guide the reader through your arguments and indicate the rationale behind your viewpoint. It serves as the backbone of your essay, so ensure it is robust and directly linked to the question asked.

How do I handle counterarguments in my essays?

Handling counterarguments effectively involves acknowledging them and then refuting them with stronger evidence or reasoning. Present them fairly and objectively, then use logical, fact-based arguments to demonstrate why your position remains valid. This not only shows critical thinking but also strengthens your original argument by showing you have considered multiple perspectives.

What is the role of a conclusion in an essay?

The conclusion of an essay should effectively summarise the main arguments discussed while reaffirming the thesis statement. It should synthesise the information presented rather than introducing new ideas. Provide a final perspective on the topic or suggest implications, further research or practical applications to leave the reader with something to ponder. A strong conclusion can reinforce your argument and leave a lasting impression on the reader.

How can I ensure my essay flows logically?

To ensure logical flow, each paragraph should seamlessly connect to the next with clear transitions. Focus on structuring paragraphs around one main idea that supports your thesis. Use transitional words and phrases to show the relationship between paragraphs. Consistency in your argumentation style and maintaining a clear focus throughout the essay will help keep your writing coherent.

What techniques help maintain reader interest throughout an essay?

To maintain reader interest, start with a strong hook in your introduction and use engaging content like relevant anecdotes, striking statistics, or interesting quotes throughout your essay. Vary your sentence structure and use active voice to keep the narrative dynamic. Also, ensure your topic is relevant and your arguments are presented with passion and clarity.

How can I integrate quotes effectively in essays?

To integrate quotes effectively, introduce the quote with a sentence that sets up its relevance to your argument, then follow the quote with analysis or interpretation that ties it back to your main point. Do not rely heavily on quotes to make your points; use them to support your arguments. Ensure that every quote is properly cited according to the required academic style guide.

What are the differences between descriptive and argumentative essays?

Descriptive essays focus on detailing a particular subject to give the reader a clear image or understanding of the topic through vivid language and sensory details. In contrast, argumentative essays aim to persuade the reader of a particular viewpoint or position using evidence and reasoning. The former is more about painting a picture, while the latter is about convincing through argument.

How can I use feedback to improve my essay writing skills?

Feedback is invaluable for improving essay writing skills. Actively seek out feedback from teachers, peers, or tutors and focus particularly on recurring themes in their comments. Reflect on this feedback critically and apply it to your future essays. Regularly revisiting and revising your work based on constructive criticism allows you to develop a more refined and effective writing style over time.

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Written by: Thomas Babb

Thomas is a PhD candidate at Oxford University. He served as an interviewer and the lead admissions test marker at Oxford, and teaches undergraduate students at Mansfield College and St Hilda’s College. He has ten years’ experience tutoring A-Level and GCSE students across a range of subjects.

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• 40 Useful Words and Phrases for Top-Notch Essays

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

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

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

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

General explaining

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

1. In order to

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

2. In other words

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

3. To put it another way

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

4. That is to say

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

5. To that end

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

Adding additional information to support a point

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

6. Moreover

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

7. Furthermore

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

8. What’s more

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

9. Likewise

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

10. Similarly

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

11. Another key thing to remember

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

12. As well as

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

13. Not only… but also

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

14. Coupled with

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

15. Firstly, secondly, thirdly…

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

16. Not to mention/to say nothing of

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

Words and phrases for demonstrating contrast

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

17. However

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

18. On the other hand

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

19. Having said that

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

20. By contrast/in comparison

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

21. Then again

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

22. That said

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

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

Adding a proviso or acknowledging reservations

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

24. Despite this

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

25. With this in mind

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

26. Provided that

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

27. In view of/in light of

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

28. Nonetheless

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

29. Nevertheless

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

30. Notwithstanding

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

Giving examples

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

31. For instance

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

32. To give an illustration

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

Signifying importance

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

33. Significantly

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

34. Notably

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

35. Importantly

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

Summarising

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

36. In conclusion

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

37. Above all

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

38. Persuasive

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

39. Compelling

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

40. All things considered

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

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

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

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Words to Use in an Essay: 300 Essay Words

Hannah Yang

Table of Contents

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

It’s not easy to write an academic essay .

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

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

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

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

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

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

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

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

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

To use the words of X

According to X

As X states

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

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

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

In this essay, I will…

The purpose of this essay…

This essay discusses…

In this paper, I put forward the claim that…

There are three main arguments for…

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

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

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

First and foremost

First of all

To begin with

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

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

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

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

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

Transition Words and Phrases

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

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

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

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

Additionally

In addition

Furthermore

Another key thing to remember

In the same way

Correspondingly

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

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

In other words

To put it another way

That is to say

To put it more simply

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

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

For instance

To give an illustration of

To exemplify

To demonstrate

As evidence

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

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

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

As a result

Accordingly

As you can see

This suggests that

It follows that

It can be seen that

For this reason

For all of those reasons

Consequently

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

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

What’s more

Not only…but also

Not to mention

To say nothing of

Another key point

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

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

On the one hand / on the other hand

Alternatively

In contrast to

On the contrary

By contrast

In comparison

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

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

Having said that

Differing from

In spite of

With this in mind

Provided that

Nevertheless

Nonetheless

Notwithstanding

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

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

Strong Verbs for Academic Writing

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

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

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

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

Verbs that show change:

Accommodate

Verbs that relate to causing or impacting something:

Verbs that show increase:

Verbs that show decrease:

Deteriorate

Verbs that relate to parts of a whole:

Comprises of

Is composed of

Constitutes

Encompasses

Incorporates

Verbs that show a negative stance:

Misconstrue

Verbs that show a positive stance:

Substantiate

Verbs that relate to drawing conclusions from evidence:

Corroborate

Demonstrate

Verbs that relate to thinking and analysis:

Contemplate

Hypothesize

Investigate

Verbs that relate to showing information in a visual format:

Useful Adjectives and Adverbs for Academic Essays

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

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

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

Significant

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

Controversial

Insignificant

Questionable

Unnecessary

Unrealistic

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

Comprehensively

Exhaustively

Extensively

Respectively

Surprisingly

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

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

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

In conclusion

To summarize

In a nutshell

Given the above

As described

All things considered

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

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

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

Unquestionably

Undoubtedly

Particularly

Importantly

Conclusively

It should be noted

On the whole

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

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

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

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

So how do you improve your vocabulary skills?

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

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

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

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

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

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

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

Good writing = better grades

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

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

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• Published: 03 June 2024

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

• Wenchao Li 1 &
• Haitao Liu 2  

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

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• Language and linguistics

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

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Conventional machine learning technology in aes.

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

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

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

Deep learning technology in AES

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

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

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

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

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

我-送了-他-一本-书

Wǒ-sòngle-tā-yī běn-shū

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

“I gave him a book.”

Agglutinative

彼-に-本-を-あげ-まし-た

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

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

Inflectional

give, give-s, gave, given, giving

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

足-が 棒-に なり-ました

Ashi-ga bo-ni nar-mashita

leg- nom stick- dat become- past

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

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

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

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

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

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

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

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

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

The research questions addressed in this study are as follows:

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

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

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

Methodology

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

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

Measures of writing proficiency for nonnative Japanese

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

食べ-させ-られ-まし-た-か

tabe-sase-rare-mashi-ta-ka

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Criteria (output indicator)

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

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

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

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

Moving average type-token ratio.

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

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

Mean length of clause.

Verb phrases per T-unit.

Clauses per T-unit.

Dependent clauses per T-unit.

Complex nominals per clause.

Adverbial clauses per clause.

Coordinate phrases per clause.

Mean dependency distance.

Synonym overlap paragraph (topic and keywords).

Word2vec cosine similarity.

Connectives per essay.

Conjunctions per essay.

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

Number of errors per essay.

Japanese essay text

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

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

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

Statistical analysis

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

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

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

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

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

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

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

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

Step 1: Construct a weight matrix W as follows:

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

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

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

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

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

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

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

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

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

Results and discussion

Annotation reliability of the llm.

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

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

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

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

Inter-annotator agreement (human–human annotator agreement)

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

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

Agreement of annotation outcomes between human and LLM

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

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

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

Reliability of LLM-driven AES scoring

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

Reliability of LLM-driven AES discriminating proficiency levels

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

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

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

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

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

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

Prompt strategy

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

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

PRMSE scores of the 18 AES models.

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

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

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

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

Data availability

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

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

SPOT is a specific component of the TTBJ test.

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

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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).

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

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Trump called ‘Apprentice’ contestant a racist slur, former producer says

Bill Pruitt, who served as a producer on the reality show, said in an online essay that Trump used the slur when discussing who would win the show’s first season. “‘Yeah,’ he says to no one in particular, ‘but, I mean, would America buy a [n-word] winning?’” Pruitt wrote.

Former president Donald Trump used a racist slur while discussing a contestant on “The Apprentice” during a recorded conversation two decades ago, a former producer for the show wrote in a new essay .

The producer, Bill Pruitt, said Trump made the comment while deciding between a Black finalist, Kwame Jackson, and a White finalist, Bill Rancic, in the finale of the show’s first season, which aired in 2004. As Trump adviser Carolyn Kepcher, who served as a judge on the show, began advocating for Jackson, Trump winced multiple times and questioned Jackson’s performance on the show, Pruitt wrote.

“I mean, would America buy a [n-word] winning?” Trump asked, according to Pruitt in his essay that Slate published Thursday.

Trump ultimately picked Rancic and awarded him a job at the Trump Organization. The reality competition series ran for 15 seasons, helping make Trump a household name before his first presidential campaign in 2016. Trump is the presumptive Republican nominee in 2024, again running against President Biden after losing to him in 2020.

Trump’s campaign said Pruitt’s account was a “completely fabricated … story that was already peddled in 2016.”

“Nobody took it seriously then, and they won’t now, because it’s fake news,” Trump campaign spokesman Steven Cheung said in a statement to The Post. “Now that Crooked Joe Biden and the Democrats are losing the election and Black voters are rejecting their policies, they are bringing up old fake stories from the past because they are desperate.”

Trump has a long history of espousing antagonistic views toward African Americans. He declined to apologize in 2019 for taking out ads in 1989 that targeted the Central Park Five, a group of Black and Latino men who were wrongly convicted of raping a jogger in New York City. And Trump gained political notoriety during Barack Obama’s presidency by embracing the false claim that Obama — the nation’s first Black president — was ineligible to be president because he was not a natural-born citizen.

During the first year of his presidency, Trump drew widespread condemnation when he said there were “ very fine people on both sides ” of a 2017 white nationalist and supremacist rally in Charlottesville that turned violent.

Despite his history, Trump has been making increasing appeals to Black voters in his race against Biden, including during a South Bronx rally last week .

Pruitt, one of four producers who worked on the show in its first two seasons, said he was bound by an “expansive nondisclosure agreement” that expired this year. He would have faced a $5 million fine or possibly jail time if he violated the agreement, he said.

Pruitt said the conversation was recorded as part of the show’s efforts to ensure such off-air deliberations did not run afoul of federal regulations for game shows.

Jackson, the contestant Pruitt says Trump described using the slur, said in a 2016 interview with Salon that at the time he was on the show, he did not think race played a role in his loss to Rancic. But Jackson said he later came to believe race factored into the outcome.

Jackson spoke out against Trump’s 2016 candidacy in the interview , saying he has “no interest in supporting someone who I think is, at his core, racist.”

The essay also described multiple instances in which Trump made sexist remarks about the appearance of women working on the show. Trump once told a female camera operator to get off an elevator because she was “too heavy,” Pruitt recalled. Trump also told other people on the set that another female camera operator was a “beautiful woman” who is “all I want to look at,” according to the former producer.

There has been intrigue for years surrounding possible unreleased tapes from “The Apprentice,” especially after the 2016 campaign. Weeks before that election, a recording surfaced from a 2005 hot-mic conversation with “Access Hollywood” co-anchor Billy Bush in which Trump boasted about kissing, groping and trying to have sex with women.

The creator of “The Apprentice,” celebrity producer Mark Burnett, said at the time that he “does not have the ability nor the right to release footage or other material from ‘The Apprentice.’ ”

Trump said in a 2018 social media post that Burnett told him there were “NO TAPES of the Apprentice” where he used the same racist slur that Pruitt attributed to him. Trump called it a “terrible and disgusting word.” At the time, Trump was responding to claims by former White House aide Omarosa Manigault-Newman — once a contestant on the show — that there was a tape of him using the slur during the show’s filming.

Efforts to reach Burnett for comment Thursday through multiple publicly listed points of contact were unsuccessful.

Pruitt’s account comes as Biden is working to shore up his support among Black voters against Trump in their November election rematch. Biden and Vice President Harris, who is Black, visited Philadelphia on Wednesday to launch an initiative called “Black Voters for Biden-Harris.”

Responding to Pruitt’s essay, Biden’s campaign said it was more proof that Trump is a “textbook racist who disrespects and attacks the Black community every chance he gets, and the most ignorant man to ever run for president.”

“No one is surprised that Donald Trump, who entered public life by falsely accusing Black men of murder and entered political life spreading lies about the first Black president, reportedly used the N-word to casually denigrate a successful Black man,” Biden campaign spokesperson Jasmine Harris said in a statement. “Anyone notice a pattern?”

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Who is running?: President Biden and Donald Trump secured their parties’ nominations for the presidency . Here’s how we ended up with a Trump-Biden rematch .

Presidential debates: Biden and Trump agreed to a June 27 debate on CNN and a Sept. 10 debate broadcast by ABC News.

Key dates and events: From January to June, voters in all states and U.S. territories will pick their party’s nominee for president ahead of the summer conventions. Here are key dates and events on the 2024 election calendar .

Abortion and the election: Voters in about a dozen states could decide the fate of abortion rights with constitutional amendments on the ballot in a pivotal election year. Biden supports legal access to abortion , and he has encouraged Congress to pass a law that would codify abortion rights nationwide. After months of mixed signals about his position, Trump said the issue should be left to states . Here’s how Biden’s and Trump’s abortion stances have shifted over the years.

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The Unabomber, Me and the Poisoned Myth of the American West

By Maxim Loskutoff

Mr. Loskutoff is a fiction writer whose novel “Old King” is about Ted Kaczynski and the American West.

On June 10 of last year, Ted Kaczynski, the homegrown terrorist known as the Unabomber, was found dead in his cell in Butner, N.C. Mr. Kaczynski, who had spent 25 years in federal prison for murdering three people and injuring 23 others with mail bombs, had reportedly died by suicide.

The news jarred me. I was writing a novel about Mr. Kaczynski.

One year later, the book is finished and the news has faded, but I’m still untangling the mythologies that surrounded the Unabomber’s life — of the tortured outcast who sought refuge in the American West — from the ones that influenced my own.

I grew up in Missoula, about 80 miles from the Unabomber’s shack in the Montana wilderness and was 11 at the time of his capture. What I remember most from those days is a sense of disturbance. I saw helicopters in the sky and heard the hushed anxiety in my parents’ voices. I didn’t know who the Unabomber was or what he had done, but I could tell it was important — and dark. So much so that my home state was suddenly the center of national attention.

Until then I’d felt about as far from the center as a kid could be. Western Montana in the 1990s was not a place that made the national news, save for an occasional environmental disaster and the annual Testicle Festival — a days-long debauch of fried steer genitals that attracted seedier press. To me, home meant the patchy fields behind the hospital where my soccer team practiced in the spring, the green rattletrap chairlift at the three-run ski hill the school bus brought us to every Friday afternoon, the dismal mall my friends and I wandered in endless loops.

At first I was confused about who the Unabomber actually was. Was he an environmental avenger striking back at timber companies, or a madman blowing up computer rental stores? People seemed to think he was smart. He’d gone to Harvard. I knew what that was. Then I saw his shack. Why would a smart person live that way? And why here ?

The sudden media attention hinted at the answers. I heard the words “cabin,” “remote” and “wilderness” repeated on the evening news with an increasingly romantic luster . I began to see how people on the coasts viewed my home state: as a wilderness of possibility. A refuge for ruffians, seekers, dropouts, dreamers and the occasional psychopath. Someplace you could go if things didn’t work out. T-shirts and coffee mugs bearing the slogan “The Last Best Place to Hide” popped up in local souvenir stores.

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• How to write an essay introduction | 4 steps & examples

How to Write an Essay Introduction | 4 Steps & Examples

Published on February 4, 2019 by Shona McCombes . Revised on July 23, 2023.

A good introduction paragraph is an essential part of any academic essay . It sets up your argument and tells the reader what to expect.

The main goals of an introduction are to:

• Catch your reader’s attention.
• Give background on your topic.
• Present your thesis statement —the central point of your essay.

This introduction example is taken from our interactive essay example on the history of Braille.

The invention of Braille was a major turning point in the history of disability. The writing system of raised dots used by visually impaired people was developed by Louis Braille in nineteenth-century France. In a society that did not value disabled people in general, blindness was particularly stigmatized, and lack of access to reading and writing was a significant barrier to social participation. The idea of tactile reading was not entirely new, but existing methods based on sighted systems were difficult to learn and use. As the first writing system designed for blind people’s needs, Braille was a groundbreaking new accessibility tool. It not only provided practical benefits, but also helped change the cultural status of blindness. This essay begins by discussing the situation of blind people in nineteenth-century Europe. It then describes the invention of Braille and the gradual process of its acceptance within blind education. Subsequently, it explores the wide-ranging effects of this invention on blind people’s social and cultural lives.

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Table of contents

Step 1: hook your reader, step 2: give background information, step 3: present your thesis statement, step 4: map your essay’s structure, step 5: check and revise, more examples of essay introductions, other interesting articles, frequently asked questions about the essay introduction.

Your first sentence sets the tone for the whole essay, so spend some time on writing an effective hook.

Avoid long, dense sentences—start with something clear, concise and catchy that will spark your reader’s curiosity.

The hook should lead the reader into your essay, giving a sense of the topic you’re writing about and why it’s interesting. Avoid overly broad claims or plain statements of fact.

Examples: Writing a good hook

Take a look at these examples of weak hooks and learn how to improve them.

• Braille was an extremely important invention.
• The invention of Braille was a major turning point in the history of disability.

The first sentence is a dry fact; the second sentence is more interesting, making a bold claim about exactly  why the topic is important.

• The internet is defined as “a global computer network providing a variety of information and communication facilities.”
• The spread of the internet has had a world-changing effect, not least on the world of education.

Avoid using a dictionary definition as your hook, especially if it’s an obvious term that everyone knows. The improved example here is still broad, but it gives us a much clearer sense of what the essay will be about.

• Mary Shelley’s  Frankenstein is a famous book from the nineteenth century.
• Mary Shelley’s Frankenstein is often read as a crude cautionary tale about the dangers of scientific advancement.

Instead of just stating a fact that the reader already knows, the improved hook here tells us about the mainstream interpretation of the book, implying that this essay will offer a different interpretation.

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Next, give your reader the context they need to understand your topic and argument. Depending on the subject of your essay, this might include:

• Historical, geographical, or social context
• An outline of the debate you’re addressing
• A summary of relevant theories or research about the topic
• Definitions of key terms

The information here should be broad but clearly focused and relevant to your argument. Don’t give too much detail—you can mention points that you will return to later, but save your evidence and interpretation for the main body of the essay.

How much space you need for background depends on your topic and the scope of your essay. In our Braille example, we take a few sentences to introduce the topic and sketch the social context that the essay will address:

Now it’s time to narrow your focus and show exactly what you want to say about the topic. This is your thesis statement —a sentence or two that sums up your overall argument.

This is the most important part of your introduction. A  good thesis isn’t just a statement of fact, but a claim that requires evidence and explanation.

The goal is to clearly convey your own position in a debate or your central point about a topic.

Particularly in longer essays, it’s helpful to end the introduction by signposting what will be covered in each part. Keep it concise and give your reader a clear sense of the direction your argument will take.

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As you research and write, your argument might change focus or direction as you learn more.

For this reason, it’s often a good idea to wait until later in the writing process before you write the introduction paragraph—it can even be the very last thing you write.

When you’ve finished writing the essay body and conclusion , you should return to the introduction and check that it matches the content of the essay.

It’s especially important to make sure your thesis statement accurately represents what you do in the essay. If your argument has gone in a different direction than planned, tweak your thesis statement to match what you actually say.

To polish your writing, you can use something like a paraphrasing tool .

You can use the checklist below to make sure your introduction does everything it’s supposed to.

Checklist: Essay introduction

My first sentence is engaging and relevant.

I have introduced the topic with necessary background information.

I have defined any important terms.

My thesis statement clearly presents my main point or argument.

Everything in the introduction is relevant to the main body of the essay.

You have a strong introduction - now make sure the rest of your essay is just as good.

• Argumentative
• Literary analysis

This introduction to an argumentative essay sets up the debate about the internet and education, and then clearly states the position the essay will argue for.

The spread of the internet has had a world-changing effect, not least on the world of education. The use of the internet in academic contexts is on the rise, and its role in learning is hotly debated. For many teachers who did not grow up with this technology, its effects seem alarming and potentially harmful. This concern, while understandable, is misguided. The negatives of internet use are outweighed by its critical benefits for students and educators—as a uniquely comprehensive and accessible information source; a means of exposure to and engagement with different perspectives; and a highly flexible learning environment.

This introduction to a short expository essay leads into the topic (the invention of the printing press) and states the main point the essay will explain (the effect of this invention on European society).

In many ways, the invention of the printing press marked the end of the Middle Ages. The medieval period in Europe is often remembered as a time of intellectual and political stagnation. Prior to the Renaissance, the average person had very limited access to books and was unlikely to be literate. The invention of the printing press in the 15th century allowed for much less restricted circulation of information in Europe, paving the way for the Reformation.

This introduction to a literary analysis essay , about Mary Shelley’s Frankenstein , starts by describing a simplistic popular view of the story, and then states how the author will give a more complex analysis of the text’s literary devices.

Mary Shelley’s Frankenstein is often read as a crude cautionary tale. Arguably the first science fiction novel, its plot can be read as a warning about the dangers of scientific advancement unrestrained by ethical considerations. In this reading, and in popular culture representations of the character as a “mad scientist”, Victor Frankenstein represents the callous, arrogant ambition of modern science. However, far from providing a stable image of the character, Shelley uses shifting narrative perspectives to gradually transform our impression of Frankenstein, portraying him in an increasingly negative light as the novel goes on. While he initially appears to be a naive but sympathetic idealist, after the creature’s narrative Frankenstein begins to resemble—even in his own telling—the thoughtlessly cruel figure the creature represents him as.

If you want to know more about AI tools , college essays , or fallacies make sure to check out some of our other articles with explanations and examples or go directly to our tools!

• Ad hominem fallacy
• Post hoc fallacy
• Appeal to authority fallacy
• False cause fallacy
• Sunk cost fallacy

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Your essay introduction should include three main things, in this order:

• An opening hook to catch the reader’s attention.
• Relevant background information that the reader needs to know.
• A thesis statement that presents your main point or argument.

The length of each part depends on the length and complexity of your essay .

The “hook” is the first sentence of your essay introduction . It should lead the reader into your essay, giving a sense of why it’s interesting.

To write a good hook, avoid overly broad statements or long, dense sentences. Try to start with something clear, concise and catchy that will spark your reader’s curiosity.

A thesis statement is a sentence that sums up the central point of your paper or essay . Everything else you write should relate to this key idea.

The thesis statement is essential in any academic essay or research paper for two main reasons:

• It gives your writing direction and focus.
• It gives the reader a concise summary of your main point.

Without a clear thesis statement, an essay can end up rambling and unfocused, leaving your reader unsure of exactly what you want to say.

The structure of an essay is divided into an introduction that presents your topic and thesis statement , a body containing your in-depth analysis and arguments, and a conclusion wrapping up your ideas.

The structure of the body is flexible, but you should always spend some time thinking about how you can organize your essay to best serve your ideas.

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