loneliness essay hook

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My Reason for Being Alone and Being Happy About It

• Categories: Introvert Loneliness Personality

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Published: Jun 6, 2019

Words: 613 | Page: 1 | 4 min read

Hook Examples for Loneliness Essay

• The Echoing Silence: Loneliness is an uninvited guest that fills the room with silence. In this exploration of solitude, we’ll dive deep into the profound impact of loneliness on our minds and souls.
• Lost in a Crowd: Amidst the bustling streets and crowded spaces, loneliness can be our most constant companion. Join us as we unravel the paradox of feeling alone in the midst of a crowd.
• The Digital Disconnect: In an era of constant connectivity, loneliness still finds a way to creep in through our screens. This essay delves into the digital age’s contribution to the epidemic of loneliness.
• The Loneliness Epidemic: In an increasingly interconnected world, loneliness is on the rise. Explore the factors contributing to this modern epidemic and the far-reaching consequences it has on our well-being.
• Loneliness: A Silent Cry for Connection: Beneath the surface of a smile, loneliness often hides. Join us as we listen to the silent cries for connection and examine the strategies to combat the pervasive feeling of isolation.

Works Cited

• Cain, S. (2012). Quiet: The Power of Introverts in a World That Can’t Stop Talking. Broadway Books.
• Dembling, S. (2013). The Introvert’s Way: Living a Quiet Life in a Noisy World. Perigee Books.
• Granneman, S. (2018). The Friendship Cure: Reconnecting in the Modern World. Head of Zeus.
• Lane, L. (2018). The Art of Being Alone: How to Live a Happy and Fulfilled Single Life. Summersdale Publishers.
• Morin, A. (2017). 13 Things Mentally Strong People Don’t Do: Take Back Your Power, Embrace Change, Face Your Fears, and Train Your Brain for Happiness and Success. William Morrow.
• Rauch, J. (2003). Caring for Your Introvert. The Atlantic. Retrieved from https://www.theatlantic.com/magazine/archive/2003/03/caring-for-your-introvert/302696/
• Rubin, G. (2010). The Happiness Project: Or, Why I Spent a Year Trying to Sing in the Morning, Clean My Closets, Fight Right, Read Aristotle, and Generally Have More Fun. Harper.
• Seltzer, L. F. (2021). The Happy Introvert: A Wild and Crazy Guide to Celebrating Your True Self. Harmony.
• Storr, W. (2018). Selfie: How We Became So Self-Obsessed and What It’s Doing to Us. Overlook Press.
• Zimbardo, P., & Radl, L. (2019). Shyness: What It Is, What to Do About It. Pearson.

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Loneliness Essay Example

Loneliness is a feeling that many people experience at one point or another. The impact of it on your life can vary greatly depending on the situation. This sample will explore the different types of loneliness, how to deal with them, and some tips for overcoming loneliness in general.

Essay Example On Loneliness

• Thesis Statement – Loneliness Essay
• Introduction – Loneliness Essay
• Main Body – Loneliness Essay
• Conclusion – Loneliness Essay

Thesis Statement – Loneliness Essay Loneliness is a consequence of being robbed of one’s freedom. It can be due to imprisonment, loss of liberty, or being discriminated against. Introduction – Loneliness Essay Loneliness is a social phenomenon that has been the subject of much research since time immemorial. Yet there still does not exist any solid explanation as to why some people are more prone to loneliness than others. This paper will seek to analyze this potentially debilitating condition from different perspectives. It will cover the relationship between loneliness and incarceration or loss of liberty; then it will proceed into discussing how emotions play a role in making us feel lonely; finally, it will look at how these feelings can affect our mental stability and overall well-being. Get Non-Plagiarized Custom Essay on Loneliness in USA Order Now Main Body – Loneliness Essay Loneliness is a universal feeling which has the ability to create its own culture within different societies. In detention facilities, there is a unique kind of loneliness that prevails between prisoners who are often divided into various categories and population groups. This has been described by Mandela as a consequence of being robbed of one’s freedom. The fact that it can be due to imprisonment, loss of liberty, or being discriminated against makes it even clearer why this isolation from other people occurs so frequently among detainees. In addition, when one spends time incarcerated in solitary confinement, they may become more experienced at coping with feelings of loneliness and despondency; however, these feelings do not tend to dissipate completely because living in an artificial environment cannot be compared with living out in the open. There is also a difference between feeling lonely and actually being alone; many individuals who do not feel social pressure, meaning that they are more than happy spending time on their own without any external stimulation, may still find themselves surrounded by people every day. Yet even this does not guarantee that one will escape feelings of isolation or rejection. Loneliness becomes an issue when it is chronic and experienced frequently, if only fleetingly. It can affect our psychological balance as well as our physical health because it usually initiates stress responses within the body which cause high blood pressure and prompt addiction to drugs or alcohol consumption. All these reasons may lead to decreased productivity and ultimately affect one’s ability to develop or maintain social connections. Buy Customized Essay on Loneliness At Cheapest Price Order Now Conclusion – Loneliness Essay Loneliness is a condition that we can’t always avoid, but it is something we should be aware of and try to limit. Thus, while the effects of loneliness on the individual may not be able to stimulate any significant changes in society, at least there will always remain one person more who understands what you are going through. Ultimately, it all comes down to empathy and sharing our own stories so that more people learn how to cope with this potentially dangerous emotional response. Hire USA Experts for Loneliness Essay Order Now

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How to Write Great Essay Hooks (Tips + Examples)

Table of contents

Yona Schnitzer

Blank screen. Cursor blinks. Clock ticks. Brain freezes.

You stressfully wonder, “How will I ever finish this essay?”

I’ve been there. 

Every time you write an essay, you want to catch your readers’ undivided attention from the very first word. The opening hook has to be *perfect* — no compromises. 

But, instead of reeling under pressure to come up with this elusively perfect essay hook at the eleventh hour, I’ve found a better way to write great essay hooks. 

In this guide, I’ll tell you what it takes to write the most compelling and attention-grabbing hooks. I’ll also break down six awesome types of essay hooks you can experiment with and share examples to inspire your next opening statement.

What is an Essay Hook?

An essay hook is the opening statement of an essay, written to capture readers' attention and nudge them to learn more about the topic. Also known as a lede or lead, this hook introduces readers to the topic/theme of the essay and piques their curiosity to continue reading. 

The hook creates the entire narrative for your essay. It tells readers what to expect from the rest of the essay and creates context around your main argument or thesis statement. 

6 Types of Essay Hooks You Can Experiment With

I’ve created this handy list of six different types of essay hooks. You can choose the one that best fits your essay’s context and create a stellar opening statement within minutes. 

1. Compelling fact or statistic

Lead with evidence and use a powerful fact or statistic as your essay hook. It’s one of the best ways to capture readers’ attention from the start and keep them intrigued throughout your essay. 

For example, if you’re writing about the importance of time management for freelancers, you have two options to create your opening sentence:

Generic : “Managing time as a freelancer is no easy feat.”

Impactful : “Nearly 70% of freelancers struggle to effectively divide and manage their time between multiple clients.” 

This data point, linked to the original research, sets a strong tone for your essay and draws people in to read more. It communicates  

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Finding relevant statistics for any topic is one of the hardest parts of the job. 

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• Open the Wordtune editor and add your essay title. 
• Type in any content you've written, click on 'Add spice,' and select the 'Expand on' option.
• Write 'statistics,' and Wordtune will add relevant data points to your content.

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2. Bold claim hook

When working on an argumentative essay , I always write with the mindset that nobody has the time to read my thoughts from start to finish. So, I have to get to the point quickly and make a solid argument worth people’s time. 

That's when opening with a bold claim works best. Condense all your views on the topic into a few thought-provoking lines that would make readers go, hmmm…

But remember, you can't open with a claim that people already know and accept as fact. It has to be something original and unique to make your readers tick, nudging them to dive deeper into your essay. 

For example, if you’re writing about water crisis, you have two options to open your essay: 

‍ "In some regions, there is not enough clean water for people to use."

‍ "Imagine a world where every drop of water is a battle, a precious commodity fought over by scores of people and animals alike. This can become a reality as early as 2050."

This bold claim presents a convincing argument about the global water crisis. It also emphasizes the urgency of this argument with a research-backed statistic.

Create a bold claim suggestion using AI

Can’t think of a strong opening sentence for your essay? Wordtune can translate your thoughts into a bold claim and create a compelling essay hook. 

Open your Wordtune editor and write a few lines related to your topic. These sentences should have a consensus among your audience. Then, choose the 'Counterargument' option from the list of suggestions. 

And you’ll have a bold claim for your essay with no effort at all!

3. Story/Anecdote hook

In all my years of writing, I’ve noticed how stories have a unique effect on people. A good story can resonate with a bigger audience, pique their curiosity, and deliver a more personal message. 

That's why you can cite a personal anecdote or talk about a publicly known story as a good hook for your essay. This hook allows you to play with words and work in more storytelling . 

One of my favorite writing tips applies here: enter the scene as late as possible and leave as early as possible. You have to keep it crisp instead of rambling on and on. 

Consider these two examples:

Either of these hooks could work fine if we were just writing a personal essay about a move to a new place. But if we’re specifically writing about the sky, the second example is better. It sticks to the point — the sky and the color of the sky — and doesn’t stray into irrelevant details. 

Create a compelling story with AI

I get it—not all of us are natural storytellers. But you can use AI to your advantage to create a concise and exciting story for your essay.  

Wordtune can help you write a short story from scratch or trim down your writing into a quick anecdote. Click on the expand or shorten button to edit your story any way you like. 

4. Question Hook

Humans have a tendency to immediately look for answers every time they come across fascinating questions. Using questions as essay hooks can reel people into your essay and feed their curiosity.

But questions are also fairly overused in essays. You don't want to use a generic question that makes people say, " Not another question ." 

Instead, think of questions that approach your topic from a fresh angle. This means honing in on what was especially interesting or surprising from your research—and maybe even brainstorming different questions to find the most fascinating one.

For example, if you’re writing about the psychology behind why we buy, you have two options to open your essay:

‍ “Do you know what factors compel us to buy certain things?”

Plugged in :

“Before buying anything, have you ever taken a moment to pause and think about possible reasons driving you to this purchase?”

The latter is more descriptive and creates a realistic scenario for readers to truly think about the topic of the essay.

5. Description hook

A descriptive hook works best when writing an explanatory or opinion-led essay. Descriptive hooks, as the name suggests, illustrate a topic in detail to create context for the essay. It's a good way to build awareness for and educate readers on lesser-known themes.

But a descriptive hook can easily become too plain or unexciting to read. To make it work, you have to write an engaging description using imagery, analogies, and other figures of speech. 

Remember to make your hook reader-friendly by avoiding passive voice, mainstream cliches, and lengthy sentences.

Consider this example:

Describing a sunset is too cliche, so cross that one off the list. Describing the sky as it is on a normal day wouldn't be shocking or unexpected, so scratch that one, too.

This example creates something unique by using analogies to describe the color of the sky and painting a beautiful picture. 

Write a gripping description with AI

Writing an exciting hook for a boring topic is more challenging than it looks. But Wordtune makes it a breeze with just two steps:

• Open the Wordtune editor and write your essay topic.
• Click on Explain or Emphasize and let it work its magic.

You can also change the tone of voice to make the text more in tune with your theme. 

6. Metaphor hook

One of my favorite essay hooks is to open with a persuasive metaphor to contextualize the topic. Metaphors can help you approach the topic from a completely different lens and wow your readers with interesting insight. 

Metaphors are also super versatile to make your writing more impactful. You can write a one-line metaphor or create a scenario comparing one thing to another and linking it to your topic. 

For example, if you’re writing about the experience of working at a startup, you can open your essay with these two options:

Short & sweet: "Joining a startup is like strapping into a rollercoaster: be ready to witness thrilling highs and sinking drops."

Long & descriptive : “Picture a small sailboat navigating the unpredictable winds and tides in a vast ocean. That’s a startup operating in a massive market. And with the right vision, this journey is filled with risks and rewards.” 

Create a convincing metaphor with AI

Writing good metaphors takes up a lot of creative brain power. You can always use Wordtune to find some extra inspiration if you're out of creative ideas. 

Type your opening line in the Wordtune editor and click on the 'Give an analogy' option. You can ask for as many suggestions as you want till you find the best one! 

What to Know About Your Essay (and Topic) Before You Write the Hook

Whether you’re writing a research paper on economics, an argumentative essay for your college composition class, or a personal essay sharing your thoughts on a topic, you need to nail down a few things before you settle on the first line for your essay.

‍ Let me break them down for you. 

1. Gain in-depth knowledge of your topic

Before you start writing your essay, you need to know your topic — not just in name, but in-depth. You don't have to become a subject matter expert overnight. But you do need to research the topic inside out 

Your research will help you:

• Narrow your focus
• Build an argument
• Shape the narrative

Your research insights determine your essay’s structure and guide your choice of hook. 

After organizing your research in a neat outline, think to yourself: ‍Did you uncover a shocking fact? A compelling anecdote? An interesting quote? Any of those things could be your hook.

⚡ ‍ Take action: After finishing your research, review your notes and think through your essay. Mark or make a list of anything compelling enough to be a good lead.

2. Type of essay

In academic settings, there are generally three kinds of essays:

• Argumentative: Making the case for a certain stance or route of action.
• Expository: Explaining the who, what, when, where, why, and how of some phenomenon.
• Narrative: Telling a true story as a way to explore different ideas.

‍ The type of essay you’re writing is key to choosing the best hook for your piece. 

A serious argumentative essay can start with a shocking statistic or a bold claim. And an expository essay can open with a descriptive hook while a metaphor hook would work best for a narrative essay.

⚡ ‍ Take action: Go through your list of potential hooks and cross out anything that doesn't fit the type of essay you're writing, whether it's persuasive , argumentative, or any other type.

3. Audience and tone

A best practice I often share with writers is to think of one reader and keep yourself in their shoes . This exercise can tell you so much about your audience — what kind of tone they like, what matters the most to them, what topics interest them, and so on. 

You can use these insights to create a compelling essay hook. Here’s how:

• For an argumentative essay, you’re trying to convince someone who doesn’t agree with you that what you’re claiming is right or, at least, reasonable. You don’t want to turn them off with snarky or offensive language — but you do want to be authoritative. Your hook should match that tone and support your effort.
• A narrative essay is likely to welcome more lyrical language, so starting with a colorful description or an anecdote might make more sense than, say, a bold claim or surprising fact. Whatever tone you choose for your narrative essay — comical or gentle or bold — should be used for your hook.
• ‍ Expository essays can use all sorts of tones and be written to a variety of audiences, so think carefully about the tone that best fits your subject matter. An essay explaining how the human body shuts down when overdosed will likely require a different tone than one on the lives of circus masters in the late 1800s. 

⚡ ‍ Take action: Look at your list. Can you write these potential hooks in a tone that suits your subject and audience?

4. Length of essay

Are you writing a 10-page paper or a three-page reflection? Or is this your senior thesis, pushing over 100 pages?

‍ If you’re writing a shorter paper, you’ll want to keep your hook quick and snappy.  

Readers are expecting a quick read, and they don’t want to spend five minutes only going through the introduction. 

In contrast, you can approach a longer essay — like a senior thesis or a term paper — with a longer hook. Just make sure your hook relates to and supports the core point of your essay. You don’t want to waste space describing a scene that ultimately has nothing to do with the rest of your piece.

⚡ ‍ Take action: If you write out the items on your list, how long will they be? A sentence or paragraph? Perfect. Two to five paragraphs? Unless your essay is on the longer side, you may want to save that information for later in the piece.

‍ Now that you know the basic facts about what you’re writing, let’s look at some approaches you could use to catch those readers — and reel them in.

3 Approaches to Avoid When Writing Hooks 

I’ve read hundreds of essays — enough to recognize lazy writing from the first few words. It’s equally easy for readers to discard your essays as ‘poorly written’ just by reading the first line. 

So, I made a list of three types of essay hooks you want to avoid at all costs because these hooks can only disappoint your readers. 

1. Quotations

Quotes are probably the most overused type of hook in any form of writing. What's even worse is rinsing and repeating the same old quotes from Abraham Lincoln or Nelson Mandela in your essays. 

No matter how powerful a quote sounds, you shouldn’t slap it at the opening of your essay. It doesn’t give readers the excitement of reading something original and looks lazy.

For example, if you’re writing an essay on productivity, here’s what a good and bad lede looks like:

“Amateurs sit and wait for inspiration, the rest of us just get up and go to work” – Stephen King

Did you know that consuming 100 gms of sugar can slash your productivity levels by over 50% in a day?  

2. Definitions

The New Oxford American Dictionary defines a hook as "a thing designed to catch people's attention." 

If I opened my article with this dictionary definition of a hook, you’d have either dozed off or left this page long back to find something more interesting. 

Here's the thing: definitions put people to sleep. Readers don't want to see a formal, jargon-heavy definition of a topic as the very first line of an essay. Your opening statement should have some personality in it to show readers they're in for an exciting read. 

For example, if you’re writing about happy hormones, here’s what a good and bad lede looks like:

Happy hormones are known to boost the happiness levels in your body by creating positive feelings.

Ever wondered why cat videos make you instantly happy, and ice creams give you an extra dose of energy? It's all about how happy hormones control our brain chemistry.

3. “Imagine this”

Opening your essay with "Imagine this" used to be an interesting way to put your readers in a scenario and set the context for your essay. But now, it's far too cliched and just another lazy attempt to write an essay hook. 

You can create a relatable scenario for users without asking them to imagine or picture it. Use the descriptive hook format with an interesting choice of words to convey the same ideas more creatively.

For example, if you’re writing an essay on preparing for higher studies abroad, here’s what a good and bad lede looks like:

Imagine this: You’ve been applying to multiple universities, writing SOPs, and preparing for exams without guidance. Everything can go south any minute. 

College application season is officially here. But with each passing day, you’re under more and more stress to apply to your chosen colleges and tick all the items off your list.

‍Our Go-To Trick for Writing Catchy Hooks

This opening statement can make or break your entire essay. While I’ve broken down my best tips to create the best essay hooks, here’s a surefire way to write compelling openings :

Go through your notes and either outline your essay or write the whole thing. This way, you’ll know the central thread (or throughline) that runs throughout your piece. 

Once your essay or outline is complete, go back through and identify a particularly compelling fact, claim, or example that relates to that central thread.

‍Write up that fact, claim, or example as the hook for your essay using any of the methods we’ve covered. Then revise or write your essay so the hook leads smoothly into the rest of the piece and you don’t repeat that information elsewhere.

Does your hook spark curiosity in you? 

Did that fact surprise you in the research stage? 

Chances are, your readers will have the same reaction.

And that’s exactly what you want.

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How to write a conclusion for an essay: tips and tricks, loneliness and its effects essay sample, example.

Everyone probably knows the feeling of isolation, when the entire world seems to be behind a glass wall: one can see people on the other side, interact and talk to them, live a more or less normal life—but feel alone and forgotten somewhere deep inside. In a world where communication is the new god, where extroverted behaviors are deemed healthy and normal, and where everything calls a person to belong to a certain group, being and feeling alone often seems wrong. There is nothing bad in needing solitude; from time to time, all of us need to spend some time on our own. However, solitude is rather a voluntary choice; when this condition becomes chronic and undesired, when a person feels the impossibility of establishing contact with others, this is already something many people around the world fear strongly: this is loneliness.

What exactly is loneliness? A more narrow definition suggests that loneliness is the condition when a person is not surrounded by other people, spends most of his or her time alone, and maintains little-to-no social contact. However, anyone who had at least once experienced the condition of loneliness knows that it is possible to be surrounded by friends or family, stay in the thick of things, and still feel isolated. In fact, the statistics shows about 60% of people who feel lonely are married, which is a good illustration of the thesis that loneliness does not depend on the environment, that the amount and variety of social connections and\or relationships do not necessarily save us from it. (Psychology Today).

A better understanding of loneliness can be achieved from the analysis of the needs and desires standing behind it—or, to be precise, the impossibility to satisfy these needs. According to Baumeister and Leary, every person has a basic need to belong to a certain group; this need is as significant and natural as the need to eat, to sleep, or to feel safe. However, simply belonging on its own does not satisfy the need: it is important that a person can form strong, close, and stable interpersonal relationships, and maintain them: only in this case the sense of belonging will be full. This makes sense even from the evolutionary point of view: staying together with other people was a guarantee of physical survival in ancient times. Continuing the parallel between emotional and physical (or basic) needs, our bodies are often wiser than our minds: when there is a lack or a surplus of something, our bodies react appropriately. Sensations (such as hunger, heat, and so on) and emotions are the signals our bodies send to our minds in order to alert them about these shortages and surpluses. Respectively, loneliness is an emotion which signals that the need of belonging is not satisfied, or that we are not getting the relationships (or the quality of already existing relationships) that we want (Web of Loneliness). This often seems irrational: for example, a person can have a lot of friends and see them often, he or she can be married and have children, have no problems with colleagues at work—everything is seemingly fine, but the sense of loneliness is still there, and it is important to understand why it is present, what is lacking.

Being in strong and close relationships affects our mental health beneficially; being alone for a long period of time can lead to a number of negative consequences, both on mental and physiological levels. In particular, loneliness can lead to depression (which is a dangerous mental condition on its own), a feeling of hopelessness, low self-esteem, an impaired ability for social interactions and work, suicidal tendencies, poor sleep, the sense of defeat, and helplessness. These sensations form a vicious circle—nurturing each other, they aggravate the situation of a lonely person, preventing him or her from getting out of this span on his or her own. Not only the emotional sphere, but also bodily functions are affected by loneliness. Studies show that lonely people face cardiovascular diseases more frequently than those enjoying strong and stable relationships with other people; other effects include the loss of weight, hormonal imbalances, the inhibition of the immune system, low resistance to infections and inflammations, dementia (in old age), and the degradation of bones and muscle tissue (The Doctor’s Tablet). All this does not mean that a person starts experiencing all these negative effects every time he or she feels lonely; however, these effects accumulate during prolonged isolation, “chronic” loneliness; therefore, it is important to not try to deal with this condition on one’s own, and seek professional help.

In fact, there are many effective ways to treat loneliness. Many people think that it is enough to increase the amount of social contacts, go out more often, and loneliness will be dealt with. However, loneliness is more about a person’s ability to form close relationships and bond with others, rather than about how often one is exposed to other people. Similar to other negative mental conditions, the first important step is to let yourself feel loneliness, and admit that you would like to live differently than you do. People often try to overpower their loneliness; they either tend to not treat it as something significant, considering it to be a weakness, or even deny that they are feeling lonely. When the problem is accepted and defined, it is recommended to start attending local psychotherapy sessions; cognitive-behavioral therapy usually provides solid results in treating loneliness, although other psychology schools, such as gestalt therapy can also be efficient, try finding what suits you the best. If you cannot afford attending a psychotherapist, consider utilizing a variety of relaxation and stress-relief techniques such as meditation, muscle relaxation training, guided mental imagery, or comforting self-talk. Pet therapy can be helpful as well; in fact, many people intuitively feel the need to have a living being nearby, whom they would be able to take care of, so owning a dog, cat, bird, or even a lizard can be a nice way to cope with loneliness (Psychologist Anywhere, Anytime). In many western countries, especially in the United States, it is extremely popular to prescribe medicine in order to deal with mental conditions; however, it is important to remember that loneliness is rather an emotional condition, not a biochemical one, so if you decide to take pills, it might help you inhibit unpleasant and painful feelings, but it will not solve your problem. Pills might be helpful if you are already suffering from depression as a result of loneliness—and even in this case, you should consider going to psychotherapy sessions.

Loneliness is not the same as solitude. The latter is a voluntary act of isolation from a society in order to refresh oneself, sort out one’s thoughts, and take a break from intense social interactions. Loneliness, in its turn, is a chronic and undesired condition when a person is unable (due to a number of reasons) to establish and maintain contact and close, stable relationships with surrounding people. Prolonged loneliness can be dangerous, since it can cause a variety of emotional and physiological problems. However, the good news is that loneliness can be treated effectively, mostly with the help of a professional psychotherapist.

Writing an expository essay is an interesting task. So, don’t skip on the opportunity to take up this challenge. However, be prepared to do some research and analysis of the chosen topic. In case you face some struggles while writing, don’t hesitate to check out assignment writing services . There, you can find assistance that will set you on the right path with your expository essay.

Works Cited

“What is Loneliness?” Web of Loneliness. N.p., n.d. Web. 03 July 2017. <http://www.webofloneliness.com/what-is-loneliness.html>

Winch, Guy. “10 Surprising Facts About Loneliness.” Psychology Today. Sussex Publishers, 21 Oct. 2014. Web. 03 July 2017. <https://www.psychologytoday.com/blog/the-squeaky-wheel/201410/10-surprising-facts-about-loneliness>

Kennedy, Gary J. “How Loneliness Affects the Mind and Body.” The Doctor’s Tablet. N.p., 07 May 2015. Web. 03 July 2017. <http://blogs.einstein.yu.edu/how-loneliness-affects-the-mind-and-body/>

“Loneliness and the Fear of Being Alone.” Psychologist Anywhere, Anytime. N.p., n.d. Web. 03 July 2017. <http://www.psychologistanywhereanytime.com/relationships_psychologist/psychologist_loneliness.htm>

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Essay Samples on Loneliness

Technology makes us lonely: the negatives of the progress.

There’s food on the table, with many people surrounding it ready to dig into a big family dinner, but wait everyone’s heads are down. What are they doing, are they praying, or are they really invested in a very lengthy book or Epic, like Beowulf?...

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Social Media and Technology Makes Us Lonely and Isolated

Technology has been the holy grail that has led to increased connectivity, new frontiers of business and economics and improved lives. On the other hand, it has also led to intense misery and contributed to the destruction of lives. Today, I will present facts and...

Crippling Sense Of Loneliness In Haruki Murakami's Novel Kafka On The Shore

In Haruki Murakami's 'Kafka on the Shore,' loneliness consumes the main character throughout the novel. Kafka Tamura's loneliness is a constant inner battle that not only affects him but the people he meets along his journey through the mountainside town of Takamatsu. Kafka has an...

How Characters in the Novel Of Mice and Men Cope with Their Loneliness

The theme of loneliness is presented in John Steinbeck’s Of Mice and Men. In the novel Of Mice and Men, loneliness is an important emotion that often drives the characters to behave in a different manner to usual. Steinbeck uses characters, some of the most...

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Loneliness And Depression In Social Media And Spider Poem

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Similarities Between Ta-Nehisi Coates’ Novel Between The World and Me and J.D. Vance’s Hillbilly Elegy: Theme of the Feeling of Alienation

In both Ta-Nehisi Coates’ Between the World and Me and J.D. Vance’s Hillbilly Elegy contain an underlying theme of feeling as if both J.D. Vance nor Ta-Nehisi Coates do not belong in the place they were raised. However, one is more mental the other is...

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Ways and Methods of Alleviating Homesickness

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Alienation and Loneliness in The Road by Cormac McCarthy

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The Effect of Loneliness on College Students

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The Theme of Loneliness in John Steinbeck Book Of Mice and Men

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How to Deal With Loneliness in a Healthy Way

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The Relation of Social Isolation to Crime Commiting

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Postcolonial elements in Aravind Adiga’s The White Tiger

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Iinitial Life of Robinson Crusoe - Great Novel by Daniel Defoe in 1719

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Loneliness, Mindfulness, and Academic Achievements: A Moderation Effect

Introduction The authors of the article Loneliness, Mindfulness, and Academic Achievements: A Moderation Effect among First-Year College Students are Eyal Rosenstreich and Malka Margalit. Both the authors of this article are professors at Tel-Aviv University. They're both known for the article that this review is...

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An Analysis of the Literary Techniques Used to Depict Sadness in Bronte's Cold in the Earth

How does Emily Bronte convey a sense of sadness in Cold in the Earth? This poem is about the loss of her husband, and the emotional and physical pain it has inflicted on her. This poem is a lament and therefore has a consistent sense...

Of Mice And Men By John Steinbeck: A Theme Of Loneliness

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Solitude In Traveling: Being Wanderlust

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Best topics on Loneliness

1. Technology Makes Us Lonely: The Negatives of the Progress

2. Social Media and Technology Makes Us Lonely and Isolated

3. Crippling Sense Of Loneliness In Haruki Murakami’s Novel Kafka On The Shore

4. How Characters in the Novel Of Mice and Men Cope with Their Loneliness

5. Loneliness And Depression In Social Media And Spider Poem

6. Similarities Between Ta-Nehisi Coates’ Novel Between The World and Me and J.D. Vance’s Hillbilly Elegy: Theme of the Feeling of Alienation

7. Ways and Methods of Alleviating Homesickness

8. Alienation and Loneliness in The Road by Cormac McCarthy

9. The Effect of Loneliness on College Students

10. The Theme of Loneliness in John Steinbeck Book Of Mice and Men

11. How to Deal With Loneliness in a Healthy Way

12. The Relation of Social Isolation to Crime Commiting

13. Postcolonial elements in Aravind Adiga’s The White Tiger

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How to Write the Ultimate Essay Hook

4-minute read

• 6th May 2023

Never underestimate the power of an essay hook . This opening statement is meant to grab the reader’s attention and convince them to keep reading. But how do you write one that’ll pack a punch? In this article, we’ll break this down.

What Is an Essay Hook?

An essay hook is the first thing your audience will read. If it doesn’t hook them right off the bat, they might decide not to keep reading. It’s important that your opening statement is impactful while not being too wordy or presumptuous.

It’s also crucial that it clearly relates to your topic. You don’t want to mislead your readers into thinking your essay is about something it’s not. So, what kind of essay hook should you write? Here are seven ideas to choose from:

1.   Story

Everyone likes a good story. If an interesting story or anecdote relates to your essay topic, the hook is a great place to include it. For example:

The key to a good story hook is keeping it short and sweet. You’re not writing a novel in addition to an essay!

2.   Fact

Another great essay hook idea is to lay out a compelling fact or statistic. For example:

There are a few things to keep in mind when doing this. Make sure it’s relevant to your topic, accurate, and something your audience will care about. And, of course, be sure to cite your sources properly.

3.   Metaphor or Simile

If you want to get a little more creative with your essay hook, try using a metaphor or simile . A metaphor states that something is something else in a figurative sense, while a simile states that something is like something else.

Metaphors and similes are effective because they provide a visual for your readers, making them think about a concept in a different way. However, be careful not to make them too far-fetched or overly exaggerated.

4.   Question

Asking your audience a question is a great way to hook them. Not only does it make them think, but they’ll also want to keep reading because you will have sparked their curiosity. For example:

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Try to avoid using questions that start with something along the lines of “Have you ever wondered…?” Instead, try to think of a question they may never have wondered about. And be sure not to answer it right away, at least not fully. Use your essay to do that!

5.   Declaration

Making a bold statement or declaring a strong opinion can immediately catch people’s attention. For example:

Regardless of whether your reader agrees with you, they’ll probably want to keep reading to find out how you will back up your claim. Just make sure your declaration isn’t too controversial, or you might scare readers away!

6.   Common Misconception

Laying out a common misconception is another useful way to hook your reader. For example:

If your readers don’t know that a common belief is actually a misconception, they’ll likely be interested in learning more. And if they are already aware, it’s probably a topic they’re interested in, so they’ll want to read more.

7.   Description

You can put your descriptive powers into action with your essay hook. Creating interesting or compelling imagery places your reader into a scene, making the words come alive.

A description can be something beautiful and appealing or emotionally charged and provoking. Either way, descriptive writing is a powerful way to immerse your audience and keep them reading.

When writing an essay, don’t skimp on the essay hook! The opening statement has the potential to convince your audience to hear what you have to say or to let them walk away. We hope our ideas have given you some inspiration.

And once you finish writing your essay, make sure to send it to our editors. We’ll check it for grammar, spelling, word choice, references, and more. Try it out for free today with a 500-word sample !

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How to Get the Perfect Hook for Your College Essay

What’s covered:, developing your hook.

• 5 College Essay Hook Examples

5 Tips and Examples for Crafting a Great Hook

Your essay is one of the best tools available for standing out in a crowded field of college applicants (many with academic portfolios similar to yours) when applying to your dream school. A college essay is your opportunity to show admissions committees the person behind the grades, test scores, and resume. To ensure your college essay receives the full attention of admissions committees, you need to lure them in with a great hook—that is, a compelling opening that makes your audience hungry for more.

You need a strong start to capture the attention of the admission committees. When it comes to college essays, first impressions are everything. In fact, there’s no guarantee that anyone is going to read more than your first sentence if you bore them to tears within a few words, which is why it’s essential to craft an effective and engaging hook.

There’s no one-size-fits-all strategy for composing an attention-grabbing hook. A well-crafted hook can be anything from an image to an anecdote to an interesting fact while factors like writing style, essay structure, and prompt can all influence what makes for a good hook. That said, memorable hooks share a number of attributes, most notably they draw readers in,  connect with the topic you’re writing about, and leave a lasting impression, often in a creative or unexpected way.

For example, let’s construct a hypothetical essay. Let’s say that after some careful consideration, Jane Doe has decided to write her personal essay about her experience running canine obedience classes. She isn’t quite sure how to start her essay, so she’s practicing with some proven essay hooks. If you’re ready to develop your own hook, check out four of our favorite college essay hook strategies and how they work for Jane below!

College Essay Hook Examples

There are a number of proven strategies that Jane can use to craft a compelling hook. A few tried-and-true hooks include:

1. Open with an Anecdote

People love stories, so it makes sense that telling one is a great way to attract readers. Detailing a relevant anecdote provides context for your essay and can give the reader an idea of what you are up against if you’re overcoming an obstacle or rising to a challenge.

On the day that I told my mother I wanted to start my own canine obedience school, she smiled and muttered something under her breath about the irony of my youthful disobedience and my newfound passion for enforcing rules. What she didn’t know then was that it was not in spite of, but rather because of, my tendency to push the boundaries that I was confident in my ability to succeed.

2. Set the Scene

One fantastic way to get your essay moving and to draw your readers in is to plunge them into the middle of an important scene. Provide readers with descriptive details and dialogue to make them feel like they’re watching a movie from your life and have just tuned in at a critical moment.

I jumped back as the dog lunged for my leg, teeth bared and snarling. “It’s okay, Smokey, it’s okay,” I soothed as I tried to maneuver closer to the post where I had tied his leash. In the back of my head, I heard my brother’s taunts swirling around.

“A dog trainer?” he had scoffed. “What kind of person would hire you as a dog trainer?!”

I pushed the thoughts away and grasped the leash, pulling it tightly to my side as Smokey, surprised by my sudden confidence, fell into stride beside me.

3. Ask a Question

Asking a question at the beginning of your essay can activate your reader’s critical thinking and get them hungry for the answer that you won’t offer until later. Try to come up with a question that’s broad enough that they won’t know the answer right away, but specific enough that it isn’t a generic hook that could work on just any college essay.

How do you respond when you’re faced with a very real physical threat to your safety, yet you literally can’t afford to back down? This is the question I faced on my very first day as a dog trainer.

4. Use a Metaphor or Simile

A metaphor or simile can pull readers in by helping them make connections between seemingly unrelated topics or by encouraging them to think about topics from a different point of view.

Running canine obedience classes is a lot like navigating high school. It’s a dog-eat-dog world with a lot to learn, many personalities to manage, peril around every corner, and everyone anxious to graduate.

Selecting the right hook is a great first step for writing a winning college essay, but the execution is also important.

1. Narrow Down Your Scope

Sometimes the best way to tackle big projects like writing an attention-grabbing hook or captivating college essay is to think small. Narrow down on a specific incident or even a moment that leads into your topic.

It’s my first time teaching a canine obedience class. I’m surrounded by strangers and the dogs are barking so loud I can’t hear myself think, but I have a gnawing feeling that I’m losing control. I put my fingers to my lips and let out the loudest whistle I’m capable of. Suddenly there was silence.

2. Use Adjectives

Adjectives are used to add a description and make your writing clearer and more specific. In other words, they’re the details that make your writing stand out and suck readers in. Jane didn’t simply reward the dog for sitting, she…

It was a battle of wills between me and the eight-month-old Australian Shepherd—defiance was in his sparkling blue eyes, but so was desire for the bit of hot dog hiding in my hand. Reluctantly he sat, earning his treat while I claimed my alpha status.

3. Use Emotion

Use emotion to connect and entice your reader. Emotions make readers feel, pulling them into your essay, and are memorable. You can use them for everything from sharing a fact about yourself to putting the reader in your shoes.

When I was young, I would have been extremely lonely if not for my dog Trevor. I struggled to make friends and Trevor provided companionship, helped me overcome my shyness (he was a great icebreaker), and is responsible for shaping who I am today. When Trevor passed away in high school, I set out to train canine obedience and help dogs become the best versions of themselves—just like what Trevor did for me.

4. Short and Sweet

Admissions committees have a lot of essays to read, so the quicker you get to the point and capture their attention, the better.

Mere moments into my dream job, someone had already peed on the floor and another had bitten a person. Welcome to the life of a dog trainer.

5. Just Start Writing

Sometimes the hook of your college essay isn’t clear. Rather than getting hung up, start developing your essay and see if it adds clarity as to how to best implement a hook. Some students even find that it’s easiest to write a hook last, after writing the body of the personal statement.

Where to Get Feedback on Your Essay Hook

Wondering if you created an effective hook? It’s difficult to evaluate your own writing, especially a line or two you read and reworked numerous times. CollegeVine can help. Through our free Peer Essay Review tool , you can get a free review of your hook, and overall essay, from another student. Then you can pay it forward and improve your own writing skills by reviewing other students’ essays.

If you want a college admissions expert to review your essay, advisors on CollegeVine have helped students refine their writing and submit successful applications to top schools. Find the right advisor for you to improve your chances of getting into your dream school!

Related CollegeVine Blog Posts

How To Write A Great Essay Hook (With Examples)

• Smodin Editorial Team
• Published: November 24, 2023

Learning the secrets behind an effective essay starts with understanding the power of a hook. Your hook is the opening statement of your introduction and ultimately acts as an invitation to your readers. It invites them to explore the ideas you’re presenting, while also engaging their attention for a long enough time to read your work.

With a great hook, you can improve your writing skills and set the stage for a masterfully written essay. But what else is a good hook able to do? And what kind of hook can you use to write an incredible essay?

This guide (complete with hook sentence examples) will help walk you through the steps of writing a hook and how to use it to boost your grades and make your work more compelling than ever!

What Is An Essay Hook?

An essay hook is the opening sentence or paragraphs of your essay and is designed to pique the curiosity of your reader while also holding their attention long enough to read the rest of your work. Think about it – would you want to read an essay if the first sentence is long-winded and boring?

Generally, writers use an effective hook to set the tone for the rest of the work and give you a quick look ‘behind the curtain’. The hook tells you exactly what the essay is about in a thoughtful and thought-provoking way that leaves you hungry for more.

For example: “ Did you know that the average person eats around five pounds of shark meat every year? In a shocking study by the Shark Lovers World Organization, it was revealed that around 4% of all fish-based products contain shark meat. ”

Of course, this isn’t true (at least, we hope not!). But it did capture your interest and make you want to find out more. That’s exactly what a hook does.

A good essay hook can keep your readers interested and helps to engage them in what you’re saying. It also leaves a lasting impression on them, which means you’ve accomplished your goal of starting a conversation about your essay topic.

Types Of Essay Hooks

With the many types of essays and writing structures you can use for your work, there are just as many hooks to suit your topic. But which ones are relevant? And which one should you use to effectively introduce your writing?

Below, we’ve listed some of the most common types of essay hooks to help you narrow down your search.

Question hook

If you start your essay with a thought-provoking question, you have a great chance of engaging your readers from the get-go. This is because a question can encourage them to actively think about what you’re saying and spark curiosity about what the real answer to the question is.

It’s important to ensure that your question is relevant and intriguing, but it’s even more important that it aligns with the theme of your essay. Usually, your readers will want to keep reading to find the answers in the body of your essay.

Quotation hook

When you open your essay with a quote from a notable person or reputable organization, you add credibility to your work. This can be particularly important when you’re discussing a topic that needs expertise to build trust.

After you use a relevant quote, you’ll also need to explain why it’s relevant to set the stage for the discussion or argument that you’re presenting.

Statistic hook

Introducing your topic with a compelling statistic or data is another great way to add credibility to your paper. It shows your reader that you’ve done your research, and you have proof to back up the claims that you may be making in the body of your essay.

It’s essential to use statistics that are accurate, though, and they should come from credible sources. Otherwise, you may be undermining your work, which could lead to losing the trust of your reader.

Anecdote hook

The last time I started an essay with an anecdote, my professor gave my work a stellar review and I got the best grades in my class .

Did we grab your attention? Good. That’s how an anecdote hook works. An anecdote is a short personal story that establishes trust with your reader and creates an emotional connection. It can also add a layer of interest to narrative or descriptive essays.

In some essays, you can write an anecdotal hook from the perspective of a fictional character. As long as it sounds like a personal experience, it should reel your readers in.

Surprising statement hook

If you can, try to capture your reader’s attention with a bold or unexpected statement. When you catch them off guard, you can stimulate their curiosity. They’re going to want to keep reading to see how you address or support your surprising statement.

You can use this type of hook in several different ways. Whether you’re challenging a common misconception, giving counterintuitive insights, or presenting intriguing facts that will wow or shock your reader, you can start your essay off on the right note.

Description hook

A description hook helps to engage readers by painting an image or setting a scene using descriptive language. Typically, it appeals to the senses (sight, sound, touch, taste, and smell) and describes something in enough detail that it makes the reader feel as if they’re actually experiencing it for themselves!

This type of hook is suited for narrative or descriptive essays because it allows you to set the tone, establish a certain atmosphere, and even evoke an emotional response in your reader. In turn, the reader becomes fully immersed in the scene that you’re setting.

How To Write A Great Essay Hook

Now that you understand the basics, it’s time to put your pen to paper (or fingers to the keyboard) and write a hook that will draw readers in and keep them reading. If you follow the steps we’ve outlined below, you’re sure to craft a hook that will reel in your audience – hook, line, and sinker .

1. Know your audience

Knowing your audience is perhaps one of the most important things to consider when you’re writing an essay hook. Are you writing for your teachers, peers, or a broader audience? Once you know that, you can move on to understanding their motives, and values, and how their emotions will affect how impactful your hook is.

Creating a connection with your audience grabs the reader’s attention and encourages them to keep reading your essay. And, by fostering this connection, you can make them more receptive to the message you’re trying to convey.

2. Understand the purpose of your essay

Before you can write your hook, you’ll need to know what the purpose of your essay is. Generally, your essay will try to inform, persuade, or narrate your subject. Either way, narrowing down the motivation behind writing the essay will help you on your quest to write a hook that suits your writing.

Your hook should always align with the concept of your essay since it’s used to introduce the main theme or argument. You can think of it as a preview of what you’re going to talk about – it gives your readers a glimpse into the direction of your written work and sets expectations for what your essay will cover.

3. Choose the right type of hook

The type of essay hook you choose significantly impacts your essay’s style and whether it will keep your reader’s interest. You can pick from a question, quotation, anecdotal hook, or any of the others we’ve listed.

By carefully selecting what types of hook sentences will captivate your reader and establish the right tone for your essay, you’re guaranteed to have a compelling introduction. You just need to make sure that your hook suits the essay you’re writing.

For example, if you’re writing a personal story hook as an introduction to a historical essay that relies on a chronological structure, it wouldn’t be very impactful. Instead, a quotation or statistic hook may be better suited to an academic essay like this.

4. Make sure your hook is relevant

Relevance is the key to creating a compelling essay hook. The hook should always connect to the topic of your essay, and the link between the two needs to be clear from the get-go.

This does mean, however, that you need to avoid unrelated information in your hook. Keeping with the example of writing a historical essay, we can illustrate this point perfectly.

Say you’re writing an essay on World War II, and you’ve chosen a statistical hook to open your writing. Adding statistics about coffee sales during the same time period is completely irrelevant and won’t have much of an impact.

Unrelated hooks can confuse your audience and completely lose the reader’s interest. On the other hand, a focused and relevant hook can grab the reader’s attention and make your essay more exciting.

5. Spark curiosity

The way that you phrase your essay hook is just as important as the type of hook you use. Ideally, your hook should excite the reader and spark curiosity that makes them want to keep reading.

A poorly worded hook can be confusing or – let’s face it – boring! And you don’t want to bore your audience before they even get past your introduction. Whether you’re asking a question or introducing the topic for your ideas, your hook should set the stage for the rest of your essay.

You may need to use some creativity for this step. But putting yourself in the shoes of your reader can help. Ask yourself ‘What would make me want to keep reading?’. Your answer is usually a good place to start!

6. Keep it short

Although an attention-grabbing hook is ideal, it’s essential to keep it short. You should focus on using impactful language that can effectively convey your message. This is mainly because a shorter hook can keep your reader’s attention without overwhelming them with too much information.

Remember, it’s all about balance. When it comes to essay hooks, you want to strike a balance between capturing your audience’s attention and giving them a concise overview of what your essay is about.

7. Tweak the tone

The tone of your hook sets up the tone for the rest of your essay – so it’s pretty important that you align your tone with the topic. To do this, you first have to ask yourself what the tone is . Is it serious? Or perhaps you want to come across as humorous? Either way, you’ll want to maintain a consistent tone throughout.

A good example of this would be when writing a personal essay. In this case, an anecdote hook would be a great way to kick off your writing. However, if your personal story is serious, a funny anecdote isn’t necessarily the best choice. Instead, you’ll want to pick an anecdote that matches the seriousness of what you’re discussing in the body of your work.

8. Revise your hook with Smodin

After you’ve written your hook, it might still need a little nip and tuck to go from almost perfect to perfectly polished. To do this, you can use several different techniques to rewrite it.

But the easiest way to ensure that your hook is bulletproof is to use Smodin’s AI Paraphrasing tool . It can spin your words to sound like it was crafted by an expert – in a matter of seconds. It’s also a good way to avoid plagiarism and check your text to see how well it performs (the flow, tone, and relevance).

You can also use our free AI Writer to generate a unique, plagiarism-free, and professional essay in just a few prompts. This can help you draft a rough copy of your work before making any adjustments or modifications to your final product.

Catchy Hook Examples For Your Essay

With a better understanding of the types of essay hooks, and how to use them, you are well on your way to crafting an effective and attention-grabbing introduction to your writing. But, if you still need a little help with tailoring hook types to suit your writing structure, take a look at some of these examples of hooks for different types of essays:

Argumentative essay hook examples

Statistical hook: “ According to a recent study conducted by the U.S. Environmental Protection Agency, Americans generate around 4.48 pounds of trash every day. This highlights the urgent need for recyclable products and packaging to address this pressing issue. ”

Question hook: “ Have you ever wondered how our experiences as children impact our daily lives and our resulting choices as adults? This critical question has prompted us to explore the topic of childhood trauma and the profound implications that it could have on our futures. ”

Persuasive essay hook examples

Statistic hook: “ Did you know that over 1.3 million tons of plastic waste are dumped into our oceans every year? This alarming statistic demands our attention and immediate action to address the pressing issue of plastic pollution. ”

Surprising statement: “ In a world that’s run by technology, it’s shocking to realize that the average person spends more time in their day scrolling through social media than sleeping. The digital age has not only revolutionized communication but has also left us questioning the true value of our time and relationships. ”

Narrative essay hook examples

Anecdotal hook: “ Raindrops tapped lightly on the window pane, and the slight rustling of the leaves seemed to whisper secrets in the wind. Little did I know that this ordinary evening would soon become an extraordinary chapter in the story of my life. It all began with a letter—an old, weathered envelope that held the key to a long-buried family mystery .”

Question hook: “ Have you ever wondered what it feels like to stand at the edge of a cliff, staring into the vast unknown below? The adrenaline coursing through your veins, the wind tousling your hair—each moment pregnant with the possibility of adventure. What if I told you that such a moment would change the course of my life forever? ”

Compare and contrast essay hook examples

Quotation hook: “ In the words of Aristotle, ‘Excellence is an art won by training and habituation’. As we delve into the realms of two seemingly disparate subjects, we must consider how their unique qualities and shared traits contribute to the pursuit of excellence in their own distinct ways. ”

Anecdote hook: “ As the sun went down, the city lit up with its busy streets, and I stood there, feeling stuck between two different places—the lively city and the peaceful countryside. In that moment, I noticed how city life and rural living are alike in some ways but also have their unique features. ”

Can I use the same type of hook for different essays?

While some hooks are versatile, it’s best to tailor your hook to the specific essay you’re writing and the topic you’re covering. You’ll need to consider the audience, purpose, and nature of your writing before choosing a hook.

Can I use a combination of different types of hooks in one essay?

Yes, you can experiment with combining different types of essay hooks in your writing, especially if your topic allows for different approaches. However, you should always make sure to include a smooth transition between the hooks and keep them simple. Otherwise, you risk confusing your reader.

Writing catchy hooks is more than just finding something clever to say at the opening of your essay. It’s about leaving an impression on your reader that will carry through the body of your work and leave them hanging on every word you say. Ultimately, your hook can make or break your essay.

With Smodin, coming up with, writing, and revising your hook is as simple as one, two, three. So why not try out our tools to streamline your writing process? There’s nothing to lose – and everything to gain!

73 Essay Hook Examples

An essay hook is the first one or two sentences of your essay that are used to grab the reader’s attention and draw them into your discussion.

It is called a hook because it “grabs” the reader and doesn’t let them go! It should have something in there that makes the reader feel curious and intrigued, compelling them to continue reading.

Techniques for Good Essay Hooks

Here are a few techniques that you can use to write a good essay hook:

• Use a Quotation : Sometimes, a relevant quotation from a well-known author or expert can help establish the context or theme of your essay. Next time you’re conducting research for an essay, keep an eye out for a really compelling quote that you could use as your hook for that essay.
• Start with a Statement that is Surprising or Unusual: A surprising or unusually statement will draw a reader in, making them want to know more about that topic. It’s good if the statement contradicts common knowledge or reveals an insight about your topic that isn’t immediately obvious. These can be particularly good for argumentative essays where you’re putting forward a controversial or compelling argument as your thesis statement .
• Tell a Brief Anecdote : A short, interesting story related to your topic can personaize the story, making it more than just a dry essay, and turning it into a compelling narrative that’s worth reading.
• Use Statistics or Facts: Interesting, surprising, or shocking facts or statistics work similarly to surprising statements: they make us want to know more about a topic. Statistics and facts in your introductions are particularly useful for analytical, expository , and argumentative essays.
• Start with a Question: Questions that make the reader think deeply about an issue, or pose a question that the reader themselves has considered, can be really effecitve. But remember, questions tend to be better for informal and personal essays, and are generally not allowed in formal argumentative essays. If you’re not sure if you’re allowed to use questions in your essays, check with your teacher first.

Below, I’ll present some examples of hooks that you could use as inspiration when writing your own essay hook.

Essay Hook Examples

These examples might help stimulate your thinking. However, keep in mind that your essay hook needs to be unique to your essay, so use these as inspiration but write your own essay hook that’s perfect for your own essay.

1. For an Essay About Yourself

An essay about yourself can be personal, use “I” statements, and include memories or thoughts that are deeply personal to you.

• Question: “Have you ever met someone who could turn even the most mundane events into a thrilling adventure? Let me introduce myself.”
• Anecdote: “The smell of freshly baked cookies always takes me back to the day when I accidentally started a baking business at the age of nine.”
• Intriguing Statement: “I’ve always believed that you haven’t truly lived until you’ve read a book upside down, danced in the rain, or taught a parrot to say ‘I love pizza.'”
• Quotation: “As Mark Twain once said, ‘The secret of getting ahead is getting started.’ That’s a philosophy I’ve embraced in every aspect of my life.”
• Humorous Statement: “I’m a self-proclaimed ‘professional chocolate tester’ – a title that’s not only delicious but also requires extreme dedication.”
• Start with your Mission Statement : “My life motto is simple but powerful: be the person who decided to go for it.
• Fact or Statistic: “According to a study, people who speak more than one language tend to be better at multitasking . As a polyglot, I certainly live up to that statistic.”
• Comparison or Metaphor: “If my life were a book, it would be a blend of an adventurous novel, a suspense thriller, and a pinch of romantic comedy.”
• Personal Revelation: “Ever since I was a child, I’ve had an uncanny ability to communicate with animals. It’s an unusual skill, but one that has shaped my life in many ways.”
• Narrative: “The day everything changed for me was an ordinary Tuesday. Little did I know, a single conversation would lead me to discover my true passion.”

2. For a Reflective Essay

A reflective essay often explores personal experiences, feelings, and thoughts. So, your hooks for reflective essays can usually be more personal, intriguing, and engaging than other types of essays. Here are some examples for inspiration:

• Question: “Have you ever felt as though a single moment could change your entire life? This essay is going to explore that moment for me.”
• Anecdote: “I was standing on the edge of the Grand Canyon, looking at the vast emptiness, and for the first time, I truly understood the word ‘perspective’.”
• Bold Statement: “There is a part of me that is still trapped in that room, on that rainy afternoon, holding the letter that would change everything.”
• Personal Revelation: “The first time I truly felt a sense of belonging wasn’t in a crowded room full of friends, but in the quiet solitude of a forest.”
• Intriguing Statement: “In my life, silence has been a teacher more profound than any words could ever be.”
• Quotation: “Einstein once said, ‘The only source of knowledge is experience.’ Now, looking back, I realize how profound that statement truly is.”
• Comparison or Metaphor: “If my life is a tapestry, then that summer was the vibrant thread that changed the entire pattern.”
• Narrative: “As the train pulled out of the station, I realized I wasn’t just leaving my hometown, I was leaving my old self behind.”
• Philosophical Statement: “In the theater of life, we are both the actor and the audience, playing our part and watching ourselves simultaneously.”
• Emotive Statement: “There is a sort of sweet sorrow in remembering, a joy tinged with a hint of sadness, like the last notes of a beautiful song.”

For an Argumentative Essay

Essay hooks for argumentative essays are often the hardest. This type of essay tends to require the most formal type of academic writing, meaning your hook shouldn’t use first person, and should be more based on fact and objectivity, often at the expense of creativity. Here are some examples.

• Quotation: “Thomas Jefferson once said, ‘Whenever the people are well-informed, they can be trusted with their own government.’ If Jefferson were alive today, he would likely feel that this meed for a well-informed citizenry is falling well short of where he would aspire.”
• Provocative Statement: “Despite what romantic films may portray, love at first sight is merely a myth perpetuated by society. This essay will prosecute the argument that love at first sight is a myth.”
• Statistical Fact: “According to the World Health Organization, depression is the leading psychological disability worldwide. Yet, mental health is still stigmatized and often overlooked. This essay will argue that depression should be seen as a health issue, and stigmatization of depression causes serious harm to society.”
• Comparison: “Much like an unchecked infection, climate change, if left ignored, can spread far beyond what it is today, causing long-term economic and social problems that may even threaten the longevity of humanity itself.”
• Contradiction : “While we live in an era of unprecedented technological advancements, millions around the world are still denied basic internet access.”
• Bold Declaration: “Animal testing is not only ethically unacceptable, but it also undermines the progress of medical research.”
• Challenging Belief: “Despite popular belief, the automation of jobs is not a threat but an opportunity for society to evolve.”
• Quotation: “George Orwell wrote in ‘1984’, ‘Big Brother is Watching You.’ In our modern society, with the advancement of technology, this is becoming more of a reality than fiction.”
• Intriguing Statement: “Despite countless diet fads and fitness trends, obesity rates continue to rise. This argumentative essay will argue that this is because medical practitioners’ approaches to health and weight loss are fundamentally flawed.”
• Statistical Fact: “Research reveals that over 90% of the world’s plastic waste is not recycled. This alarming figure calls for a drastic change in social attitudes towards consumption and waste management.”
• Challenging Assumption: “Society often assumes that progress and growth are intrinsically good, but this is not always the case in the realm of economic development.”
• Contradiction: “Western society upholds the value of freedom, yet every day, members of society cede personal liberties in the name of convenience and security.”
• Analogy: “Like an overplayed song, when a news story is repeated too often, it loses its impact. In the era of digital media, society is becoming desensitized to critical issues.”
• Relevant Anecdote: “In a village in India, the arrival of a single computer transformed the lives of the residents. This small anecdote underscores the importance of digital inclusion in today’s world.”
• Call to Rethink: “In a world where success is often equated with financial wealth, it is time for society to reconsidered what truly constitutes a successful life.”

For a Compare and Contrast Essay

A compare and contrast essay examines two issues, looking at both the similarities and differences between them. A good hook for a compare and contrast essay will immediately signal to the reader the subjects that are being compared and why they’re being compared. Here are sine ideas for hooks for a compare and contrast essay:

• Quotation: “As Charles Dickens wrote in his novel ‘A Tale of Two Cities’, ‘It was the best of times, it was the worst of times’. This could equally apply to the contrasting dynamics of urban and rural living.”
• Provocative Statement: “Despite popular belief, cats and dogs have more in common than society tends to think.”
• Comparison: “Comparing being an only child to growing up with siblings is like contrasting a solo performance with an orchestral symphony.”
• Contradiction: “While many view classic literature and contemporary fiction as worlds apart, they are more akin to two sides of the same coin.”
• Bold Declaration: “Android and iPhone may compete in the same market, but their philosophies could not be more different.”
• Statistical Fact: “Statistics show that children who grow up reading books tend to perform better academically than those who do not. But, the jury is out on how reading traditional books compares to reading e-books on screens.”
• Quotation: “As Robert Louis Stevenson once wrote, ‘Sooner or later, we all sit down to a banquet of consequences.’ This statement can be used to frame a comparison between short-term and long-term thinking.”
• Provocative Statement: “Democracy and dictatorship are often seen as polar opposites, but are they are not as different as they seem.”
• Comparison: “Climate change and plastic pollution are two major environmental issues, yet they demand different approaches and solutions.”
• Contradiction: “While traditional classrooms and online learning are seen as separate modes of education, they can often blend into a cohesive learning experience.”
• Bold Declaration: “Though both based on merit, the structures of capitalism and socialism lead to vastly different societal outcomes.”
• Imagery: “The painting styles of Van Gogh and Monet can be contrasted as a stormy sea versus a tranquil pond.”
• Historical Reference: “The philosophies of the Cold War-era – capitalism and communism – provide a lens to contrast economic systems.”
• Literary Comparison: “The dystopian societies portrayed in George Orwell’s ‘1984’ and Aldous Huxley’s ‘Brave New World’ serve as contrasting visions of the future.”
• Philosophical Question: “Individualism and collectivism shape societies in distinct ways, but neither one can truly exist without the other.”

See Here for my Guide on Writing a Compare and Contrast Essay

For a Psychology Essay

Writing an engaging hook for a psychology essay involves sparking the reader’s interest in the human mind, behavior, or the specific psychology topic you’re discussing. Here are some stimulating hooks for a psychology essay:

• Rhetorical Question: “How much control do we truly have over our own actions?”
• Quotation: “Sigmund Freud once said, ‘Unexpressed emotions will never die. They are buried alive and will come forth later in uglier ways.’ This essay will explore whether this is universally true.”
• Provocative Statement: “Contrary to popular belief, ‘venting out’ anger might actually be fueling the fire of fury.”
• Comparison: “Just as an iceberg reveals only a fraction of its bulk above water, conscious minds may only be a small piece of who humans truly are.”
• Contradiction: “While it may seem counterintuitive, studies show that individuals who are more intelligent are also more likely to suffer from mental health issues.”
• Bold Declaration: “Despite advances in technology, understanding the human brain remains one of the final frontiers in science.”
• Statistical Fact: “According to a study by the American Psychological Association, nearly one in five adults in the U.S. lives with a mental illness. Yet, mental health continues to be a topic shrouded in stigma.”

For a Sociology Essay

Writing an engaging hook for a sociology essay involves sparking the reader’s interest in social behaviors, cultural phenomena, or the specific sociology topic you’re discussing. Here are ideas for hooks for a sociology essay:

• Quotation: “As Karl Marx once noted, ‘Social progress can be measured exactly by the social position of the fair sex.’ Sadly, society has not made much progress in gender equality.”
• Provocative Statement: “Social media, initially created to connect people, is ironically leading society into an era of unprecedented isolation.”
• Comparison: “Comparing society to a theater, where each individual plays a role, it is possible to start to see patterns and scripts embedded in daily interactions.”
• Contradiction: “While people often believe that technology is bringing society closer together, evidence suggests that it’s actually driving a wedge between people, creating ‘digital divides’.”
• Bold Declaration: “Human societies are constructed on deeply ingrained systems of inequality, often invisible to those benefiting from them.”
• Statistical Fact: “A recent study found that women still earn only 81 cents for every dollar earned by men. This stark wage gap raises questions about equality in the workforce.”

For a College Application Essay

A college essay is a personal statement where you can showcase who you are beyond your grades and resume. It’s your chance to tell your unique story. Here are ten potential hooks for a college essay:

• Anecdote: “At the age of seven, with a wooden spoon as my baton, I confidently conducted an orchestra of pots and pans in my grandmother’s kitchen.”
• Provocative Statement: “I believe that life is like a game of chess. The king might be the most important piece, but it’s the pawns that can change the entire course of the game.”
• Personal Revelation: “It wasn’t until I was lost in a foreign city, armed with nothing but a map in a language I didn’t understand, that I truly discovered my love for adventure.”
• Intriguing Question: “Have you ever wondered how it feels to be part of two completely different cultures, yet wholly belong to neither?”
• Bold Declaration: “Breaking a bone can be a painful experience. Breaking stereotypes, however, is an entirely different kind of challenge.”
• Unusual Fact: “I can recite the periodic table backwards while juggling three tennis balls. It’s a strange talent, but it’s a perfect metaphor for how I tackle challenges.”
• Quotation: “As Albert Einstein once said, ‘Imagination is more important than knowledge.’ This quote has defined my approach to learning.”
• Narrative: “It was a cold winter’s day when I first discovered the magic of turning a blank page into a world full of characters, stories, and ideas.”
• Metaphor: “Like a caterpillar transforming into a butterfly, my high school years have been a period of profound metamorphosis.”
• Humorous Statement: “Being the youngest of five siblings, I quickly learned that the best way to be heard was to become the family’s unofficial lawyer.”

Conclusion: The Qualities of a Good Essay Hook

As I wrap up this article, I want to share a few last tips on qualities that a good essay hook should have. Keep these tips in mind when writing your essay hook and using the above essay hook examples:

First, relevance . A good hook should be directly relevant to the topic or theme of your essay. The hook should provide a preview of what’s to come without giving too much away.

Second, Intrigue. A great hook should make the reader want to continue reading. It should create a question in the reader’s mind or present a fascinating idea that they want to know more about.

Third, uniqueness. An effective hook should be original and unique. It should stand out from the many other essays that the reader might be going through.

Fourth, clarity. Even though a hook should be captivating and original, it should also be clear and easy to understand. Avoid complex sentences and jargon that might confuse the reader.

Fifth, genre conventions. Too often, my students try to be so creative in their essay hooks that they forget genre conventions . The more formal an essay, the harder it is to write the hook. My general approach is to focus on statistics and facts, and avoid rhetorical questions , with more formal essay hooks.

Keep in mind that you should run your essay hook by your teacher by showing them your first draft before you submit your essay for grading. This will help you to make sure it follows genre conventions and is well-written.

Chris Drew (PhD)

Dr. Chris Drew is the founder of the Helpful Professor. He holds a PhD in education and has published over 20 articles in scholarly journals. He is the former editor of the Journal of Learning Development in Higher Education. [Image Descriptor: Photo of Chris]

• Chris Drew (PhD) https://helpfulprofessor.com/author/chris-drew-phd/ 15 Self-Actualization Examples (Maslow's Hierarchy)
• Chris Drew (PhD) https://helpfulprofessor.com/author/chris-drew-phd/ Forest Schools Philosophy & Curriculum, Explained!
• Chris Drew (PhD) https://helpfulprofessor.com/author/chris-drew-phd/ Montessori's 4 Planes of Development, Explained!
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Good Hooks for Essays: 14 Hook Ideas with Examples

Now here’s the clue.

If you want to wow your teacher, polish the introduction. Add something interesting, funny, shocking, or intriguing. Good essay hooks help you build an emotional connection right from the start. Think of an essay hook as bait for your readers.

Our expert team has prepared numerous examples of hooks for essays. You’ll find hook examples for an argumentative essay, personal story, history essay, and other types of papers.

For 100% clarity, we provided examples using each hook tactic. And a short part about how to write a good hook.

• 💎 What Exactly Is a Hook & How to Write a Good One
• 📜 Examples of Classical Essay Hooks
• 💡 Try Some Informative Essay Hooks
• 🦄 Here are the Most Uncommon Essay Hooks

✅ Good Hooks for Essays: Bonus Tips

• 🔗 References for More Information

We highly recommend reading all the methods and examples, so you don’t have any questions.

💎 How to Write a Hook That Will Work for Your Essay?

The hook of your essay usually appears in the very first sentence.

The average length of an essay hook should be 3-7 sentences, depending on the topic.

But first, let’s quickly go through the key questions.

What Is an Essay Hook?

An essay hook (or narrative hook) is a literary technique that writers use to keep their readers engaged. It shows that the content below is worth reading.

The hook can have different lengths. Some writers make it last for several pages. Though, it better be a short paragraph or even a sentence.

Why Do You Need a Good Essay Hook?

Writing the right hook is essential for a few reasons:

• It heats up your readers’ interest. If you did it right, they read the whole piece.
• It shows off your skills . A right hook presents you as an expert in your field.
• It attracts target audience. Only the readers you want will keep reading.
• It keeps the tension on the right level. Use an intriguing question, and a reader dies to find out the answer.
• It makes a good introduction. Starting your essay off a boring fact is simply not a good idea.

How to Write a Good Hook: Ideas and Examples

Next, we will discuss these hook types in more detail. We’ll also provide essay hook examples of less common yet intriguing types: dialogue, story, contradiction, comparison, definition, metaphor, puzzle, announcement, and background information hooks.

💬 The Famous Quote Hook

Use a famous quote as a hook for your essay on history, literature, or even social sciences. It will present you as an established writer. It shows how knowledgeable you are and motivates the readers to engage in the text.

⬇️ Check out examples below ⬇️

Quote Hook Example: Political Science

Hilary Clinton once said that "there cannot be true democracy unless women's voices are heard." Which creates a discussion about how perfect democracy should look like. If it is a form of government that considers all opinions, why are women silenced so often even nowadays? The truth is that we need to ensure completely equal opportunities for women in politics before we talk about establishing the correct version of democracy. And even the most developed and progressive countries are still struggling to get to that level of equality. It can be achieved by various methods, even though they might only work in certain countries.

Social Sciences

"Ask not what your country can do for you – ask what you can do for your country." These words of wisdom from John Kennedy reflect the perspective we need to teach the younger generations. For some reason, it has become popular to blame the government for any problem arising in society. Is it their fault that we don't think about waste and keep trashing our home? Social responsibility is a real thing. The well-being of our countries starts with the actions of every separate individual. It is not entirely right to wait until the government fixes all the issues for us. The best strategy is to start thinking about what we can do as a community to make our home even a better place.

And excellent sources of quotes for you:

• Brainyquote.com – you can search quotes by topic or by author.
• Goodreads.com is not only a great collection of e-books but also quotes.
• Quoteland.com has plenty of brilliant words for all imaginable situations.
• Quotationspage.com – more than 30,000 quotations for unique essay hooks.

❓Rhetorical Question Essay Hooks

It doesn’t have to be rhetorical – any type of question addressed to your audience will do its job. Such a universal kind of hook can spike the interest of your readers immediately.

Some useful patterns of rhetorical questions:

• What could be more important than…?
• What if there was only one… (chance/day/hour)?
• Who wouldn’t like to… (be a cat/turn visitors into clients)?
• Why bother about… (inequality/imperfect education system)?
• Which is more important: … (making money or realizing potential)?

And more in examples:

Example of a Question Hook on Education

Wouldn't free access to education for everyone be wonderful? The answer would most likely be positive. However, it is not as simple as it seems. As much as the governments try to achieve this goal, there are still many uneducated people. On the bright side, in the era of technology, learning has never been so easy. Of course, some young adults just prefer the shortcut option of taking a student loan. Other ways are much more challenging and require a lot of responsibility and patience. Finding free educational resources online and gaining experience with the help of video tutorials might sound unprofessional. Still, you will be surprised how many experts hired in different fields only received this type of education.

Question Hook Example: Health

Is there anything that can help you lose weight fast? You have probably heard of this magical keto diet that is getting more and more popular worldwide. People claim that it helps them shred those excess pounds in unbelievably short terms. But how healthy is it, and does it suit anyone? The truth is that no diet is universal, and thanks to our differences, some weight-loss methods can even be harmful. Keto diet, for example, leads your body into the state of ketosis. What happens is that you don't receive carbohydrates, and in this state, fat is used as the primary source of energy instead them. However, it carries potential threats.

😂 Anecdotal Essay Hooks

This type would usually be more suitable for literary pieces or personal stories. So, don’t use it for formal topics, such as business and economics. Note that this hook type can be much longer than one sentence. It usually appears as the whole first paragraph itself.

It wouldn't be Kate if she didn't do something weird, so she took a stranger for her best friend this time. There is nothing wrong with it; mistakes like that happen all the time. However, during only five minutes that Kate spent with the stranger, she blabbed too much. Thinking that she sat down at the table that her friend took, Kate was so busy starting on her phone that she didn't notice that it wasn't her friend at all. Sure enough, the naive girl started talking about every little detail of her last night that she spent with her date. It was too much for the ears of an old lady. Kate realized she took the wrong table only when it was too late.

Literature (personal story)

Do not ever underestimate the power of raccoons! Those little furry animals that may look overly cute are too smart and evil. It only takes one box of pizza left outside your house by the delivery person for the disaster to begin. When they smell that delicious pizza, no doors can stop them. They will join the forces to find a hole in your house to squeeze into. Even if it's a window crack four feet above the ground, they know how to get to it. Using their fellow raccoons as the ladder, they get inside the house. They sneak into the kitchen and steal your pizza in front of your eyes and your scared-to-death dog. Not the best first day in the new home, is it? 

📈 Fact or Statistic Hook

Looking deeper into your essay topic, you might find some numbers that are quite amusing or shocking. They can serve as perfect hooks for economics- and business-oriented writings. Also, it is better if they are less known.

Business/social sciences

The UAE workforce is culturally diverse since around 20% of employees (usually called expatriates) come from different countries. Ex-pats tend to take managerial positions, which makes communication within companies quite tricky. The training focused on raising cultural awareness is getting more common, but such educational strategies as games (or gamification) are still rarely applied in the UAE companies. Yet, gamification was a useful tool in other places, making it an attractive UAE team building method. It can significantly help integrate ex-pats and create a more culturally aware environment.

Statistic Hook Example in Economics

The United Arab Emirate's debt has been rising drastically in past years, from about US$17 billion in 2003, which is almost 19 percent of GDP, to US$184 billion in 2009. Only a small proportion of the debt can be tracked directly to the public sector. A report by UBS bank shows that most of the debt comes from the corporate sector. Most of the companies that hold the main section of the debt are financial institutions. The public sector partly owns them. Banks in the UAE have been accumulating their debt amounts in the years mentioned above and could now account for 75 percent of the total foreign debt. The discussion is about the reasons why the UAE debt has been rising at an alarming rate.

Some good sources for statistics

• Finance.yahoo.com is perfect for business papers.
• Usa.gov/statistics is an easy-to-use governmental engine for searching data and stats.
• Unstats.un.org provides a massive collection of statistics published by UN organizations
• Oecd-ilibrary.org is the online library of the Organization for Economic Cooperation and Development (OECD), featuring its books, papers, and statistics and is a gateway to the OECD’s analysis and data.

🤯 Shocking Facts are Very Good Hooks for Essays

Very similar to a statistical hook, a fact can serve as a perfect engaging introduction. Search your field for some shocking phenomenon and gently insert it in the beginning.

Don’t forget to include a reliable source reinforcing your words!

Fact Hook Example in Economics

Nowadays, much attention is paid to the problem of shark finning around the world. Millions of sharks are killed annually for their fins, and many of them are dropped back to the ocean finless, where they die because of suffocation. In many countries, the idea of shark finning remains illegal and unethical, but the possibility of earning huge money cannot be ignored (Dell'Apa et al. 151). Regarding available technologies, market economies, trade relations, and cheap employment, it does not take much time to organize special trips for shark hunting. The Trade of shark fins is alive and well developed in countries like the United States and China. However, the number of people who are eager to try shark fin soup has considerably decreased during the last several years because of the popularity of anti-shark fin soup campaigns and laws supported worldwide (Mosbergen). The situation continues to change in China.

Daniel Stacey and Ross Kelly observed that long lines and a new gray market trend for bigger screen phones marked Apple's new iPhones debut. As expected, new phone models drew Apple fans outside retail stores (Stacey and Kelly). Global critics, however, noted that this year's lines were generally longer relative to previous periods mainly because of the developing gray market for Apple products. The new Apple's iPhones have larger screens than the previous models. Also, they boast of improved battery life, faster processors, and an enhanced camera. Tim Cook called them "mother of all upgrades" (Stacey and Kelly).

Sources to look for reliable facts:

• Buzzfeed.com – news, videos, quizzes.
• Cracked.com – a website full of funny stuff, like articles, videos, pictures, etc.
• Webmd.com – an incredible collection of medical facts you will love.
• Livescience.com – discoveries hitting on a broad range of fields.
• National Geographic – needs no introduction.
• Mental Floss answers life’s big questions, a compilation of fascinating facts and incredible stories.

🗣️ Dialogue as a Catchy Hook for Essays

Dialogue is another type of hooks that goes perfectly with pieces of literature and stories. It can even make your short essay stand out if you include it at the beginning. But don’t forget that it only concerns specific topics such as literature and history.

Here it is:

Dialogue Hook Example in Literature

– Why did you do it? – I don't know anymore… That's why I'm leaving for a little bit right now. I need time to think.

With these words, Anna stepped back into the train car and waved goodbye to Trevor. She couldn’t even find the right words to explain why she ran away on her wedding day. It wasn’t that she didn’t love Trevor, but there was this deep, natural, and unexplored feeling that told her it wasn’t time yet. But the only thing Anna realized was that the city made her sick. That day, she took off her wedding dress, bought a ticket on the next flight leaving that afternoon, and hopped on the train taking her to the airport. She couldn’t even remember the country’s name she was going to so blurry everything was from her tears.

Dialogue Hook for History Essay

– If we still had inquisition, we could probably set him on fire. – Some dark magic, indeed, my friend! It would have probably been a real dialogue if we knew who was the first automobile inventor for sure. People were undoubtedly shocked to see the cars moving by themselves without horses. However, since they started appearing around the globe around the same time, it is almost impossible to identify who was the original creator of the idea and the first automobile itself. The credit was usually given to Karl Benz from Germany, who created a gasoline car in 1885-1886. But there are also much earlier records of a gentleman named Nicolas-Joseph Cugnot, who built the first vehicle powered by steam in France in 1769.

🔮 A Story Looks Like an Extremely Good Essay Hook

A universal essay hook is a story. You can use this trick pretty much anywhere. The main challenge is to be as authentic as possible, try to tell something fresh and engaging. The more specific and narrow the story, the more chances for a successful introduction.

Story Hook Example for an Essay on Business

Dell started fast and strong. The original company was founded in 1984 when the founder was only a 19-year-old student at the University of Texas. Four years after the inception of the company, Michael Dell became the Entrepreneur of the Year. Eight years after he started the company from his dorm room's comfort, Dell was chosen as the Man of the Year by PC Magazine. […] The company was acknowledged as the world's leading direct marketer of personal computers. At the same time, Dell was known as one of the top five PC vendors on the planet (Hunger 9). […] However, the company's journey encountered a major hurdle down the road. Even after recovering from an economic recession in 2010, the company continued to experience declining sales.

🦚 Contradictory Statement – Queen of Good Hooks

Everybody loves to start an argument by contradicting some facts. Therefore, you simply need to add a controversial statement at the beginning of your essay. People of all ages and beliefs will not be able to stop reading it!

Challenging your readers works well for social sciences, business, and psychology topics.

Examples of contradictory statements essay hooks:

If you think being a manager is a calm and relatively easy task, try surviving on five cups of coffee, a sandwich, and two packs of cigarettes a day. You would rather believe that managers only walk around the office and give their staff orders, wouldn't you? Unfortunately, the reality is much harsher than such rainbowy dreams. 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. A whole set of personal qualities and professional skills must keep up with the successful strategic planning, assessment, and development. All the tasks the managers need to attend to are nerve-wracking and sometimes almost impossible to do. The stress from the demanding managerial position is often overlooked or underestimated.

Social sciences

Video games have been ruining our kids' lives and leading to an increase in crime. Since the gaming industry's development in recent years, the fear of its adverse effects on the younger generations' brains has become a significant concern. There is such a wide variety of games, ranging from educational to violent shooters and horrors. Almost immediately, caring parents jumped on the latter category, claiming that its impact is too significant and children become more aggressive and uncontrollable. Some supporters of this theory went even further. They decided to link real-life crimes to the effects of violent video games on child and adult behavior. However, as we will see later in this article, there is no or little scientific evidence supporting those ideas.

🔁 Vivid Comparison Essay Hook

Introducing your topic with an engaging, vivid comparison is a universal strategy. It is suitable for any kind of writing. The main idea is to grab your readers’ attention by showing them your unique perspective on the topic. Try to make the comparison amusing and exciting.

Comparison Essay Hook Options:

• Comparison with daily chores (e.g., Proofreading your essays is like cleaning your teeth.)
• Comparison with something everyone hates (e.g., Learning grammar is like going to the dentist.)
• Comparison with something everyone loves (e.g., John was happy like a child eating a free vanilla ice cream.)
• Comparison of modern and old-school phenomena (e.g., Modern email has much in common with pigeon post.)
• Funny comparison (e.g., Justin Bieber is the Michael Jackson of his time)

Check out examples:

Environment

For many people, flying feels like a dream come true. More and more people take their first-ever flight thanks to the rapidly developing aviation technologies. Aircraft and airports are advancing, and air traveling is getting cheaper. However, except for transporting eager travel addicted and business people, planes are used in other ways. It appears that the whole economies across the world depend on the effectiveness and efficiency of airlines. Import and export demand this kind of transportation to work at all times. Aviation development seems like a great thing. However, just like any other technological breakthrough, it comes with a price. Environmental issues did not wait too long to show up.

Social sciences/psychology

Leaving home for the first time as a freshman can only be compared to the level of stress you had in childhood when your mother left you in the line at the checkout for too long. Indeed, becoming a student and moving out of the parent's house comes with a great deal of stress. All the unknown that lies ahead makes youngsters too anxious. Then, the difficulties of financial planning and increased academic pressure come as additional sources of worries. However, it does not have to be such a negative experience. Particular techniques can help students overcome their stress related to the separation from their parents.

📄 Definitions = Easy & Good Hooks for Essays

Another versatile essay hook option is introducing a qualitative definition. Try to make it capacious, and don’t fall into verbal jungles. This narrative hook is perfect for short scientific papers where there is only one focus subject.

Business Ethics

White-collar crime refers to the peaceful offense committed with the intention of gaining unlawful monetary benefits. There are several white-collar crimes that can be executed. They include extortion, insider trading, money laundering, racketeering, securities fraud, and tax evasion. Enron Company was an American based energy company. It was the largest supplier of natural gas in America in the early 1990s. The company had a stunning performance in the 1990s. Despite the excellent performance, stakeholders of the company were concerned about the complexity of the financial statements. The company's management used the complex nature of the financial statements and the accounting standards' weaknesses to manipulate the financial records. The white-collar crime was characterized by inflating the asset values, overstating the reported cash flow, and failure to disclose the financial records' liabilities. This paper carries out an analysis of the Enron scandal as an example of white-collar crime as discussed in the video, The Smartest Guys in the Room.

Motivation is the act of influencing someone to take any action to achieve a particular goal (Montana& Chanov, 2008). Employees' motivation depends on the job's nature, the company's organizational culture, and personal characteristics. In this case study, various theories influence and show how employees can be motivated in the workplace.

📚 Metaphor Hook for Essays

Naturally, using a metaphor as a hook for your essay comes with some limitations. You should only use this type in literature and sometimes in psychology. However, it serves as a great attention grabber if it’s engaging enough.

Let’s see how you can use a metaphor:

When life gives you dirt, don't try to squeeze the juice out of it. It's better to leave it alone and let it dry out a bit. Kate decided to follow this philosophy since nothing else seemed to work. After the painful divorce process, last week's ridiculous work assignments and managing two kids alone almost drove her crazy. No polite discussions, arguing, or bribing helped take care of seemingly a million tasks these little women had to deal with. Even letting out the anger just like her phycologist recommended did not help much. Instead, Kate referred to the last remedy. She put all the issues aside with the hope that it would get better later.

The recipe is relatively easy – take a cup of self-respect, two cups of unconditional love, half a cup of good health, a pinch of new positive experiences, and mix it all for a perfect state of happiness! We all wish it would be possible, right? However, the mystery of this state of being happy is still unsolved. The concept and its perception considerably change depending on time and values. Happiness is so complicated that there is even no universal definition of it. Besides, humans are social creatures, so associating your level of success with others is not unusual. Therefore, being happy means achieving a certain level of several aspects.

🧩 Puzzle? Yes! Amazing Hook for Your Essay

Doesn’t a good riddle grab your attention? Sometimes you just want to find out the answer. The other times, you want to figure out how it is related to the topic. Such a hook would be great for writings on psychology and even economics or business.

Here are the examples:

How many Google office employees you need to destroy a box of fresh donuts? Google is indeed famous for some of the most accommodating and unique working places around the whole world. However, the success of the company does not only appear from treats for employees. It seems that the organizational culture has many effects on business decisions and overall performance. All the staff working in Google share the same visions and values, helping them cooperate and lead the company to success. However, there is one aspect to consider. The organizational culture needs to be adapted to the ever-changing business environment.

Who survives on dirt-like substance, is never joyful, and only returns to the cave to sleep? It sounds horrible, but the correct answer is human. Nowadays, the demands for any kind of workers are rising, which brings tremendous effects on people. As the number of duties increases, it is getting harder for employees not to chug on coffee and come back home in time for a family dinner. The work-life balance is disturbed, leading to anxiety, relationship issues, and even health problems. Social life appears to be as important as making money. Therefore, the correct distribution of time between personal life and work duties is necessary for happiness.

📢 Announcement Is Also a Good Essay Hook Option

Announcements could be suitable for literary pieces and historical essays.

Such a hook doesn’t have to be too long. It should be significant enough to persuade your readers to stick to your writing. Make sure it aligns with your topic as well.

Ways to use announcements as essay hooks:

It was a revolution! The Beatle's first song came out in 1962, and almost immediately, hordes of fans pledged their loyalty to this new band. Nearly all youngsters became obsessed with their music. No one can deny that the Beatles are still considered the creators of some of the best songs in history. However, the arrival of the British band influences culture as well. Many photos depict girls going crazy on live concerts and guys shaping their haircuts after the Beatles' members. The revolution that the band brought left an impact, evidence that we can still trace in modern British culture and music.

I will never go to Starbucks again! Oh, no, mind me. I love their coffee. At some point in my life, I even thought I had an addiction and had to ask my friends to watch my consumption of Pumpkin Spice Latte. Then, the wind of change turned everything upside down. On my usual Starbucks morning run, I noticed a homeless man holding a paper cup begging for money. At first, I didn't pay much attention since it's a usual occurrence in our area. However, one day, I recognized my old neighbor in him. The only cash I had on me, I usually spent on my cup of coffee, but I decided it was not much of a sacrifice. From that moment, I only showed up on that street to shove a few bucks into that poor guy's cup. One day, to my surprise, he talked to me.

ℹ️ Background Information Essay Hook

Last but not least, give background information on your subject to make a good intro. Such an essay hook is effortless and suitable for practically any paper. Try to find the most unobvious angle to the background information. At the same time, keep it short and substantive.

Here are the ways to use background information essay hooks:

Air Arabia is among the leading low-cost carriers in the global airline industry. The airline is mainly based at the Sharjah International Airport in the United Arab Emirates (UAE) (Air Arabia, 2012). The airline came into inception in 2003 after His Highness Dr. Sheik Mohammed Al Qassimi, the Ruler of Sharjah, issued an Emiri Decree. Later, Air Arabia was transformed into a limited liability company. For nearly a decade, Air Arabia has witnessed tremendous growth, resulting in increased fleet size and improved sales revenues. At the same time, Air Arabia has created a renowned brand that offers reliable and safe services (Dubai Media Incorporated, 2012). Air Arabia identifies itself as a low-cost carrier by providing low fares in the industry. Some of the key strengths of the airline include punctuality and safety. This aims to ensure that the airline serves its customers most efficiently by observing its safety requirements and adhering to the landing and takeoff schedules (De Kluyver, 2010).

Walmart was founded by Sam Walton in the Arkansas United States in 1962 as a grocery store. The company, which operates a chain of over 8,000 stores in fifteen countries, is estimated to employ over two million employees from diverse backgrounds. Wal-Mart was incorporated in 1969 and started trading in the New York Stock Exchange in 1972. […] Although the company can leave its consumers with a saving due to its low-price policy, it has faced some sharp criticisms over how it treats its employees and other stakeholders. Wal-Mart boasts of its ability to save its customers' money, an average of $950 per year. This, however, has been criticized as harming the community. Also, the feminists' activists have focused on Walmart's misconduct in offering low prices. (Fraedrich, Ferrell & Ferrell 440)

Now we won’t keep you for long. Let’s just go through simple points of essay hook writing.

Someone may think that you have to write your hook first. It comes first in the paper, right?

In reality, though, you can wait until your entire essay is nearly finished. Then go back and rewrite the very first paragraph. This way, you can have a fresh look at what you’ve written in the beginning.

Here’s a simple plan you can follow.

• First, write a basic version of your thesis statement.
• Then, provide supporting evidence for your thesis in every body paragraph.
• After that, reword your thesis statement and write your concluding paragraph.
• Finally, search for an attention-grabbing fact, statistic, or anything from the list above to serve as an engaging essay hook.

Add this essay hook to the beginning of your introduction. Make sure that your ideas still flow naturally into your thesis statement.

⚠️ Pro tip: choose various hooks and play around, adding each hook to your introduction paragraph. Like this, you can determine which one makes the most impressive beginning to your paper.

Some of your choices may sound interesting but may not lead to your essay’s main point. Don’t panic! Paper writing always involves trial and error. Just keep trying your essay hook ideas until one fits perfectly.

That’s it 😊

Good luck with your work!

🔗 References

• Hook – Examples and Definition of Hook
• How to Engage the Reader in the Opening Paragraph – BBC
• Hooks and Attention Grabbers; George Brown College Writing Centre
• Hook Examples and Definition; Literary Devices
• What Is a Narrative Hook? Video
• How to: Writing Hooks or Attention-Getting Openings-YouTube

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

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

Theme of Loneliness, Isolation, & Alienation in Literature with Examples

Humans are social creatures. Most of us enjoy communication and try to build relationships with others. It’s no wonder that the inability to be a part of society often leads to emotional turmoil.

World literature has numerous examples of characters who are disconnected from their loved ones or don’t fit into the social norms. Stories featuring themes of isolation and loneliness often describe a quest for happiness or explore the reasons behind these feelings.

In this article by Custom-Writing.org , we will:

• discuss isolation and loneliness in literary works;
• cite many excellent examples;
• provide relevant quotations.

🏝️ Isolation Theme in Literature

• 🏠 Theme of Loneliness
• 👽 Theme of Alienation
• Frankenstein
• The Metamorphosis
• Of Mice and Men
• ✍️ Essay Topics

🔍 References

Isolation is a state of being detached from other people, either physically or emotionally. It may have positive and negative connotations:

• In a positive sense, isolation can be a powerful source of creativity and independence.
• In negative terms , it can cause mental suffering and difficulties with interpersonal relationships.

Theme of Isolation and Loneliness: Difference

As you can see, isolation can be enjoyable in certain situations. That’s how it differs from loneliness : a negative state in which a person feels uncomfortable and emotionally down because of a lack of social interactions . In other words, isolated people are not necessarily lonely.

Isolation Theme Characteristics with Examples

Now, let’s examine isolation as a literary theme. It often appears in stories of different genres and has various shades of meaning. We’ll explain the different uses of this theme and provide examples from literature.

Forced vs. Voluntary Isolation in Literature

Isolation can be voluntary or happen for external reasons beyond the person’s control. The main difference lies in the agent who imposes isolation on the person:

• If someone decides to be alone and enjoys this state of solitude, it’s voluntary isolation . The poetry of Emily Dickinson is a prominent example.
• Forced isolation often acts as punishment and leads to detrimental emotional consequences. This form of isolation doesn’t depend on the character’s will, such as in Hawthorne’s The Scarlet Letter .

Physical vs. Emotional Isolation in Literature

Aside from forced and voluntary, isolation can be physical or emotional:

• Isolation at the physical level makes the character unable to reach out to other people, such as Robinson Crusoe being stranded on an island.
• Emotional isolation is an inner state of separation from other people. It also involves unwillingness or inability to build quality relationships. A great example is Holden Caulfield from The Catcher in the Rye .

These two forms are often interlinked, like in A Rose for Emily . The story’s titular character is isolated from the others both physically and emotionally .

Symbols of Isolation in Literature

In literary works dedicated to emotional isolation, authors often use physical artifacts as symbols. For example, the moors in Wuthering Heights or the room in The Yellow Wallpaper are means of the characters’ physical isolation. They also symbolize a much deeper divide between the protagonists and the people around them.

🏠 Theme of Loneliness in Literature

Loneliness is often used as a theme in stories of people unable to build relationships with others. Their state of mind always comes with sadness and a low self-esteem. Naturally, it causes profound emotional suffering.

We will examine how the theme of loneliness functions in literature. But first, let’s see how it differs from its positive counterpart: solitude.

Solitude vs. Loneliness: The Difference

Loneliness theme: history & examples.

The modern concept of loneliness is relatively new. It first emerged in the 16 th century and has undergone many transformations since then.

• The first formal mention of loneliness appeared in George Milton’s Paradise Lost in the 17 th century. There are also many references to loneliness in Shakespeare’s works.
• Later on, after the Industrial Revolution , the theme got more popular. During that time, people started moving to large cities. As a result, they were losing bonds with their families and hometowns. Illustrative examples of that period are Gothic novels and the works of Charles Dickens .
• According to The New Yorker , the 20 th century witnessed a broad spread of loneliness due to the rise of Capitalism. Philosophers Jean-Paul Sartre and Albert Camus explored existential loneliness, influencing numerous authors. The absurdist writings of Kafka and Beckett also played an essential role in reflecting the isolation felt by people in Capitalist societies. Sylvia Plath has masterfully explored mental health struggles related to this condition in The Bell Jar (you can learn more about it in our The Bell Jar analysis .)

👽 Theme of Alienation in Literature

Another facet of being alone that is often explored in literature is alienation . Let’s see how this concept differs from those we discussed previously.

Alienation vs. Loneliness: Difference

While loneliness is more about being on your own and lacking connection, alienation means involuntary estrangement and a lack of sympathy from society. In other words, alienated people don’t fit their community, thus lacking a sense of belonging.

Isolation vs. Alienation: The Difference

Theme of alienation vs. identity in literature.

There is a prominent connection between alienation and a loss of identity. It often results from a character’s self-search in a hostile society with alien ideas and values. These characters often differ from the dominant majority, so the community treats them negatively. Such is the case with Mrs. Dalloway from Woolf’s eponymous novel.

Writers with unique, non-conforming identity are often alienated during their lifetime. Their distinct mindset sets them apart from their social circle. Naturally, it creates discomfort and relationship problems. These experiences are often reflected in their works, such as in James Joyce’s semi-autobiographical A Portrait of the Artist as a Young Man .

Alienation in Modernism

Alienation as a theme is mainly associated with Modernism . It’s not surprising, considering that the 20 th century witnessed fundamental changes in people’s lifestyle. Capitalism and the Industrial Revolution couldn’t help eroding the quality of human bonding and the depth of relationships.

It’s also vital to mention that the two World Wars introduced even greater changes in human relationships. People got more locked up emotionally in order to withstand the war trauma and avoid further turmoil. Consequently, the theme of alienation and comradeship found reflection in the works of Ernest Hemingway , Erich Maria Remarque , Norman Mailer, and Rebecca West, among others.

📚 Books about Loneliness and Isolation: Quotes & Examples

Loneliness and isolation themes are featured prominently in many of the world’s greatest literary works. Here we’ll analyze several well-known examples: Frankenstein, Of Mice and Men, and The Metamorphosis.

Theme of Isolation & Alienation in Frankenstein

Mary Shelley’s novel Frankenstein is among the earliest depictions of loneliness in modern literature. It shows the depth of emotional suffering that alienation can impose.

Victor Frankenstein , a talented scientist, creates a monster from the human body parts. The monster becomes the loneliest creature in the world. Seeing that his master hates him and wouldn’t become his friend, he ruined everything Victor held dear. He was driven by revenge, trying to drive him into the same despair.

The novel contains many references to emotional and physical alienation. It also explores the distinction between voluntary and involuntary isolation:

• The monster is involuntarily driven into an emotionally devastating state of alienation.
• Victor imposes voluntary isolation on himself after witnessing the crimes of his creature.

To learn more about the representation of loneliness and isolation in the novel, check out our article on themes in Frankenstein .

Frankenstein Quotes about Isolation

Here are a couple of quotes from Frankenstein directly related to the theme of isolation and loneliness:

How slowly the time passes here, encompassed as I am by frost and snow…I have one want which I have never yet been able to satisfy and the absence of the object of which I now feel as a most severe evil. I have no friend. Frankenstein , Letter 2

In this quote, Walton expresses his loneliness and desire for company. He uses frost and snow as symbols to refer to his isolation. Perhaps a heart-warming relationship could melt the ice surrounding him.

I believed myself totally unfitted for the company of strangers. Frankenstein , Chapter 3

This quote is related to Victor’s inability to make friends and function as a regular member of society. He also misses his friends and relatives in Ingolstadt, which causes him further discomfort.

I, who had ever been surrounded by amiable companions, continually engaged in endeavouring to bestow mutual pleasure—I was now alone. Frankenstein , Chapter 3

In this quote, Victor shares his fear of loneliness. As a person who used to spend most of his time in social activity among people, Victor feared the solitude that awaited him in Ingolstadt.

Isolation & Alienation in The Metamorphosis

The Metamorphosis is an enigmatic masterpiece by Franz Kafka, telling a story of a young man Gregor. He is alienated at work and home by his demanding, disrespectful family. He lacks deep, rewarding relationships in his life. As a result, he feels profound loneliness.

Gregor’s family isolates him both as a human and an insect, refusing to recognize his personhood. Gregor’s stay in confinement is also a reflection of his broader alienation from society, resulting from his self-perception as a parasite.  To learn more about it, feel free to read our article on themes in The Metamorphosis .

The Metamorphosis: Isolation Quotes

Let’s analyze several quotes from The Metamorphosis to see how Kafka approached the theme of isolation.

The upset of doing business is much worse than the actual business in the home office, and, besides, I’ve got the torture of traveling, worrying about changing trains, eating miserable food at all hours, constantly seeing new faces, no relationships that last or get more intimate. The Metamorphosis , Part 1

In this fragment, Gregor’s lifestyle is described with a couple of strokes. It shows that he lived an empty, superficial life without meaningful relationships.

Well, leaving out the fact that the doors were locked, should he really call for help? In spite of all his miseries, he could not repress a smile at this thought. The Metamorphosis , Part 1

This quote shows how Gregor feels isolated even before anyone else can see him as an insect. He knows that being different will inevitably affect his life and his relationships with his family. So, he prefers to confine himself to voluntary isolation instead of seeking help.

He thought back on his family with deep emotion and love. His conviction that he would have to disappear was, if possible, even firmer than his sister’s. The Metamorphosis , Part 3

This final paragraph of Kafka’s story reveals the human nature of Gregor. It also shows the depth of his suffering in isolation after turning into a vermin. He reconciles with his metamorphosis and agrees to disappear from this world. Eventually, he vanishes from his family’s troubled memories.

Theme of Loneliness in Of Mice and Men

Of Mice and Men is a touching novella by John Steinbeck examining the intricacies of laborers’ relationships on a ranch. It’s a snapshot of class and race relations that delves into the depths of human loneliness. Steinbeck shows how this feeling makes people mean, reckless, and cold.

Many characters in this story suffer from being alienated from the community:

• Crooks is ostracized because of his race, living in a separate shabby house as a misfit.
• George also suffers from forced alienation because he takes care of the mentally disabled Lennie.
• Curley’s wife is another character suffering from loneliness. This feeling drives her to despair. She seeks the warmth of human relationships in the hands of Lennie, which causes her accidental death.

Isolation Quotes: Of Mice and Men

Now, let’s analyze a couple of quotes from Of Mice and Men to see how the author approached the theme of loneliness.

Guys like us who work on ranches are the loneliest guys in the world, they ain’t got no family, they don’t belong no place. Of Mice and Men , Section 1

In this quote, Steinbeck describes several dimensions of isolation suffered by his characters:

• They are physically isolated , working on large farms where they may not meet a single person for weeks.
• They have no chances for social communication and relationship building, thus remaining emotionally isolated without a life partner.
• They can’t develop a sense of belonging to the place where they work; it’s another person’s property.

Candy looked for help from face to face. Of Mice and Men , Section 3

Candy’s loneliness on the ranch becomes highly pronounced during his conflict with Carlson. The reason is that he is an old man afraid of being “disposed of.” The episode is an in-depth look into a society that doesn’t cherish human relationships, focusing only on a person’s practical utility. 

I never get to talk to nobody. I get awful lonely. Of Mice and Men , Chapter 5

This quote expresses the depth of Curley’s wife’s loneliness. She doesn’t have anyone with whom she would be able to talk, aside from her husband. Curley is also not an appropriate companion, as he treats his wife rudely and carelessly. As a result of her loneliness, she falls into deeper frustration.

✍️ Essay on Loneliness and Isolation: Topics & Ideas

If you’ve got a task to write an essay about loneliness and isolation, it’s vital to pick the right topic. You can explore how these feelings are covered in literature or focus on their real-life manifestations. Here are some excellent topic suggestions for your inspiration:

• Cross-national comparisons of people’s experience of loneliness and isolation.
• Social isolation, loneliness, and all-cause mortality among the elderly.
• Public health consequences of extended social isolation .
• Impact of social isolation on young people’s mental health during the COVID-19 pandemic.
• Connections between social isolation and depression.
• Interventions for reducing social isolation and loneliness among older people.
• Loneliness and social isolation among rural area residents.
• The effect of social distancing rules on perceived loneliness.
• How does social isolation affect older people’s functional status?
• Video calls as a measure for reducing social isolation.
• Isolation, loneliness, and otherness in Frankenstein .
• The unique combination of addiction and isolation in Frankenstein .
• Exploration of solitude in Hernan Diaz’ In the Distance .
•  Artificial isolation and voluntary seclusion in Against Nature .
• Different layers of isolation in George Eliot’s Silas Marner .
• Celebration of self-imposed solitude in Emily Dickinson’s works.
• Buddhist aesthetics of solitude in Stephen Batchelor’s The Art of Solitude .
• Loneliness of childhood in Charles Dickens’s works.
• Moby-Dick : Loneliness in the struggle.
• Medieval literature about loneliness and social isolation.

Now you know everything about the themes of isolation, loneliness, and alienation in fiction and can correctly identify and interpret them. What is your favorite literary work focusing on any of these themes? Tell us in the comments!

❓ Themes of Loneliness and Isolation FAQs

Isolation is a popular theme in poetry. The speakers in such poems often reflect on their separation from others or being away from their loved ones. Metaphorically, isolation may mean hiding unshared emotions. The magnitude of the feeling can vary from light blues to depression.

In his masterpiece Of Mice and Men , John Steinbeck presents loneliness in many tragic ways. The most alienated characters in the book are Candy, Crooks, and Curley’s wife. Most of them were eventually destroyed by the negative consequences of their loneliness.

The Catcher in the Rye uses many symbols as manifestations of Holden’s loneliness. One prominent example is an image of his dead brother Allie. He’s the person Holden wants to bond with but can’t because he is gone. Holden also perceives other people as phony or corny, thus separating himself from his peers.

Beloved is a work about the deeply entrenched trauma of slavery that finds its manifestation in later generations. Characters of Beloved prefer self-isolation and alienation from others to avoid emotional pain.

In Aldous Huxley’s Brave New World , all people must conform to society’s rules to be accepted. Those who don’t fit in that established order and feel their individuality are erased from society.

• What Is Solitude?: Psychology Today
• Loneliness in Literature: Springer Link
• What Literature and Language Tell Us about the History of Loneliness: Scroll.in
• On Isolation and Literature: The Millions
• 10 Books About Loneliness: Publishers Weekly
• Alienation: Stanford Encyclopedia of Philosophy
• Isolation and Revenge: Where Victor Frankenstein Went Wrong: University of Nebraska-Lincoln
• On Isolation: Gale
• Top 10 Books About Loneliness: The Guardian
• Emily Dickinson and the Creative “Solitude of Space:” Psyche
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Loneliness in “Catcher in the Rye”

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Essay about Loneliness

Although we live in the XXI century and it seems like millions of people are around, we can suddenly become stricken with a sharp pain of loneliness . But it is important to understand the difference between so close notions as “loneliness” and “being alone” . To be alone means to have no company at the moment, while the meaning of the “loneliness” lies in the fact that it can happen to you anytime, no matter where you are. You can feel lonely even if you are in the middle of one million people crowd, when you are hanging out with your friends or spending time with you family members. Being alone is a fleeting transient notion, while loneliness is one of the harshest feelings people can feel and suffer from. The problem is that loneliness can become a cause of such terrible actions, as suicide, falling into depression or even trying to hurt close people or strangers.

The other harmful side of the problem of loneliness is that it is easy to get into it, but very hard to get rid of. It is especially difficult to lose in case if it has already progressed into deep depression . It is possible to use the drug therapy, but it is not usually effective, if the cause of the depression doesn’t have hormonal or chemical nature.

To my mind, the most effective loneliness treatment is not being indifferent . Medicine is good, but warm words can heal even the most broken and lonely souls. Just look around and see if somebody is longing for your help? Perhaps it’s not that obvious, but the deathly-still scream can be heard only by the most attentive and kind-hearted people.

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• Open access
• Published: 03 June 2024

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

• Wenchao Li 1 &
• Haitao Liu 2  

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

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• Language and linguistics

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

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Conventional machine learning technology in aes.

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

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

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

Deep learning technology in AES

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

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

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

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

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

我-送了-他-一本-书

Wǒ-sòngle-tā-yī běn-shū

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

“I gave him a book.”

Agglutinative

彼-に-本-を-あげ-まし-た

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

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

Inflectional

give, give-s, gave, given, giving

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

足-が 棒-に なり-ました

Ashi-ga bo-ni nar-mashita

leg- nom stick- dat become- past

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

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

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

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

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

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

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

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

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

The research questions addressed in this study are as follows:

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

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

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

Methodology

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

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

Measures of writing proficiency for nonnative Japanese

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

食べ-させ-られ-まし-た-か

tabe-sase-rare-mashi-ta-ka

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Criteria (output indicator)

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

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

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

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

Moving average type-token ratio.

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

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

Mean length of clause.

Verb phrases per T-unit.

Clauses per T-unit.

Dependent clauses per T-unit.

Complex nominals per clause.

Adverbial clauses per clause.

Coordinate phrases per clause.

Mean dependency distance.

Synonym overlap paragraph (topic and keywords).

Word2vec cosine similarity.

Connectives per essay.

Conjunctions per essay.

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

Number of errors per essay.

Japanese essay text

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

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

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

Statistical analysis

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

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

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

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

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

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

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

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

Step 1: Construct a weight matrix W as follows:

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

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

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

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

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

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

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

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

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

Results and discussion

Annotation reliability of the llm.

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

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

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

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

Inter-annotator agreement (human–human annotator agreement)

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

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

Agreement of annotation outcomes between human and LLM

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

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

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

Reliability of LLM-driven AES scoring

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

Reliability of LLM-driven AES discriminating proficiency levels

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

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

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

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

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

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

Prompt strategy

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

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

PRMSE scores of the 18 AES models.

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

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

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

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

Data availability

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

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

SPOT is a specific component of the TTBJ test.

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

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

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

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

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

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

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

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

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

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

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