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Discussion essays Considering both sides of the argument

Discussion essays are a common form of academic writing. This page gives information on what a discussion essay is and how to structure this type of essay. Some vocabulary for discussion essays is also given, and there is an example discussion essay on the topic of studying overseas.

What are discussion essays?

Many essay titles require you to examine both sides of a situation and to conclude by saying which side you favour. These are known as discussion or for and against essays. In this sense, the academic meaning of the word discuss is similar to its everyday meaning, of two people talking about a topic from different sides. For a discussion essay, a balanced view is normally essential. This makes discussion essays distinct from persuasion essays , for which only one side of the argument is given. When writing a discussion essay, it is important to ensure that facts and opinions are clearly separated. Often you will examine what other people have already said on the same subject and include this information using paraphrasing and summarising skills, as well as correct citations .

The following are examples of discussion essay topics.

  • Examine the arguments for and against capital punishment.
  • Schools should teach children not only academic subjects but also important life skills. Discuss.
  • What are the advantages and disadvantages of technology in the classroom?

Although the structure of a discussion essay may vary according to length and subject, there are several components which most discussion essays have in common. In addition to general statements and thesis statement which all good essay introductions contain, the position of the writer will often be stated, along with relevant definitions . The main body will examine arguments for (in one or more paragraphs) and arguments against (also in one or more paragraphs). The conclusion will contain a summary of the main points, and will often conclude with recommendations , based on what you think are the most important ideas in the essay. The conclusion may also contain your opinion on the topic, also based on the preceding evidence.

An overview of this structure is given in the diagram below.

Discussion vocabulary

When summarising the stages in a discussion or in presenting your arguments, it can be useful to mark the order of the items or degrees of importance. The following words and phrases can be used.

  • First..., First of all..., The most important...
  • Second..., In the second place...
  • Finally..., Lastly...

The following can be used when introducing your opinion.

  • There is no doubt that...
  • I believe that...
  • One of the main arguments in favour of/against X is that...

It is important in English writing, including academic writing, to use synonyms rather than repeating the same word. The following are useful synonyms for 'advantage' and 'disadvantage'.

  • advantage: benefit, a positive aspect/feature, pro (informal)
  • disadvantage: drawback, a negative aspect/feature, con (informal)

Example essay

Below is an example discussion essay. Click on the different areas (in the shaded boxes to the right) to highlight the different structural aspects in this essay.

Title: An increasing number of students are going overseas for tertiary education. To what extent does this overseas study benefit the students?

Most people spend around fifteen years of their life in education, from primary school to university study. In the past, students only had the opportunity to study in their own country. Nowadays, however, it is increasingly easy to study overseas, especially at tertiary level. Tertiary education, also called post-secondary education, is the period of study spent at university. As the final aspect of schooling before a person begins their working life, it is arguably the most important stage of their education. While there are some undoubted benefits of this trend, such as the language environment and improved employment prospects , there is also a significant disadvantage, namely the high cost . The first and most important advantage of overseas study is the language learning environment. Students studying overseas will not only have to cope with the local language for their study, but will also have to use it outside the classroom for their everyday life. These factors should make it relatively easy for such students to advance their language abilities. Another important benefit is employability. Increasing globalisation means that there are more multinational companies setting up offices in all major countries. These companies will need employees who have a variety of skills, including the fluency in more than one language. Students who have studied abroad should find it much easier to obtain a job in this kind of company. There are, however, some disadvantages to overseas study which must be considered, the most notable of which is the expense. In addition to the cost of travel, which in itself is not inconsiderable, overseas students are required to pay tuition fees which are usually much higher than those of local students. Added to this is the cost of living, which is often much higher than in the students' own country. Although scholarships may be available for overseas students, there are usually very few of these, most of which will only cover a fraction of the cost. Overseas study therefore constitutes a considerable expense. In summary, studying abroad has some clear advantages, including the language environment and increased chances of employment , in addition to the main drawback, the heavy financial burden . I believe that this experience is worthwhile for those students whose families can readily afford the expense. Students without such strong financial support should consider carefully whether the high cost outweighs the benefits to be gained.

Academic Writing Genres

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Below is a checklist for discussion essays. Use it to check your own writing, or get a peer (another student) to help you.

Bailey, S. (2000). Academic Writing. Abingdon: RoutledgeFalmer

Cox, K. and D. Hill (2004). EAP now! Frenchs Forest: Pearson Education Australia

Jordan, R.R. (1999). Academic Writing Course. Cambridge: CUP

Roberts R., J. Gokanda, & A. Preshous (2004). IELTS Foundation. Oxford: Macmillian

Next section

Find out how to write persuasion essays in the next section.

Previous section

Go back to the previous section about different essay types .

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Author: Sheldon Smith    ‖    Last modified: 16 January 2022.

Sheldon Smith is the founder and editor of EAPFoundation.com. He has been teaching English for Academic Purposes since 2004. Find out more about him in the about section and connect with him on Twitter , Facebook and LinkedIn .

Compare & contrast essays examine the similarities of two or more objects, and the differences.

Cause & effect essays consider the reasons (or causes) for something, then discuss the results (or effects).

Discussion essays require you to examine both sides of a situation and to conclude by saying which side you favour.

Problem-solution essays are a sub-type of SPSE essays (Situation, Problem, Solution, Evaluation).

Transition signals are useful in achieving good cohesion and coherence in your writing.

Reporting verbs are used to link your in-text citations to the information cited.

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IELTS Discussion Essays [Discuss Both Views/Sides]

Posted by David S. Wills | Jun 14, 2021 | IELTS Tips , Writing | 3

IELTS Discussion Essays [Discuss Both Views/Sides]

In this lesson, I’m going to explain what an IELTS discussion essay is and how you can write a good one. I will talk about structure and content, as well as looking briefly at discussion essay thesis statements, which many people find tricky. I’ve also written a sample essay, which you can find at the bottom of this page.

What is a Discussion Essay?

As the name suggests, a discussion essay is an essay that discusses things! More specifically, it is a type of IELTS writing task 2 essay that requires you to look at two different points of view . You can easily recognise these essays by the following phrase:

Discuss both views and give your opinion.

Sometimes it is phrased a little differently. It might say:

Discuss both sides and give your opinion
Discuss both points view and give your opinion

The important thing is that these all mean the same. When you see any of these, you know that you need to write a discussion essay. Importantly, this instruction tells you that you need to do two things:

  • Discuss both views (there will have been 2 views mentioned in the previous sentence(s))
  • Give your opinion (i.e. state which view you agree with)

If you failed to do either of these things, you would not have satisfied the basic criteria for Task Achievement .

Example Discussion Essay Questions

Here is a list of 5 discussion essay questions either from the IELTS exam, reportedly from the IELTS exam, or from reputable publications that have copied the IELTS question style. (Not that you absolutely should avoid fake IELTS questions when practising.)

Some people say that parents should encourage their children to take part in organised group activities in their free time. Others say that is important for children to learn how to occupy themselves on their own. Discuss both views and give your own opinion.
Some people prefer to spend their lives doing the same things and avoiding change. Others, however, think that change is always a good thing. Discuss both views and give your opinion.
Some people feel that manufacturers and supermarkets have the responsibility to reduce the amount of packaging of goods. Others argue that customers should avoid buying goods with a lot of packaging. Discuss both views and give your opinion.
Some people believe that higher education should be funded by the government. Others, however, argue that it is the responsibility of individuals to fund their higher education. Discuss both views and give your opinion.
Some people believe that it is important for children to attend extra classes outside school, while others believe that they should be allowed to play after school. Discuss both views and give your own opinion.

You can see in these questions that there is a similar pattern. In each case, the question phrase (“Discuss both views and give your own opinion”) is the same and in the previous sentence or sentences, there are two opposing views. This, then, makes “discuss both views” questions a sort of opinion essay .

How to Answer IELTS Discussion Questions

First of all, it is important when answering any IELTS task 2 question that you read the question carefully so that you understand it, then provide an answer that directly responds to the question, following its instructions carefully.

As discussed above, you are required to do two things: 1) Discuss both views, and 2) Give your own opinion. You absolutely must do both of those. It doesn’t really matter what your opinion is or whether you give equal weighting to both sides of the argument. Instead, you must cover both sides and also give some sort of opinion. (It is important, though, according to the marking rubric , that you are consistent in your opinion.)

Your answer of course should be structured carefully so as to present your ideas in a thoroughly logical way that is easy for your reader to interpret. I almost always use a four-paragraph structure in my essays, but some people prefer to use five paragraphs in this sort of essay. The difference would look like this:

You might be wondering why I have given my opinion in the body of the five-paragraph essay but not in the four-paragraph essay. Well, actually I would give my opinion in the body of both. However, my opinion would be more subtly woven into the text of the four-paragraph essay. I personally find this to be a better method, but it is equally possible that you could write an amazing five-paragraph essay. That issue is discussed further in this video:

Discussion Essay Thesis Statement

In academic writing, a thesis statement (sometimes called an essay outline ) is the part of the essay where you insert your opinion. It typically comes at the end of the introduction and guides the reader by explaining your opinion on the issues that have been introduced.

But do you really need to provide one in such a short essay? Well, a 2018 study into successful IELTS essays concluded that thesis statements were “obligatory” – i.e. you absolutely do need one. In fact, that study found that thesis statements appeared in 100% of successful IELTS discussion essays! Therefore, we can conclude they are very important.

Because a discussion essay will tell you to “Discuss both views and give your opinion,” you must introduce the two views and then give your opinion in the introduction. Here is an example:

Introductory paragraph:

In some parts of the world, children are forced to go to cram schools and other facilities of extracurricular learning, but many people believe that this is unfair and that they should be allowed to enjoy their free time instead. This essay will look at both perspectives and then conclude that it is indeed unfair.

My first sentence clearly introduces two different ideas:

  • Children should do extra classes
  • Children should not do extra classes

Note how I have successfully used synonyms to avoid repeating anything from the question. I have also framed the issue in a new way so that I am not just paraphrasing. (You can learn why paraphrasing is not always helpful here .)

My second sentence is the thesis statement. In this sentence, I outline what the essay will do (“look at both perspectives”) and then give my opinion (“it is unfair”). This is a simple but effective thesis statement.

Thesis Statement Advice

Your IELTS discussion essay thesis statement should do two things:

  • Tell the reader what the essay will do
  • Present your opinion

Because this is a formal essay, it is best not to be too personal. Instead of saying “I will…” or “I think…” it is better to say “This essay will…” Here are some simple templates that you can follow most of the time:

  • This essay will look at both sides and then argue that…
  • This essay will discuss both views but ultimately side with…

Just make sure to avoid being overly vague. You are required to give your opinion consistently throughout the essay, so don’t say “This essay will look at both sides and then give my opinion .” It is not really the best approach because the examiner wants to see that you can be consistent in presenting an opinion. That is clearly stated in the marking rubric. For band 7, it says:

  • presents a clear position throughout the response

It could be concluded, then, that your opinion is not clear from the start and so you have not done enough to warrant a band 7 for Task Achievement.

Body Paragraphs

As I mentioned above, there are really two main approaches you could take to the body paragraphs:

  • Discuss one view per paragraph and incorporate your opinion into each.
  • Discuss one view per paragraph and then have another for your opinion.

I suppose there is also a third option:

  • Compare and contrast the two viewpoints in each paragraph.

This last one may be a little harder to do successfully without jeopardising your score for Task Achievement or Coherence and Cohesion , but advanced candidates may find it useful.

Remember that there is no single perfect formula for an IELTS essay. That’s not how languages work and that’s not how IELTS works. Different people could come up with different ways to present a successful essay. The most common essay structures are mere guidelines for particularly useful methods of approaching an essay.

discussion essay phrases

Does a Discussion Essay Have to be Balanced?

Because the question says “Discuss both views,” it is quite logical to think that you must provide some degree of balance, but you certainly don’t need to give equal weighting to both sides. Remember that you are also going to give your opinion, so if you come down strongly on one side of the issue, it might be odd to give equal attention to both.

If you do feel very strongly about one side, you might want to present your discussion of the other side as quite negative. However, IELTS is a thinking exam as well as an English exam and an intelligent person can always look at both sides of an issue and explain – at the very least – why someone might believe a thing that is different to his own view. This seems quite important, but there is nothing explicitly mentioned in the marking rubric.

I would suggest that if you think a two-sided issue is basically one-sided (i.e. you strongly disagree with the other view), you should still write one or two sentences about why people believe that and then devote the rest of your essay to disputing their view.

Another approach is to write BP1 as a very short paragraph that explains why people might think one thing, but then have BP2 as a very long paragraph that debunks the opposing view and then explains why the other is correct.

(You can read more about IELTS essays and balance here .)

Sample Answer

Here is my full sample answer to the above question about whether or not children should be made to do extracurricular activities:

In some parts of the world, children are forced to go to cram schools and other facilities of extracurricular learning, but many people believe that this is unfair and that they should be allowed to enjoy their free time instead. This essay will look at both perspectives and then conclude that it is indeed unfair. In countries like South Korea, most children are made to go to an array of cram schools outside of regular school hours. Their parents do this in order to give their child a better future because it helps the child to learn more and thus gives them the academic advantages needed to apply to the best universities or jobs in future. These schools often provide children with an advantage over their peers because they improve their foreign language or math skills more quickly, and thus the children who do not attend these schools might have comparatively poor grades. However, whilst this attitude may result in better academic performance, it is certainly not good for the mental health of these children. It is no coincidence that places like South Korea have the highest rates of suicide among their young populations. The fact is that children are not equipped to spend fourteen or sixteen hours per day in classrooms, memorising facts and figures. In a sense, it is a form of child abuse. Children should be allowed to go home and spend time with friends and family to build social skills. They should be allowed to occupy themselves in order to become more creative and learn how to understand their own mind instead of being trained to repeat what they are told. In conclusion, it is understandable that some parents want their children to go to extra classes, but this is damaging to children and they should be given the freedom to play and socialise outside of regular school hours.

In BP1, I have looked at the topic of cram schools (ie the side of the argument in favour of extra lessons). I explored why parents might want their kids to do this and show the supposed benefits. Note that I never embraced any of these benefits. I was careful to use language that distanced these ideas from my own opinion, which was the opposite, so I said “Their parents do this in order to…”

In BP2, I looked at the opposite side. I was careful to make sure that my first sentence linked to the previous paragraph, highlighting that the benefits are quite minor compared to the drawbacks. All of my sentences here justify my position, which is that it is cruel to force these extra lessons on children.

My conclusion ties all of this together. The first clause references BP1 and the second summarises the main argument in BP2.

You can find two more sample essays here:

  • A discussion essay about sports facilities
  • A discussion essay about sports abilities

About The Author

David S. Wills

David S. Wills

David S. Wills is the author of Scientologist! William S. Burroughs and the 'Weird Cult' and the founder/editor of Beatdom literary journal. He lives and works in rural Cambodia and loves to travel. He has worked as an IELTS tutor since 2010, has completed both TEFL and CELTA courses, and has a certificate from Cambridge for Teaching Writing. David has worked in many different countries, and for several years designed a writing course for the University of Worcester. In 2018, he wrote the popular IELTS handbook, Grammar for IELTS Writing and he has since written two other books about IELTS. His other IELTS website is called IELTS Teaching.

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DIRWAN

It is sometimes debatable whether asking children to get extra education after school or letting them play that is actually beneficial for them. Even though both viewpoints have benefits and drawbacks but I believe ,in the childhood age, children have to take rough and discipline education after school to be succeed in the future.

To begin with, many educational experts believe that playing is one of the essential aspects that have to be gotten by children to grow and happy. By using the playing approach, children can have a good mental and psychic health. Besides, letting children play after school can also support them to increase their emotional stimuli and get a positive social interaction. With this way, experts believe children can grow as a better adult in the future and have a freedom to get a better life in the upcoming times.

However, I completely contra with the first idea because I believe childhood is a better time to train children about academic or other skills that benefits them in the future. Based on scientific journal that I read, the ability of children in learning new things are more spectacular compared to adults. A lot of artists, scientist, and even football player who currently becoming a superstar in this era is a string of process that is began since their in the childhood. For instance, nowadays, I am working in the field of election supervision, it because since in my childhood my father love to force me learning about social and political issues by getting additional class. Thus, making children to get extra class after school is an appropriate preference if parents desire to see their son getting a good future.

To conclude, based on experts children have to get a freedom to play after schools but in my viewpoint it will be more advantages if they utilize the playing time with joining additional class after school.

tufail khan

VERY GOOD MR DIRWAN But actually you mixed both of the ideas , you need to take one side for this sort of essay writting, as it is mentioned in the above instruction. By the way WELL DONE . love from Pakistan to my sweet brother.

Daisey Lachut

I have not checked in here for some time because I thought it was getting boring, but the last few posts are really great quality so I guess I’ll add you back to my everyday bloglist. You deserve it my friend. ??

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How To Plan & Write IELTS Discussion Essays

Students can find it difficult to identify IELTS discussion essays and often confuse them with either opinion essays or advantage and disadvantage essays.

This is one of the issues I’ll be covering in this lesson. I’m also going to show you how to plan and write discussion essays step-by-step.

Here’s what we’ll be covering:

  • Identifying IELTS discussion essays 
  • 3 Common mistakes
  • Essay structure
  • How to plan
  • How to write an introduction
  • How to write main body paragraphs
  • How to write a conclusion

Want to watch and listen to this lesson?

Click on this video.

Click the links to see lessons on each of these Task 2 essay writing topics. 

Once you understand the process, practice on past questions. Take your time at first and gradually speed up until you can plan and write an essay of at least 250 words in the 40 minutes allowed in the exam.

The Question

The first part of the question for an IELTS discussion essay will be a statement containing two opposing views.

You will then be asked to discuss both sides of the argument and give your own opinion. Here is some typical wording that might be used:

  • Discuss both views and give your opinion. 
  • Discuss both these views and then give your own opinion. 
  • Discuss both sides of this argument and give your own opinion.

Here's a question from a past test paper.

Some people think that zoos are cruel and should be closed down. Others, however, believe that zoos can be useful in protecting wild animals.

Discuss both views and give your opinion.

Give reasons for your answer and include any relevant examples from your own knowledge or experience.

Write at least 250 words.

I’ll be using this question to guide you through the process of planning and writing an IELTS discussion essay.

The key to identifying this type of question is the fact that you are required to discuss BOTH views. This is different to opinion questions where you must decide between two opposing views and make an argument to support your own opinion.

Opinion essays , also known as ‘agree or disagree’ essays, a generally worded in one of these ways:

What is your opinion? / Do you agree or disagree? / To what extent do you agree or disagree?

The other essay type that students mistake for discussion essays is advantages and disadvantages essays . With these, the statement will contain just one view and the question will typically be written as shown in this sample question.

School children are using computers in school more than ever.

Discuss the advantages and disadvantages of this and give your own opinion.

The consequence of incorrectly identifying the question type is that you will use the wrong structure for your essay. This is a major reason why people make the mistakes we’ll now look at.

3 Common Mistakes

These three errors are common in IELTS discussion essays.

  • Not stating your opinion.
  • Not giving arguments for both views.
  • Not developing both sides of the argument equally.

The most common mistake that students make is not giving their opinion. The question will clearly state that you must choose one side of the argument to agree with. If you fail to do this, you will get a low score for task achievement.

It doesn’t matter which side of the argument you take or even, that you actually agree with it.

However, you must give equal attention to both sides. A common error is to provide a stronger argument for the view you favour. This leads to an unbalanced essay and a low score for task achievement. 

Essay Structure

Now let’s look at a simple structure you can use to write IELTS discussion essays. It’s not the only possible structure but it’s the one I recommend because it’s easy to learn and will enable you to quickly plan and write a high-level essay.

1)  Introduction

  • Paraphrase the question
  • State two supporting reasons
  • Give your opinion

  2)  Main body paragraph 1

  • Topic sentence – outline the view you don’t agree with
  • Explanation – explain why this view is held by some people
  • Example – give an example

 3 )  Main body paragraph 2

  • Topic sentence – outline the view you do agree with

  4)  Conclusion

  • Summarise the key points and state your opinion

This structure will give us a well-balanced essay with 4 paragraphs.

We now need some ideas to add into the structure and we’ll have everything we need for our essay.

How To Plan IELTS Discussion Essays

# 1  analyse the question.

This is an essential step in the planning process and will ensure that you answer the question fully. It’s quick and easy to do. You just need to identify 3 different types of words:

1. Topic words

2.  Other keywords

3.  Instruction words

We’ve already considered the instruction words (the actual question) so we’ll focus on the first two.

Topics words are the ones that identify the general subject of the question.

Some people think that zoos  are cruel and should be closed down. Others, however, believe that  zoos  can be useful in protecting wild animals.

So, this question is about ‘ zoos ’.

Many people do this first step of the process and then write about the topic in general. This is a serious mistake and leads to low marks for task achievement.

What we need to do now that we know the general topic, is to understand exactly what aspect of zoos we're being asked to write about.

The other keywords in the question tell you the specific topic you must write about. They define the opinions stated in the statement.

Some people think tha t zoos are cruel and should be closed down . Others, however, believe that zoos c an be useful in protecting wild animals .

By highlighting these words, it’s easy to see that you are being asked to write about the opposing views that zoos are cruel and should be closed down and that zoos can be useful in protecting wild animals. Your essay must only include ideas relevant to these ideas.

# 2  Decide on your opinion

As already mentioned, it doesn’t matter if you genuinely agree with the view you take in your essay or not. IELTS discussion essays are about your ability to write a well-structured essay in the English language and you will not be assessed on any opinion you might hold.

So, choose one view and make sure that your opinion is clear throughout the essay.

For this model essay, I’m going to agree with the statement that zoos are cruel and should be closed down.

# 3  Generate ideas

The next task is to generate some ideas to write about.

There are several different ways to think up ideas. I cover them fully on the  IELTS Essay Planning  page.

We’re going to use the ‘friends technique’. This is my preferred method as it allows you to take a step back from the stress of the exam situation and think more calmly.

Here’s how it works. Imagine you are chatting with a friend and they ask you the question in a casual conversation. What answers would you give them off the top of your head? Plan your essay around these ideas.

Doing this will help you to come up with simple answers in everyday language rather than straining your brain to think of amazing ideas using high level-language, which isn’t necessary.

You might want to try this yourself before reading on for my ideas.

Here are my ideas:

Cruel  – closed down:

  • Cramped cages – animals distressed
  • Unnatural environments
  • Most animals not endangered
  • Animals become a public spectacle for entertainment

Useful – protect wild animals:

  • Research work to learn more about wild animals
  • Breeding programmes for endangered species
  • Some species saved from extinction
  • Seeing wild animals close up inspires people to want to help protect them

I’ve got more ideas here than I need so I’m going to pick two to develop in the essay – one for each of the main body paragraphs.

Idea 1  –  Cramped cages & unnatural environments, animals distressed.

Idea 2  –  Breeding programmes for endangered species, some species saved from extinction.

We’re almost ready to start writing our IELTS discussion essay but first, we have one other small task to do.

# 4  Vocabulary

In an IELTS essay, it’s important to be able to say the same things in different ways, either by paraphrasing and/or using synonyms. During the planning stage, quickly jot down a few synonyms of key words you could use to save you having to stop and think of the right language while you’re writing.

For example:

zoos  – animals in captivity, collections of wild animals, menagerie, wildlife park

cruel  – to cause suffering, inhumane

protect  – safeguard, preserve

animals  – creatures, species

With that done, we can focus on the first paragraph of the essay – the introduction.

How To Write an Introduction

Good introductions to IELTS discussion essays have a simple 3 part structure:

1)  Paraphrase the question

2)  State two supporting reasons (outline statement)

3)  Give your opinion (thesis statement)

  • Have 2-3 sentences
  • Be 40-60 words long
  • Take 5 minutes to write

Start your introduction by paraphrasing the question.

Question:   Some people think that zoos are cruel and should be closed down. Others, however, believe that zoos can be useful in protecting wild animals.

There are various phrases you can use to do this. Here are three examples. They all say the same thing using different language.

  • Some people argue that… while others say that…
  • It is considered by some…. while there are others who think….
  • It is often argued that... whilst others disagree and think...

Choose one and add the details in the question statement in a paraphrased form. I recommend putting the view you don’t agree with first.

Paraphrased question:  

Some people argue that zoos help to preserve wild creatures, while others say that they are inhumane and should be abolished.

Note my use of synonyms. You don’t have to replace every key word but do so where possible whilst ensuring that your language sounds natural. There aren’t any suitable synonyms of ‘zoo’ that I can think of, so I've repeated this word from the statement.

2)  Thesis and outline statements

Now we need to add an  outline statement  where you outline the two main points that you’ll cover in the rest of the essay (ideas 1 and 2 above) and a  thesis statement  where you state your opinion.

Outline & thesis statements:

While the development of breeding programmes contributes to the preservation of endangered species, I believe that the poor conditions that many animals held in captivity are kept in make the existence of zoos unacceptable. 

So, let’s bring the three elements of our introduction together.

     Introduction

discussion essay phrases

This introduction achieves three important functions:

  • It shows the examiner that you understand the question.
  • It acts as a guide to the examiner as to what your essay is about.
  • It also helps to keep you focused and on track as you write.

The two ideas in your introduction will become your two main body paragraphs.

Main body paragraph 1  – Breeding programmes for endangered species, some species saved from extinction.

Main body paragraph 2  – Cramped cages & unnatural environments, animals distressed.

How To Write Main Body Paragraphs

Main body paragraphs in IELTS discussion essays should contain 3 things:

It is easier to begin by discussing the opinion you don’t agree with and then present the reasons for the opposing view that you support. So, we’ll start with idea 1.

Main Body Paragraph 1

The  topic sentence  summarises the main idea of the paragraph. That’s all it needs to do so it doesn’t have to be complicated.

It plays an important role in ensuring that your ideas flow logically from one to another. It does this by acting as a signpost for what is to come next, that is, what the paragraph will be about.

If you maintain a clear development of ideas throughout your essay, you will get high marks for task achievement and cohesion and coherence.

We’ll now take the idea for our first main body paragraph and create our topic sentence.

Topic sentence:  

On the one hand, there are many projects in existence in zoological parks around the world where species facing extinction have been successfully bred in captivity and their numbers increased substantially.

Next, we must write an  explanation sentence that expands on the idea. This explains to the examiner what we mean or why this is the case.

Explanation sentence: 

This is important for ensuring the survival of animals under threat from poaching and the destruction of their natural environments.

Finally, we add an  example  to support our main point. If you can’t think of a real example, it’s fine to make one up, as long as it’s believable. The examiner isn’t going to check your facts.

Example sentence:

A good example of this is the golden lion tamarin from Brazil which nearly died out because of logging and mining activities which are destroying its habitat. Today, a third of wild golden lion tamarins were raised in captivity.

That’s the 3 parts of our first main body paragraph complete. Here’s the finished paragraph.

discussion essay phrases

We now follow the same process for our second main body paragraph.

Main Body Paragraph 2

Main idea 2  – Cramped cages & unnatural environments, animals distressed.

First, we write the  topic sentence  to summarise the main idea. I started main body paragraph 1 with the phrase ‘On the one hand...’, so main body paragraph 2 will naturally begin, ‘On the other hand... .

These are great cohesive devices to use when making a direct contrast between two opposing views and they link the ideas together well. They can be used in most IELTS discussion essays and will help to earn you a good score for cohesion and coherence.

Topic sentence:

On the other hand, a significant percentage of zoos house their animals in cramped cages with very little space to move around or behave naturally.

Now for the  explanation sentence  where we expand on this idea.

Explanation sentence:

This can lead to them becoming distressed and depressed as well as suffering physically through lack of exercise.

Finally, an  example  to support this point.

A friend of mine recently visited a wildlife park while on holiday abroad and was very upset to see the lions pacing up and down in a narrow, bare pen and eagles in enclosures so small that they were unable to fly.

That’s the 3 parts of our second main body paragraph complete. Here’s the finished paragraph.

discussion essay phrases

Now we need a conclusion and our IELTS discussion essay is done.

How To Write a Conclusion

Conclusions to IELTS discussion essays should do two things:

  • Summarise the main points
  • State your opinion

This can generally be done in a single sentence.

If you're below the minimum 250 words after you’ve written your conclusion, you can add a prediction or recommendation statement.

Our essay currently has 231 words so we’re on target and don’t need this extra sentence but you can learn more about how to write a prediction or recommendation statement for IELTS discussion essays on the Task 2 Conclusions page.

The conclusion is the easiest sentence in the essay to write but one of the most important.

A good conclusion will:

  • Neatly end the essay
  • Link all your ideas together
  • Sum up your argument or opinion
  • Answer the question

If you achieve this, you’ll improve your score for both task achievement and cohesion and coherence which together make up 50% of the overall marks. Without a conclusion, you’ll score below band 6 for task achievement.

You can start almost any final paragraph of an IELTS discussion essay with the words:

  • In conclusion

        or

  • To conclude

Now all you need to do is briefly summarise the main ideas into one sentence.

Here’s a top tip . Go back and read the introduction to the essay because this is also a summary of the essay. It outlines what you are going to write about.

To create a great conclusion, you simply have to paraphrase the introduction. Let’s give it a go.

Introduction:

Here is the same information formed into a conclusion:

discussion essay phrases

That’s it. We’ve completed our essay. Here it is with the 4 paragraphs put together.

Finished IELTS discussion essay.

discussion essay phrases

Go through this lesson as many times as you need to in order to fully understand it and put in lots of practice writing IELTS discussion essays from past exam questions. Practice is the only way to improve your skills.

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More help with ielts discussion essays & other task 2 essays.

IELTS Writing Task 2  – T he format, the 5 question types, the 5 step essay writing strategy & sample questions. All the key information you need to know.

The 5 Types of Task 2 Essay   – How to recognise the 5 different types of Task 2 essays. 15 sample questions to study and a simple planning structure for each essay type.

Understanding Task 2 Questions  – How to quickly and easily analyse and understand IELTS Writing Task 2 questions.

How To Plan a Task 2 Essay  – Discover why essay planning is essential & learn a simple 4 step strategy, the 4 part essay structure & 4 methods of generating ideas.

How To Write a Task 2 Introduction  – Find out why a good introduction is essential. Learn how to write one using a simple 3 part strategy & discover 4 common mistakes to avoid.

How To Write Task 2 Main Body Paragraphs  – Learn the simple 3 part structure for writing great main body paragraphs and also, 3 common mistakes to avoid. 

How To Write Task 2 Conclusions  – Learn the easy way to write the perfect conclusion for a Task 2 essay. Also discover 4 common mistakes to avoid.

Task 2 Marking Criteria  – Find out how to meet the marking criteria in Task 2. See examples of good and poor answers & learn some common mistakes to avoid.

The 5 Task 2 Essay Types:

Step-by-step instructions on how to plan & write high-level essays. Model answers & common mistakes to avoid.

   Opinion Essays

   Discussion Essays

  Problem Solution Essays

  Advantages & Disadvantages Essays

  Double Question Essays

Other Related Pages

IELTS Writing Test  – Understand the format & marking criteria, know what skills are assessed & learn the difference between the Academic & General writing tests.

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  • 40 Useful Words and Phrases for Top-Notch Essays

discussion essay phrases

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

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

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

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

General explaining

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

1. In order to

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

2. In other words

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

3. To put it another way

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

4. That is to say

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

5. To that end

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

Adding additional information to support a point

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

6. Moreover

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

7. Furthermore

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

8. What’s more

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

9. Likewise

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

10. Similarly

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

11. Another key thing to remember

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

12. As well as

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

13. Not only… but also

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

14. Coupled with

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

15. Firstly, secondly, thirdly…

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

16. Not to mention/to say nothing of

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

Words and phrases for demonstrating contrast

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

17. However

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

18. On the other hand

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

19. Having said that

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

20. By contrast/in comparison

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

21. Then again

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

22. That said

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

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

Adding a proviso or acknowledging reservations

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

24. Despite this

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

25. With this in mind

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

26. Provided that

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

27. In view of/in light of

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

28. Nonetheless

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

29. Nevertheless

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

30. Notwithstanding

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

Giving examples

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

31. For instance

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

32. To give an illustration

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

Signifying importance

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

33. Significantly

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

34. Notably

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

35. Importantly

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

Summarising

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

36. In conclusion

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

37. Above all

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

38. Persuasive

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

39. Compelling

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

40. All things considered

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

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

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

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Writing Task 2 Discuss Both Views Lesson

How to write a Task 2 discussion essay: 

  • Introduction: paraphrase the question, state both points of view, make a thesis statement and outline your sentence. 
  • Main body paragraph 1: state the first viewpoint, discuss it, state whether you agree or disagree and give an example to support your view.
  • Main body paragraph 2: state the second viewpoint, discuss it, state whether you agree or disagree and give an example to support your view.
  • Conclusion: summarise and state which viewpoint is better or more important.
  • Remember that each Task 2 essay requires a different structure. It is important to learn each structure and practise your writing at home.

discussion essay phrases

Introduction

This lesson will help you answer IELTS Writing Task 2 discussion (or discuss both views and give your opinion) questions.

These particular questions require a different approach to opinion essays because you have to discuss both sides rather than argue in favour of one side.

This post will look at:

  • Identifying the question

Example Questions

  • Sample Answer

Task Achievement

Coherence and Cohesion

Lexical Resource

Many students fail to do well in these questions because they do not do what the question asks them to do and do not use an appropriate structure . This post will help you overcome these problems and give you a sample answer.

We will also look at ‘lexical resource’ and ‘coherence and cohesion’; two of the IELTS examiners’ marking criteria when marking your essays. Understanding the marking scheme will help you get inside an IELTS examiner’s head and give them exactly what they want.

Identifying the Question

Look at the three questions below and choose the one you think is a discussion question.

  • Computers are being used more and more in education and so there will soon be no role for the teacher in education.

To what extent do you agree or disagree?

  • Computers are being used more and more in education.

Discuss the advantages and disadvantages and give your own opinion.

  • Computers are being used more and more in education. Some people say that this is a positive trend, while others argue that it is leading to negative consequences.

Discuss both sides of this argument and then give your own opinion.

The first question is an opinion question, and we can tell this from the instructions ‘To what extent do you agree or disagree?’.

The second question is obviously an advantages and disadvantages question.

The third question is the discussion question. We can tell this from the typical instructions in the question, ‘Discuss both sides of the argument and then give your opinion’.

You may also be asked to ‘Discuss both views and give your opinion’ or ‘Discuss both sides of the argument and give your opinion’.

Each of these questions is asking us to do different things, and we, therefore, need a different structure for each question .

discussion essay phrases

Here are a few other typical discussion questions:

  • A growing number of people feel that animals should not be exploited by people and that they should have the same rights as humans, while others argue that humans must employ animals to satisfy their various needs, including uses for food and research.

Discuss both views and give your opinion.

  • Bloodsports have become a hot topic for debate in recent years. As society develops it is increasingly seen as an uncivilized activity and cruel to the helpless animals that are killed. All blood sports should be banned.

Discuss the main arguments for this statement and give your own opinion.

  • Some people think that the best way to reduce crime is to give longer prison sentences. Others, however, believe there are better alternative ways of reducing crime.

As you can see, they typically state two opinions and then ask you to discuss both and give your opinion. Make sure you do these things in the essay. If you only discuss both views and fail to give your opinion you will lose marks.

discussion essay phrases

For discussion questions, I suggest you use the following four-paragraph structure.

Introduction 

1- Paraphrase Question

2- State Both Points of View

2- Thesis Statement

3- Outline Sentence

Main Body Paragraph 1

1- State first viewpoint

2- Discuss first viewpoint

3- Reason why you agree or disagree with viewpoint

4- Example to support your view

Main Body Paragraph 2

1- State second viewpoint

2- Discuss second viewpoint

Conclusion  

Sentence 1- Summary

Sentence 2- State which one is better or more important

Practice  

Here is a sample answer, but I have mixed up the sentences. Can you match the sentences below to the structure above?

This exercise will help you understand the structure.

  • In conclusion, while the benefits of technology, particularly the internet, allow students to tap into limitless sources of information, some still feel that people should be wary of this new phenomenon and not allow it to curb face-to-face interaction.
  • There is an ever-increasing use of technology, such as tablets and laptops, in the classroom.
  • The internet has provided students with access to more information than ever before.
  • Moreover, learners can research and learn about any subject at the touch of a button. It is therefore agreed that technology is a very worthwhile tool for education.
  • However, many disagree and feel that technology deprives people of real human interaction.
  • Human interaction teaches people valuable skills such as discourse, debate and empathy.
  • Despite this, human interaction is still possible through the internet, and this essay disagrees that technology should be dismissed for this reason.
  • This essay agrees that an increase in technology is beneficial to students and teachers. This essay will discuss both points of view.
  • For instance, Skype and Facebook allow people to interact in ways that were never before possible.
  • Wikipedia is a prime example, where students can type in any keyword and gain access to in-depth knowledge quickly and easily.
  • However, as long as we carefully consider the importance of human interaction in education, the educational benefits are clearly positive.
  • It is often argued that this is a positive development, whilst others disagree and think it will lead to adverse ramifications.

discussion essay phrases

Example Answer

Computers are being used more and more in education. Some people say this is a positive trend, while others argue that it leads to negative consequences.

There is an ever-increasing use of technology, such as tablets and laptops, in the classroom. It is often argued that this is a positive development, whilst others disagree and think it will lead to adverse ramifications. This essay agrees that an increase in technology is beneficial to students and teachers.

The internet has provided students with access to more information than ever before. Moreover, learners can research and learn about any subject at the touch of a button. It is therefore agreed that technology is a very worthwhile tool for education. Wikipedia is a prime example, where students can type in any keyword and gain access to in-depth knowledge quickly and easily.

However, many disagree and feel that technology deprives people of real human interaction. Human interaction teaches people valuable skills such as discourse, debate and empathy. Despite this, human interaction is still possible through the internet, and this essay disagrees that technology should be dismissed for this reason. For instance, Skype and Facebook allow people to interact in ways that were never before possible.

In conclusion, while the benefits of technology, particularly the internet, allow students to tap into limitless sources of information, some still feel that people should be wary of this new phenomenon and not allow it to curb face-to-face interaction. However, as long as we carefully consider the importance of human interaction in education, the educational benefits are clearly positive.

This is one of the four areas you will be assessed on in the IELTS writing test.

Task achievement refers to your ability to address all parts of the question and present a fully developed answer. By following the structure above, we have fully discussed both sides of the argument and given our opinion. This is exactly what the question asked us to do, no more, no less.

Discourse markers (words like ‘however’, ‘despite this’ and ‘In conclusion’) are also referred to as ‘linking words’ and ‘linking phrases’, or ‘sentence connectors’. They are quite formal and are used more in academic writing than informal speech.

You gain marks for using these under the ‘coherence and cohesion’ section of the marking scheme. These words ‘stick’ the other words together and lend continuity to sentences and paragraphs.

If you do not include discourse markers in your IELTS writing, your answer will appear illogical and more difficult to understand.

However, this does not mean that you should try to insert as many of these words into your writing as possible. This is a common mistake in IELTS writing.  Using too many of them, or using them inappropriately, can make your writing sound too heavy and unnatural. They are important but must only be used at the appropriate time.

Try to identify any discourse markers in the essay above . Don’t look at the essay below yet. How many can you find?

Student Sample Answer with Discourse Markers

Here is the sample answer again with the discourse markers in bold .

There is an ever-increasing use of technology, such as tablets and laptops, in the classroom. It is often argued that this is a positive development, whilst others disagree and think it will lead to adverse ramifications. This essay agrees that an increase in technology is beneficial to students and teachers.

The internet has provided students with access to more information than ever before. Moreover , learners can research and learn about any subject at the touch of a button. It is therefore agreed that technology is a very worthwhile tool for education. Wikipedia is a prime example , where students can type in any keyword and gain access to in-depth knowledge quickly and easily.

However , many disagree and feel that technology deprives people of real human interaction. Human interaction teaches people valuable skills such as discourse, debate and empathy.  Despite this , human interaction is still possible through the internet, and this essay disagrees that technology should be dismissed for this reason. For instance , Skype and Facebook allow people to interact in ways that were never before possible.

In conclusion , while the benefits of technology, particularly the internet, allow students to tap into limitless sources of information, some still feel that people should be wary of this new phenomenon and not allow it to curb face-to-face interaction. However , as long as we carefully consider the importance of human interaction in education, the educational benefits are clearly positive.

This is also one of the four criteria you will be marked on, and it refers to your ability to use a wide range of accurate vocabulary.

A common mistake is to repeat the same words over and over again. You will lose marks if you do this. A solution to this problem is to use synonyms. You can either think of synonyms as you are writing or leave time, in the end, to add them in.

Can you identify any synonyms in the essay above?

Here are some examples:

Computers- technology

Computers- the internet

Education- in the classroom

Education- students and teachers

Positive trend- positive development

Negative Consequences- adverse ramifications

By varying your vocabulary this way, you are demonstrating that you have a wide vocabulary, which will boost your band score. However, like discourse markers, be careful not to use inappropriate/inaccurate words. Only use words you are confident about. Mistakes will lead to fewer marks.

Do you need me to correct your essays and give you feedback on them? Check out our essay correction service .

I hope this post helps you with discussion questions, and if you have any questions, please comment below.

discussion essay phrases

About Christopher Pell

My name is Christopher Pell and I'm the Managing Director of IELTS Advantage.

I started IELTS Advantage as a simple blog to help 16 students in my class. Several years later, I am very humbled that my VIP Course has been able to help thousands of people around the world to score a Band 7+ in their IELTS tests.

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IELTS Discussion Essay Video Lesson: Useful Language

Learn expressions to use in your discussion essay for IELTS writing task 2 with this video lesson. It is important to use a variety of language to express both sides in your essay. Being able to have flexible language for giving other people’s opinions is a good way to increase your vocabulary band score.

Hello in this lesson I’m going to look at some expressions that you can use for a discussion essay for IELTS writing task 2. Now when you have a discussion essay you have to support two different sides and this is not about your opinion this is about what other people think, other people’s opinion and you have to support what they think. so here are some very useful expressions to help you show other people’s thoughts and opinions.

Now there’s quite a lot of expressions you can use. I will run through each one but I will tell you now there are two expressions here that you shouldn’t use. can you see which ones? well I’ll tell you at the end of the lesson let’s have a look the first one. “Many people believe that ” this is a very common expression to use for IELTS It is not high band score but its clear and its academic so don’t worry, please use it. The next one “it is commonly believed that” this is a very nice expression because you can see here “is believed” that is the passive and it’s very good to give the examiner some passive tense in your essay. It will improve your band score and you can see this word here “commonly” that means many people so it has the same meaning as this sentence and this word we can change, we could say “it is frequently believed that” or we could say “it is often believed that”. So we could put a different adverb of frequency here. The next one “some people think that”  again it’s very simple but it is academic and its clear. “It is often thought that” here we’ve got another passive, so very nice to use. But “on the side of” or “the other side of the coin is” this is the other opinion, the other side. “It is considered by many that” this is a very nice expression is very academic. It’s very good to use for IELTS and again you have a passive here and you can change this word if you want and you could say “it is considered by some that”. The next one here “many argue that” is very nice very clear. You don’t need to say “many people”, you could say “many argue that “. Another one, “it is argued by some that”, again here we’ve got the passive and you can change this word, “it is argued by many that”. “On the one hand” and”On the other hand”, so that’s the one side of the argument, on the other hand that’s the other side of the argument. The last one “some people support the opinion that” again this is very nice, very academic.

Discussion Essay Model Answer

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I am exceedingly grateful for your copious and advantageous free resources.

I will be back with my testimonial about how your resources assisted me with acing my IELTS test once.

Well done and God bless you.

Ebizi Eradiri Njoku

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Wishing you the best of luck in your test!

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Thank you , my best online teacher

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hi Liz I have subscribed your channel for many years now .I do receive some emails .However I need support in writing the introduction for a discussion please could you guide me

Think about getting my advanced lessons. I’ll be offering a discount at the start of July: https://elizabethferguson.podia.com/ . The reason I made advanced lessons is so that I could explain fully how to write essays step by step. Each lesson is around 1 hour in length.

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I am a new student learning the IELTS and today I started following you with the lesson writing task – 2. It is observed that there are -04- types of essays. I started the discussion type but little confused and not able to analyse the discussion type. Please advise, how may I understand whether the topic is discussion or opinion-based or discussion with opinion.

Go to this page for all your answers: https://ieltsliz.com/ielts-writing-task-2/

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Dear liz, I have read your E-Book and that helped me a lot because I didn’t know about how to develop Ideas, but after reading that book I have learned what we can write in our essay according to the topic. Thank you for making that E-book. But here I have different doubt about structuring an Introduction for discussion type essay. (Specially, one sided opinion essay) While writing discussion type essay, you taught to give balanced approach or one sided approach. My confusion here is after paraphrasing both view points in the introduction we can directly state our opinion even if it is one sided, do we have to mention that why we do not agree with the other view point? What I mean to say is, if I think cooperation is more important to learn then do i have to mention why i do not think competition is important? My another doubt is do we have to give the hint what body paragraphs will discuss about within the introduction? Like, after paraphrasing the two different view points do we have to write again that many people think competition because it develops a sense of self-esteem in a child, while others believe cooperation is important as it helps in developing social skills + giving my opinion stating, I believe cooperation is important + reason why I believe so + why don’t I believe competition is important?

I am confused what should I exclude to make a short yet clear Introduction with one sided clear opinion? because giving reason why we do not think other view point is more important is making introduction too lengthy. Similarly giving hint within the introduction why people have different view points making it too lengthy.

Your background statement will include the two views held by others. The details for those views will be explained in the body paragraphs. The thesis statement will contain your view and the body paragraph will explain it. It is your choice how you develop the body paragraph. You might want to explain why you agree with one side and why you disagree with the other – if they are two completely different choices to make. It really depends on how much you have to say. IELTS essay are as much about strategy as they are about ideas. Think about word count and length. IELTS essays are short – they were never designed to be long. You should be aiming between 270 and 290 words. So, plan each sentence before you start writing and you’ll soon see how much you can and can’t fit into each paragraph. Also remember that if you agree with one side fully, your opinion will be given along side (in the same paragraph) as the same view that others have. If you are unsure or confused, get my Advanced lessons because I’ve explained it really carefully in those lessons: https://elizabethferguson.podia.com/ . Glad you liked the Ideas E-book 🙂

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Hello Ma’am, Sorry for over bugging You Hope You’re kicking fine. Meanwhile, Where can I get full length videos of Your Academic Test teachings on Tips for Task 1 writing- Graphs, Charts, pictures etc- My elder Brother is attempting it for the first time and needs help with it as His Academic test is slated for 12 September. I introduced Him to Your blog but all He could set His eyes on were snippets of Your teachings on YouTube.

Best Regards.

Sorry, I don’t have full length videos for writing task 1. I only have Advanced Writing Task 2 Lessons which can be purchased on this page: https://elizabethferguson.podia.com/

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Hello Liz, i visited your website and discovered numerous information and tips that will be useful for my ielts academic test. please i would like to be notified for any new video and information. thanks

You can access over 300 pages of free lessons and tips through the RED MENU Bar at the top of the website. All new lessons can be found listed in the side bar column if you are using desktop or at the bottom of all posts if you are using a smart phone.

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Hi Liz, I am a little confused when it’s about the introduction of the “discuss both views and give your opinion” essay. As I understood, introduction is made of 2 parts: 1. Paraphrasing the question (very clear) 2. Thesis to introduce the topics of the body paragraphs In this type of questions, if we start the thesis just right after paraphrasing with “in my opinion”, doesn’t show the examiner that my essay will be only about my opinion?

You’re website and advanced videos are very helpful Thank you

The examiner has the instructions. The examiner has the full essay question. It’s fine.

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Hello liz i find your videos very helpful, i wanted to ask can you give the complete structure of an ielts essay

You can find model essays on the main writing task 2 page – click on the RED BAR at the top of the website.

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Thank you very much for all your insights on various topics on IELTS. I genuinely appreciate it.

I have a doubt regarding the essay writing; are we allowed to use colon, semi-colon and double-dash in our GT essays and letters just as how I’ve used in this comment?

Your input here will be a good help. Thanks again.

There is no need to use them. Using just full stops and commas is enough. However, there are a no fixed rules.

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Hi Liz, Thanks your youtube videos are outstanding and very helpful. Please i will need some clarifications on the following: 1. Can I treat an opinion essay as a discussion essay where i write about both views or do i just stick with my opinion throughout my essay. 2. Is this thesis statement correct- This essay will discuss both views before reaching a logical conclusion. Will appreciate your response

You can’t alter the instructions and write a discussion essay if you are given an opinion essay. However, it is possible to have a partial agreement but you need training for that. See my Advanced Writing Task 2 lessons: https://elizabethferguson.podia.com/ 2. That is not a thesis statement for IELTS. If you are asked for your view, you must give it directly – I, my. The words “this essay” does not represent your own personal opinion. Also NEVER use learned phrases in an English language test. Each sentence must be created uniquely by you. The examiner will put a line through any learned sentences.

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Ma’am thanks so much for all the content that you have provided! I had a question regarding a discussion cum opinion essay. Do I make 1 body paragraphs for each side and a third body para for the details of my opinion (totally 3 paras) or do i combine both sides in body paragraph 1 and explain my perspective in the 2nd body paragraph?

I’d very much appreciate your input.

Do not combine opposite sides in one paragraph. If your opinion agrees with one side, add it to that paragraph. Otherwise, create a third body paragraph.

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Hello, Your website is a lifesaver, thank you so much for your work! I have a question regarding the use of singular ‘they’ in an essay: is it allowed or is it better to be avoided? I find myself using it quite often but I am not sure how the examiner would react. Thank you in advance

Yes, it’s allowed.

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Hi Liz, Your videos are very informative.

In an opinion essay, could the term ‘I feel’ be used? Or is it better to use I think or I believe?

Thanks Anne

“I feel” is informal.

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It’s very helpful thank you. You’re doing a great job.

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This was very helpful. Thanks.

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Can we say “On the flip side …”?

That is informal and an IELTS essay is formal.

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Hi Liz, Thank you for your support 🙂 I wanted to ask you about Writting Task 2; in an opinion essay should I writte the two paragraphs to support my opinion or should I writte the first paragraph for supporting and admitting the suggested opinion in the topic and the second to introduce mine. So do I get more points for a balanced answer or should I present my 2 topics in both paragraphs?

You do not get more points for a balanced view or a one sided view. You choose your opinion, state it in the introduction and then explain it in the body.

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What if we agree with both of the views. Can we still use those sentences you provided in the video? Thank you 🙂

A balanced approach does not mean agreeeing with both sides. It means presenting an opinion which is neither one side nor the other but your own specific opinion.

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I was wondering if we are not suppose this language in Agree/disagee(Opinion) essay.

Basically whenever I start any opinion essay using one of the expressions mentioned above. And also some times for each paragraph I use “on the other hand” for the second paragraph opening sentences for opinion essay.

Kindly confirm the same. If I not supposed to use, can you provide us with some Agree/Disagree(opinion) essay language too.

Thanks, Shree

You use expressions such as “it is thought …” or “some people believe that …” when you express other people’s opinions. For your background statement in almost all essays, you might use these expressions. When you have an opinion essay, you use these expressions in the background and then present your own opinion directly in the thesis “In my opinion”.

When you use “On the other hand” it is to present an opposing view. It shows an opposite. This is unlikely to be used in an opinion essay but not impossible. It depends on the ideas and the paragraph content.

I hope that helps. See my model writing task 2 essays on this page: https://ieltsliz.com/ielts-writing-task-2/

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Hi Liz, Cam you please clarify between discussion type and agree disagree type questions. How does the structure vary.

All IELTS essays have either two or three body paragraphs. The structures are decided depending on your opinion and ideas.

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Hello Liz, Is there a link for all the essay sample questions you shared?

Regards Sweety

You can find sample essay questions here: https://ieltsliz.com/100-ielts-essay-questions/ . All links can be found on the main writing task 2 page: https://ieltsliz.com/ielts-writing-task-2/ . All main pages can be found on the red bar at the top of the website.

Hello Liz, Is there are a link for all essay answers?

See the main writing task 2 page: https://ieltsliz.com/ielts-writing-task-2/

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Is it necessary to write your opinion in introduction in a discussion essay (discuss both views and give your opinion)? And also please tell that is it the write structure for this type of question Introduction body para 1 (discussing one view) body para 2 (discussing other side of the argument and giving your opinion) conclusion

You should also introduce your opinion in the introduction.

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Helpful commentary, I love the info – Does anyone know where I could acquire a sample form I could use?

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can we say the other side of the MEDALLION is

Obviously not. You shouldn’t be using idioms.

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Hi Liz, can i write 3 paragraphs if i agree with both sides of the arguments and third one is going to be about my opinion that it is better both

You shouldn’t agree with both sides. Giving an opinion, doesn’t mean sitting on the fence. Please see my advanced lessons.

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Hi Liz, Thank you very much for this helpful Blog. Just trying to be helpful here, you said in the first line: wring task1. So, I know it’s not serious error, but just want to get your attention on it, so maybe better to correct it.

Best regards, Salah

Thanks. It really helps me when people tell me about typos because I don’t have much time for proof reading. Well spotted!! Liz 🙂

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Hello mam..im ALi From PAKISTAN and i am prepairing my IELTS exam test for 23 Jan ….could you give me few tips and techniques for task 2 and speaking for General Question

https://ieltsliz.com/liz-notice-2015-2016/

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Hi Im Aysa Im 12 years old and Im studing Ielts I have 2 older sister.My schools name is Hafez and the place that I study Ielts in it is Melal English school and there are some knowledgeable teachers there. Actually Im a cheerful person and I love Art. and then I love so much eating and watching animations especially Sponge bob.

Please inform your parents that you have posted a comment on my blog. It is essential that all underage comments are done with parental permission. Thanks Liz

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Hi liz, Thank you for your videos and everything. In writing task 2 if the topic says “discuss both these views and give your own opinion” when should we state our opinion? Can we mention it in inroduction part or in conclusion? While discussing both views are we allowed to be personal or we should discuss them objectively?

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The given site is not found?

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Mam, I was going through the subscription video of your Discussion essay.After viewing it i was trying to write a Background statement for the question ” Some say all offenders should be sent to prison,others argue that there are better alternatives such as community work for those who commit minor crimes.Discuss both views and give your opinion “.

I tried writing this line same as you were explaining on that video ” Although it is sometimes argued that all criminal ought to sent to jail,other people believe that the focus should be on other alternative methods “. Is this back ground statement correct.Please help me in this

This is the correct technique to use. All the best Liz

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Hi mam My question is regarding writing task 2, Mam what counts more in IELTS,more number of ideas but not explained much or one-two ideas bit well explained. For example,to reduce environmental pollution ,we can write about a number of ideas like Using green energy resources to curb air pollution,lesser use of pesticides to control land pollution and so on..so should we write about all the ideas that i have in my mind or should i pick one or two of them and elaborate upon then well.? Thnx

See this page to learn how your writing is marked: https://ieltsliz.com/ielts-writing-task-2-band-scores-5-to-8/ . To learn more about writing an opinion essay and how to develop ideas, see my advanced lessons: http://subscriptions.viddler.com/IELTSLizStore All the best Liz

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Hi Liz ..conclusion is compulsory in each essay?

All writing task 2 essays have a conclusion. Please see the lesson about paragraphs. Liz

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After 7 days I have an IELTS exam. And I have still problem with speaking and reading, so can you please help me how can I get improvisation in both?

Please see the reading section and the lesson: how to improve your reading. The look at the speaking section and how to develop your speaking at home. All the best Liz

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CAN YOU LIE WHEN WRITING YOUR ESSAY?

You can write anything you want. No one will check whether the information is true or not. However, as you have not presented me with an example of “a lie”, I can’t fully say yes. All the best Liz

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plzz telk me which is best BC or IDP test

IELTS is owned by Cambridge ESOL, IDP and the British Council – they are all the same company. The test at IDP and BC is the same, the examiners are trained in the same way – there’s no difference. All the best Liz

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discussion essay phrases

How To Write A Discussion Essay

In writing task 2 you will be asked to write a discursive essay ( 250 words minimum ). You will be given a question asking you to give your opinion, discuss a problem or issue. You could also be asked to provide solutions, evaluate a problem, compare and contrast different ideas or challenge an idea. In this post, we will be focussing on how to   write a discuss both views and give your opinion essay .

One of the first things you should do is read the marking criteria  to see what the examiners expect. This is really important, as you need to know what they are looking for in the band 7+ boxes. 

You should be able to give the examiners exactly what they want, in order to get a 7+ band score. 

If you would like to purchase a 34  page PDF download that is easy to read and print out please take a look at the bookshop >

WRITING TASK 2 Discuss Both Views and Give Your Opinion Essay STRUCTURE

The structure that I advise my students to use, will be sure to get you a band score of 7+. You need to practice using this structure, with as many questions as you can, before sitting your IELTS test. This writing task 2 structure has been proven to be successful for my students and when perfected, can easily help you to achieve a high band score. 

TIP >>  Before you start writing, plan your ideas so that you can organise the information clearly. You must decide how much you agree or disagree with and why. Take 5 minutes and plan out your ideas, opinions and examples. 

TIP >>  It is very important that spend a full 40 minutes on this task as the score you get for writing task 2 is two-thirds of your total writing score. You also need to write a minimum of 250 words and use your own ideas. 

TIP >>  Remember to write in a formal tone, this is an academic essay, therefore your writing should be formal. 

IT IS A 5-PARAGRAPH STRUCTURE >>

Paragraph 1 – The Introduction

This is the introduction to the essay and where you should start off by paraphrasing the question. 

Do you understand what I mean, when I say ‘paraphrase’ the question?

This means that you rewrite the question in your own words using synonyms. You can’t just copy the question again or use the same words in the question. Paraphrase and show off your vocabulary knowledge by using synonyms. When practising your essay writing, use an online thesaurus  to help you. This is a great tool and can help you to learn many new words.

After that, give your view/opinion on the issue. A good way to say this is to start with… ‘In my opinion, I believe that……..’ 

The last sentence in the introduction should outline for the examiner exactly what you will discuss in the main body paragraphs. For example, ‘ this essay will discuss both views and state my own position’.

There are three sentences you need in the introduction >>

  • Paraphrase the question / State both views
  • Give your view/opinion
  • Outline what is going to be discussed in the essay

Paragraph 2 – Main Body Paragraph 1

In this paragraph, you should write about the first argument/viewpoint, discuss it, then give an example. You should give specific information and only write about one main idea in each main body paragraph. 

Start the paragraph by introducing the first view (View A). This is where you need to have a topic sentence. The next sentence(s) should discuss the view, going into detail. The third sentence should give an example that supports the view.

The example you give could be something from your own experience or made up – it is ok to make up something as the examiners will not fact check your information. They want to see your ability to use English at a certain level. You could make up an example from a report, journal, newspaper or University study to support your view. 

This is how the paragraph should look >>

  • Introduce the view (View A – topic sentence)
  • Discuss/give detail

Paragraph 3 –  Main Body Paragraph 2

In this paragraph, you should write about your second view (View B). You should give specific information and only write about one main idea in each main body paragraph. 

Start the paragraph by introducing the view (View B). This is where you need to have a topic sentence. The next sentence(s) should discuss the view, going into detail. The third sentence should give an example that supports the view.

The example you give could be something from your own experience or made up – it is ok to make up something as the examiners will not fact check your information. They want to see your ability to use English at a certain level. You could make up an example from a report, journal, newspaper or University study to support your view. 

This is how the paragraph should look >>

  • Introduce the view (View B – topic sentence)

Paragraph 4 – Your Opinion

In this paragraph, you should write your opinion. You should give specific information and only write about one main idea in each main body paragraph. 

Start the paragraph by introducing your opinion. This is where you need to have a topic sentence. The next sentence(s) should explain your opinion, going into detail. The third sentence should give an example that supports your opinion.

  • Introduce your opinion (topic sentence)
  • Explain your opinion

Paragraph 5 – The Conclusion

In the final paragraph, you write the conclusion giving a summary of your main points and state which view is more important.   You should not enter any new information or ideas in this paragraph. 

  • Summary of the main points
  • State which view is more important

EXPRESSING YOUR OPINION >>

To get a high score in IELTS academic writing task 2, you should use as many different structures, collocations and idioms as you can.  

SEQUENCING IDEAS >>

You can use phrases like these to make statements, for example; On the one hand sunbathing can give your body vitamin D, on the other hand, it can also be very dangerous for your health.

SAMPLE Discuss Both Points of View and Give your own opinion ESSAY >>

**All questions have been reported by students who have taken the IELTS exam.**

It is undeniable that modern technology has a huge influence on people’s lives. The use of the internet, for example, has become more common and some claim that it has been able to connect people who are far apart, while others argue that its use can lead to social isolation or confinement. This essay will discuss both views and state my own position.

Firstly, during the last two decades, there have been many tech developments and advancements, bringing convenience to all. One significant attribute of this modernization is the internet, while this technology has made our lives more convenient in many aspects, including our approach to communication. In the past, we only used mail or the telephone to send our messages across the globe, whereas today, the internet allows us to reach out to almost everyone in just a few seconds. The inconvenience of long distances is eliminated as we can talk and even see distant friends or relatives for an unlimited time. For example, the internet connects people whose relatives or families are abroad, through Facebook, Twitter or Skype anytime and anywhere.

Secondly, this technological development has its drawbacks, as it has been observed that some individuals tend to spend a lot of their time surfing the internet or on different social networking sites. Communities meet online via private Facebook groups, instead of in a community hall to discuss matters, since this does not allow them to socialise physically with people, they isolate themselves in this virtual world. Both teenagers and adults use much of their time online and this does not allow them to develop their interpersonal skills. For instance, a study from 2015 by The Social Media Explorer saw that over 93% of teenagers aged 16-19 have a social media presence, with more than three social accounts per person.  

Thirdly, in my opinion, I believe that the internet can bring people closer together, as it can make both socialising and work much easier for those who travel. Communities can speak freely at any time, in groups, asking for help or advice, though it is up to the individuals to acknowledge how much time they are spending online and whether this is a cause for concern. Isolation cannot be blamed on the internet, as it is just a tool to use, the individual must be in charge of their own time. For example, a person who works from home online for many hours in the day should make sure they have adequate breaks and make time for socialising, as to not feel isolated or removed from their own community.   

In conclusion, it is a fact that the internet has brought more convenience into society and allowed many people to be closer. However, people should take responsibility to balance the use of the internet so that other aspects of their lives will not become neglected.

(Word Count – 476 / Band Score 9)

Feedback

  • Task Achievement  – The answer discusses both sides of the argument and ends with a clear opinion. the main body paragraphs are supported with relevant examples. The essay exceeds the word count, but all sentences are relevant and focussed. 
  • Coherence and Cohesion  – The answer has been divided into clear logical paragraphs and each main body paragraph only has one main idea. There are cohesive links between the main body paragraphs ( Firstly, Secondly, Thirdly, In conclusion ).    
  • Lexical Resource  – There is evidence of a wide range of vocabulary, with no errors in the text.
  • Grammatical Range and Accuracy  – The answer has no grammatical errors. The sentences have a wide range of structures including relative clauses ( in which.. .). 

TIP >>  Use each of the main body paragraphs (paragraphs 2 and 3) to discuss both views, giving examples that are relevant. Remember to give your opinion, state your opinion in the fourth paragraph. In the conclusion (paragraph 5), summarise your main points and state which view is more important. 

WRITING TASK 2 BAND SCORE 9 CRITERIA >>

If you would like to view more high band score discussion   essay examples please click the button below >

We hope you found this post useful in helping you to study for the IELTS Test . If you have any questions please let us know in the comments below or on the Facebook page.

The best way to keep up to date with posts like this is to like us on Facebook , then follow us on Instagram and Pinterest . If you need help preparing for the IELTS Test, join the IELTS Achieve Academy and see how we can assist you to achieve your desired band score. We offer an essay correction service, mock exams and online courses.

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Words to Use in an Essay: 300 Essay Words

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Hannah Yang

words to use in an essay

Table of Contents

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

It’s not easy to write an academic essay .

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

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

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

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

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

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

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

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

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

To use the words of X

According to X

As X states

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

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

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

In this essay, I will…

The purpose of this essay…

This essay discusses…

In this paper, I put forward the claim that…

There are three main arguments for…

Phrases to introduce a thesis

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

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

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

First and foremost

First of all

To begin with

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

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

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

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

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

Transition Words and Phrases

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

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

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

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

Additionally

In addition

Furthermore

Another key thing to remember

In the same way

Correspondingly

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

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

In other words

To put it another way

That is to say

To put it more simply

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

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

For instance

To give an illustration of

To exemplify

To demonstrate

As evidence

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

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

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

As a result

Accordingly

As you can see

This suggests that

It follows that

It can be seen that

For this reason

For all of those reasons

Consequently

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

Phrases to draw conclusions

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

What’s more

Not only…but also

Not to mention

To say nothing of

Another key point

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

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

On the one hand / on the other hand

Alternatively

In contrast to

On the contrary

By contrast

In comparison

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

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

Having said that

Differing from

In spite of

With this in mind

Provided that

Nevertheless

Nonetheless

Notwithstanding

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

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

Strong Verbs for Academic Writing

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

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

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

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

Verbs that show change:

Accommodate

Verbs that relate to causing or impacting something:

Verbs that show increase:

Verbs that show decrease:

Deteriorate

Verbs that relate to parts of a whole:

Comprises of

Is composed of

Constitutes

Encompasses

Incorporates

Verbs that show a negative stance:

Misconstrue

Verbs that show a negative stance

Verbs that show a positive stance:

Substantiate

Verbs that relate to drawing conclusions from evidence:

Corroborate

Demonstrate

Verbs that relate to thinking and analysis:

Contemplate

Hypothesize

Investigate

Verbs that relate to showing information in a visual format:

Useful Adjectives and Adverbs for Academic Essays

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

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

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

Significant

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

Controversial

Insignificant

Questionable

Unnecessary

Unrealistic

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

Comprehensively

Exhaustively

Extensively

Respectively

Surprisingly

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

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

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

In conclusion

To summarize

In a nutshell

Given the above

As described

All things considered

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

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

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

Unquestionably

Undoubtedly

Particularly

Importantly

Conclusively

It should be noted

On the whole

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

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

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

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

So how do you improve your vocabulary skills?

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

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

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

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

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

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

ProWritingAid offering synonyms for great

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

discussion essay phrases

Good writing = better grades

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

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

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Preparation for the IELTS Exam

IELTS discussion essay: model answer and analysis

Updated : February 2024

Below is an IELTS question for writing task 2 and my model answer. It is on the topic of Education. After analysing the question, I can see that it’s about whether homework is a good idea or not in helping kids in their educational development . It asks me to discuss both views and also asks for my opinion .

In this case, you must state your opinion in the introduction, the body and conclusion.

IELTS discussion essays

In this essay I will need to do 3 things:

  • Write about why some people think school children should not be given homework by their teachers.
  • Write about why other people think homework plays an important role in the education of children.
  • Give my opinion on the issue and explain.

Task Question

Some people believe that school children should not be given homework by their teachers, whereas others argue that homework plays an important role in the education of children. Discuss both views and give your own opinion.

Model Answer

Some people think it is not a good idea for teachers to assign home study tasks to school children, while others say it is an essential part of learning. I believe pupils need homework to achieve better exam results as it gives them a chance of entering higher education.

On the one hand, some believe that homework is of no benefit and becomes a burden to school children. This is because pupils spend their whole day studying, taking part in after school clubs and feel exhausted after returning home. For instance, in Japan, the majority of minors are under pressure to complete vast amounts of homework along with extracurricular activities. If they fail to finish their assignments they may not do well in exams, meaning they would be unable to get into a good high school. I think home assignments are beneficial but children should not be put under this kind of pressure.

On the other hand, it is widely believed that homework plays a vital role in the development of knowledge for students and I agree with this. In other words, home study tasks help pupils understand school subjects better which allows them to attain higher grades. For example, according to extensive research, children aged between 10 and 16 who are given a large amount of mathematics homework do far better in tests than those who are not given any home assignments. I believe that home study tasks improve a child’s chances of entering tertiary education which leads to a rewarding career.

To conclude, although views differ concerning children being assigned homework, I would argue that home assignments are necessary to help pupils get high grades, enabling them to secure a place at university and improve their career chances.

Click this blue button to see an analysis of the model answer.

Word count is 290 words. I advise keeping it under 300 words as you may not have the time to write a long essay in the exam and it is not necessary to write a very long essay.

The structure is:

  • Introduction: Paraphrased task question with a thesis statement (opinion)
  • Main body 1:  Discussed first view, explained and gave an example with my opinion.
  • Main body 2:  Discussed second view, agreed,  explained and gave an example.
  • Conclusion:  Referred to the differing views, opinion rephrased

Make sure to check the task question again before writing your essay. you could lose a band score if it goes off-topic.

Planning time is crucial here, allow 10 minutes to plan an essay and make sure you have some good supporting points to back up your topic sentences.

With a discussion essay, you have to state others views and give supporting sentences with detail and specific examples. Discussion essays often ask your opinion. Click here to see this lesson  about stating an opinion.

When we state others views, especially in IELTS Discussion essays, there is specific language that should be used. For more detail on this, click here to see this lesson.

There is a lot of confusion about whether to use personal pronouns in IELTS essays (I, me, my, our, etc..) but if the question asks to ‘what extent do you agree?’  or ‘give your own opinion’ then you need to write personal pronouns… click here to see a lesson on this .

Note on paraphrasing: I have paraphrased the word ‘ homework’ in this essay with the phrases ‘ home study tasks ‘ and ‘ home assignments’ . Sometimes there is no way to avoid repetition but if you have a good understanding of synonyms and referencing you can avoid too much repetition. There are often words that are hard to paraphrase such as ‘people’ or ‘children’.

Not every word from the task question needs paraphrasing and you can repeat words as long as you can demonstrate a wide range of vocabulary. Be very careful not to over paraphrase.

Any Comments? leave them below

3 thoughts on “IELTS discussion essay: model answer and analysis”

Thanks to analysing for this essay,as it helps me very well as I want

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Academic Phrases for Writing Results & Discussion Sections of a Research Paper

Overview |   Abstract   | Introduction | Literature Review | Materials & Methods | Results & Discussion | Conclusion & Future Work | Acknowledgements & Appendix

The results and discussion sections are one of the challenging sections to write. It is important to plan this section carefully as it may contain a large amount of scientific data that needs to be presented in a clear and concise fashion. The purpose of a Results section is to present the key results of your research. Results and discussions can either be combined into one section or organized as separate sections depending on the requirements of the journal to which you are submitting your research paper. Use subsections and subheadings to improve readability and clarity. Number all tables and figures with descriptive titles. Present your results as figures and tables and point the reader to relevant items while discussing the results. This section should highlight significant or interesting findings along with P values for statistical tests. Be sure to include negative results and highlight potential limitations of the paper. You will be criticised by the reviewers if you don’t discuss the shortcomings of your research. This often makes up for a great discussion section, so do not be afraid to highlight them.

The results and discussion section of your research paper should include the following:

  • Comparison with prior studies
  • Limitations of your work
  • Casual arguments
  • Speculations
  • Deductive arguments

1. Findings

From the short review above, key findings emerge: __ We describe the results of __, which show __ This suggests that __ We showed that __ Our findings on __ at least hint that __ This is an important finding in the understanding of the __ The present study confirmed the findings about __ Another promising finding was that __ Our results demonstrated that __ This result highlights that little is known about the __ A further novel finding is that __ Together, the present findings confirm __ The implications of these findings are discussed in __ The results demonstrate two things.  First, __. Second,  __ The results of the experiment found clear support for the __ This analysis found evidence for __ Planned comparisons revealed that __ Our results casts a new light on __ This section summarises the findings and contributions made. It performs well, giving good results. This gives clearly better results than __ The results confirm that this a good choice for __ From the results, it is clear that __ In this section, we will illustrate some experimental results. This delivers significantly better results due to __ The result now provides evidence to __ It leads to good results, even if the improvement is negligible. This yields increasingly good results on data. The result of this analysis is then compared with the  __ The applicability of these new results are then tested on __ This is important to correctly interpret the results. The results are substantially better than __ The results lead to similar conclusion where __ Superior results are seen for __ From these results it is clear that __ Extensive results carried out show that this method improves __ We obtain good results with this simple method. However, even better results are achieved when using our algorithm. It is worth discussing these interesting facts revealed by the results of  __ Overall, our method was the one that obtained the most robust results. Slightly superior results are achieved with our algorithm. The result is equal to or better than a result that is currently accepted.

2. Comparison with prior studies

The results demonstrated in this chapter match state of the art methods. Here we compare the results of the proposed method with those of the traditional methods. These results go beyond previous reports, showing that __ In line with previous studies __ This result ties well with previous studies wherein __ Contrary to the findings of __ we did not find __ They have demonstrated that __ Others have shown that __ improves __ By comparing the results from __, we hope to determine __ However, in line with the ideas of __, it can be concluded that __ When comparing our results to those of older studies, it must be pointed out that __ We have verified that using __ produces similar results Overall these findings are in accordance with findings reported by __ Even though we did not replicate the previously reported __, our results suggest that __ A similar conclusion was reached by __ However, when comparing our results to those of older studies, it must be pointed out __ This is consistent with what has been found in previous __ A similar pattern of results was obtained in __ The findings are directly in line with previous findings These basic findings are consistent with research showing that __ Other results were broadly in line with __

3. Limitations of your work

Because of the lack of __ we decided to not investigate __ One concern about the findings of __ was that __ Because of this potential limitation, we treat __ The limitations of the present studies naturally include __ Regarding the limitations of __, it could be argued that __ Another limitation of this __ This limitation is apparent in many __ Another limitation in __ involves the issue of __ The main limitation is the lack of __ One limitation is found in this case. One limitation of these methods however is that they __ It presents some limitations such as __ Although widely accepted, it suffers from some limitations due to __ An apparent limitation of the method is __ There are several limitations to this approach. One limitation of our implementation is that it is __ A major source of limitation is due to  __ The approach utilised suffers from the limitation that __ The limitations are becoming clear __ It suffers from the same limitations associated with a __

4. Casual arguments

A popular explanation of __ is that __ It is by now generally accepted that __ A popular explanation is that __ As it is not generally agreed that __ These are very small and difficult to observe. It is important to highlight the fact that __ It is notable that __ An important question associated with __ is __ This did not impair the __ This is important because there is __ This implies that __ is associated with __ This is indicative for lack of __ This will not be biased by __ There were also some important differences in __ It is interesting to note that, __ It is unlikely that __ This may alter or improve aspects of __ In contrast, this makes it possible to __ This is particularly important when investigating __ This has been used to successfully account for __ This introduces a possible confound in __ This was included to verify that __

5. Speculations

However, we acknowledge that there are considerable discussions among researchers as to __ We speculate that this might be due to __ There are reasons to doubt this explanation of __ It remains unclear to which degree __ are attributed to __ However, __ does seem to improve __ This does seem to depend on __ It is important to note, that the present evidence relies on __ The results show that __ does not seem to impact the __ However, the extent to which it is possible to __ is unknown Alternatively, it could simply mean that __ It is difficult to explain such results within the context of __ It is unclear whether this is a suitable for __ This appears to be a case of __ From this standpoint, __ can be considered as __ To date, __remain unknown Under certain assumptions, this can be construed as __ Because of this potential limitation, we treat __ In addition, several questions remain unanswered. At this stage of understanding, we believe__ Therefore, it remains unclear whether __ This may explain why __

6. Deductive arguments

A difference between these __ can only be attributable to __ Nonetheless, we believe that it is well justified to __ This may raise concerns about __ which can be addressed by __ As discussed, this is due to the fact that __ Results demonstrate that this is not necessarily true. These findings support the notion that __ is not influenced by __ This may be the reason why we did not find __ In order to test whether this is equivalent across __, we __ Therefore, __ can be considered to be equivalent for __

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32 Comments

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Hi there, it should read “causal.”

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discussion essay phrases

Learn English Team

Useful Academic Expressions & Phrases For Essay Writing

These useful academic expressions , words, vocabulary and phrases will help you to write a top-notch essay. Writing an essay can be a challenging task. However it becomes simpler if it is divided into manageable pieces. There are three main parts in an essay: an introduction, a body, and a conclusion. You can easily overcome your essay writing task with these academic phrases and vocabulary for essay writing.

discussion essay phrases

Phrases to Finish an Introduction Paragraph

In this essay, I will look at some of the arguments for This essay will discuss different ways of … This essay outline some of the reasons why… Let us examine both views before reaching a concrete decision. The following essay takes a look at both sides of the argument.

Vocabulary for Opinion Essay 

In my opinion, I strongly agree with the idea that … I strongly disagree with the idea that … I strongly opine that… I strongly believe that… In my view… As far as I am concerned… It seems to me that… However, I strongly believe that… I oppose the view and my reasons will be explained in the following paragraphs. I will support this view with arguments in the following paragraphs. I personally believe that… Thus the advantages far outweigh the disadvantages…

Useful Expressions For Listing Your Ideas

First… First of all… Firstly… First and foremost… Initially… To begin with… To start with… In the first place…

On the one hand… Second(ly)… (do not use ‘Second of all’) Third(ly)… Then… Next… After that… And… Again… Also… Besides… Likewise… In addition… Consequently… What’s more… Furthermore… Moreover… Apart from that…

Finally… Last but not the least…

Check Also: Vocabulary for Starting Your Essay How to Write The Best Essay Ever!

Phrases to Show a Comparison in Your Essay

In the same way… Likewise… Similarly… Like the previous point… Similar to… Also… At the same time… Just as…

Useful Vocabulary and Phrases to Show Contrast

On the other hand… On the contrary… However… Nevertheless…/ Nonetheless… But… Nonetheless/ Nevertheless… Oppositely… Alternatively… Unlike… While… Whilst… Although… Though… Even though… Despite… / In spite of… In spite of the fact that… Alternatively… In contrast to this… Then again… On the other hand… Despite the fact that… Even so… Yet… Meanwhile…

Vocabulary For Expressing Condition

If… Provided that… Because of that… For this reason… Unless… Providing that… So that… In case… Whether…

Phrases for Expressing Certainty in Your Essay

Certainly… Definitely… No doubt… Of course… Doubtlessly… Without any doubt… Undoubtedly…

Vocabulary for Adding Further Information

In addition… And… Moreover… Similarly… Furthermore… Also… As well as… Besides… Even… Too… What’s more… Again… In a similar fashion… Likewise…

Expressions for Agreement & Disagreement in Your Essay

While writing your essay, as a writer you are required to show whether you agree & disagree or partially agree with a given statement or opinion.

Vocabulary for Expressing Agreement

I strongly agree… I completely agree that… I totally agree with the given idea that… I agree with the opinion that… I am quite inclined to the opinion that… I accept that… I accept the fact that… I am in agreement… I consent that…

Vocabulary for Expressing Disagreement

I disagree with the opinion that… I strongly disagree… I completely disagree with… I totally disagree with the given idea that… I disagree with the statement… I quite oppose the opinion that… I disapprove that… I totally do not accept the fact that… My own opinion contradicts… I disagree with the group of people… However, my opinion is different from…

Vocabulary for Expressing Partial Agreement

To some extent… In a way… I agree with the given statement to some extent… Up to a point, I agree… More or less… So to speak…

Essay Writing Expressions PDF

  Essay Expression PDF – (download)

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IELTS Discussion Essay Template

Sample question, introduction.

Linking words: Some people believe that, Others believe that, There are those who believe that, There are also those who believe that,

Main Point 1

Linking words: On the one hand, On the other hand, In addition, Moreover, Furthermore,

Main Point 2

Linking words: In conclusion, To sum up, In summary, All in all, To put it simply,

Your Essay:

Introduction :, main point 1 :, main point 2 :, conclusion :.

What is this? This free online interactive app will help you to learn optmimal structure for IELTS writing task 2.

How to use this essay template? Select Essay Type, sample question and fill the blocks, in the end you will see the combined essay.

Why essay structure this important? IELTS essay structure is evaluated as part of the Coherence and Cohesion rubric, which contributes 25% to the overall band.

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  • Vocabulary for Discussing Student Writing

The following “Elements of the Academic Essay” provide a possible vocabulary for commenting on student writing. Instructors in the Harvard College Writing Program tend to use some version of this vocabulary when talking about and commenting on student writing, so it’s likely that your students will be familiar with some of the terms and concepts below. Using these terms consistently when you comment on student writing will help your students see patterns in their own writing that might otherwise remain elusive to them. 

What the essay is about:

1. Thesis: your main insight or idea about a text or topic, and the main proposition that your essay demonstrates. It should be true but arguable; be limited enough in scope to be argued with available evidence; and get to the heart of the text or topic being analyzed (not be peripheral). It should be stated early and it should govern the whole essay. 

  Why it matters:

2. Question, Problem, or What’s at Stake: the context or situation that you establish for your argument at the start of your essay, making clear why someone might want to read an essay on this topic or need to hear your particular thesis argued (why your thesis isn't just obvious to all, why other theses might be less persuasive). In the introduction, it’s the moment where you establish “what’s at stake” in the essay, setting up a genuine problem, question, difficulty, over-simplification, misapprehension, dilemma, or violated expectation that an intelligent reader would really have.  

What the thesis is based on:

3. Evidence: the data — facts, examples, or details — that you refer to, quote, or summarize to support your thesis. There needs to be enough evidence to be persuasive; the right kind of evidence to support the thesis; a thorough consideration of evidence (with no obvious pieces of evidence overlooked); and sufficiently concrete evidence for the reader to trust. 

What you do with the evidence:

4. Analysis: the work of interpretation, of saying what the evidence means. Analysis is what you do with data when you go beyond observing or summarizing it: taking it apart, grappling with its details, drawing out the significance or implication not apparent to a superficial view. Analysis is what makes the writer feel present, as a thinking individual, in the essay. 

Evidence and analysis add up to. . .

5. Argument: the series of ideas that the essay lays out which, taken together, support the essay’s thesis. A successful argument will do more than reiterate the thesis, but rather make clear how each idea develops from the one before it (see “Structure,” #7 below). The argument should show you not only analyzing the evidence, but also reflecting on the ideas in other important ways: defining your terms (see #8 below) or assumptions; considering counter-argument — possible alternative arguments, or objections or problems, that a skeptical or resistant reader might raise; offering a qualification or limitation to the case you’ve made; incorporating any complications that arise, a way in which the case isn’t quite so simple as you’ve made it seem; drawing out an implication , often in the conclusion.

Where the evidence comes from:

6. Sources: texts (or persons), referred to, summarized, or quoted, that help a writer demonstrate the truth of his or her argument. In some arguments, there will be one central primary source. In others, sources can offer (a) factual information or data, (b) opinions or interpretation on your topic, (c) comparable versions of the things you are discussing, or (d) applicable general concepts.

How to organize the argument:

7. Structure: the sequence of an argument’s main sections or sub-topics, and the turning points between them. The sections should follow a logical order which is apparent to the reader. But it should also be a progressive order — they should have a direction of development or complication, not be simply a list of examples or series of restatements of the thesis ("Macbeth is ambitious: he's ambitious here; and he's ambitious here; and he's ambitious here, too; thus, Macbeth is ambitious"). In some arguments, especially longer ones, structure may be briefly announced or hinted at after the thesis, in a road-map or plan sentence.  

The argument is articulated in part through:

8. Key terms: the recurring terms or basic oppositions that an argument rests upon. An essay's key terms should be clear in their meaning and appear throughout; they should be appropriate for the subject (not unfair or too simple — a false or constraining opposition); and they should not be clichés or abstractions (e.g., "the evils of society"). These terms can imply certain assumptions — unstated beliefs about life, history, literature, reasoning, etc. The assumptions should bear logical inspection, and if arguable they should be explicitly acknowledged. 

You keep the reader clear along the way through:

9. Transitions and signposts: words that tie together the parts of an argument, by indicating how a new section, paragraph, or sentence follows from the one immediately previous (transitional words and phrases); and by offering “signposts” that recollect an earlier idea or section or the thesis itself, referring back to it either by explicit statement or by echoing earlier key words or resonant phrases. 

10. Orienting: brief bits of information, explanation, and summary that orient readers who aren’t expert in the subject, enabling them to follow the argument, such as: necessary introductory information about the text, author, or event; a brief summary of a text or passage about to be analyzed; pieces of information given along the way about passages, people, or events mentioned. 

Addressing your readers involves:

11. Stance: the implied relationship of you, the writer, to your readers and subject. Stance is defined by such features as style and tone (e.g., familiar or formal); the presence or absence of specialized language and knowledge; the amount of time spent orienting a general, non-expert reader; the use of scholarly conventions of format and style. Your stance should be established within the first few paragraphs of your essay, and should stay consistent.

12. Style: choices made at the word and sentence level that determine how an idea is stated. Besides adhering to the grammatical conventions of standard English, an essay's style needs to be clear and readable (not confusing, verbose, cryptic, etc.), expressive of the writer's intelligence and energetic interest in the subject (not bureaucratic or clichéd), and appropriate for its subject and audience. 

And last (or first):

13. Title: should both interest and inform, by giving the subject and focus of the essay as well as by helping readers see why this essay might be interesting to read.  

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ESLBUZZ

Useful Phrases for Discussion and Debate in English

By: Author Sophia

Posted on Last updated: October 26, 2023

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Useful Phrases for Discussion and Debate! The following lesson introduces the list of useful phrases for discussing and debating in English with ESL image.

Learn more about how to express your opinion in English. 

Useful Phrases for Discussion and Debate

1. Introducing a point

  • First of all I’d like to point out…
  • The main problem is…
  • The question of…
  • Speaking of…
  • What we have to decide is…

2. Enumeration of points

  • First of all, I’d like to say…
  • In addition to that…
  • Moreover,…
  • Furthermore,…
  • Another example of this is..
  • First, second, third…
  • Finally,…

3. Expressing a personal opinion

  • It seems to me that…
  • I have the feeling that…
  • I feel that…
  • I’m absolutely convinced that…
  • You can take it from me that…
  • I think/don’t think that…
  • In my opinion,…
  • Well, if you ask me…
  • As I see it…
  • The way I see it, …
  • Personally, I  believe/suppose/feel (that)…
  • I’m convinced that…
  • Expressing pros and cons
  • There are two sides to the question.
  • On the one hand…,on the other hand…
  • An argument for/ in favour of/ against if…
  • While admitting that…one should not fornet that…
  • Some people think that…,others say that…

expressions for debate

4. Expressing pros and cons

5. Expressing doubt

  • I’m not sure if…
  • I’m not convinced that…
  • I wonder if you realize that…
  • I doubt that.

Useful Phrases for Discussion and Debate

6. Expressing disagreement

  • I don’t agree with you about…
  • I can’t accept your view that…
  • I’m of a different opinion…

7. Expressing support

  • You’re quite right.
  • That’s a very important point.
  • You’ve got a good point there.
  • I couldn’t agree with you more.
  • You look the words right out of my mouth.
  • Giving reason
  • The reason for this is (that)…
  • I base my argument on…
  • I tell you all this because…

Useful Phrases for Discussion and Debate

8. Keeping to the point

  • It would be more to the point if…
  • Come to the point.
  • That’s not the problem.
  • What we are discussing is…
  • …has nothing to do with my argument.
  • That’s not relevant.
  • Drawing conclusion and summing up
  • The obvious conclusion is…
  • Last but not least…
  • The only alternative (left) is…
  • The only possible solution/conclusion is…
  • Summing up, I’d like to say that…
  • In conclusion we can say that…
  • To cut a long story short,…
  • Just to give you the main points again,…

9. Filers in conversation (used only in speaking)

At the beginning of a sentence

  • Ok/ All right, …
  • Well/ Well, anyway…
  • So/ So then,…
  • By the way,…
  • At any rate…Anyhow…
  • You know,…
  • What I mean is…
  • So…where was I saying? /where was I?

In the middle of a sentence (usually)

  • I mean: This is, I mean, going to be challenging.
  • I guess: Well, I guess the problem is that I’m tired.
  • Kind of: This kind of makes sense
  • Adverbs such as “absolutely”, “actually”, “really”, “sure”, “seriously”: I mean, seriously, do you believe that?

At the end of a sentence

Though: This is going to be hard, though. Right?: This is going to be easy, right?

expressions for debate

Expressions for Debate and Group Discussion

“i’m listening to the other side.”.

–  I see your point, but I think…

–  Yes, I understand, but my opinion is that…

–  That’s all very interesting, but the problem is that…

–  I’m afraid I can’t quite agree with your point.

–  I think I’ve got your point, now let me respond to it.

–  We can see what you’re saying. Here’s my reply…

“I need to say something now.”

–  I’m sorry to interrupt, but you’ve misunderstood our point.

–  Excuse me, but that’s not quite correct.

–  Sorry, I just have to disagree with your point.

–  Let me just respond to that, please.

–  Forgive me for interrupting, but I must respond to that.

–  Hold on a moment, that’s not correct.

–  If you would allow me to add a comment here…

–  If you don’t mind, I’d like to take issue with what you just said.

“You haven’t replied yet.”

–  The other side will have to explain why…. otherwise we win that point.

–  We said that… but the other side has not replied to our point.

–  I’d like to focus on two points that the other side has failed to address.

–  There are two points that we have succeeded in establishing…

–  I want to call your attention to an important point that our opponents have not addressed yet.

–  I’d like to point out that there are two issues our opponents have failed to dispute, namely…

–  I must stress again that our point has not been refuted by the other side.

“Well, I think that…”

–  The first point I would like to raise is this…

–  Our position is the following…

–  Here’s the main point I want to raise…

–  I’d like to deal with two points here. The first is…

–  Our opponents have still not addressed the question we raised a moment ago…

–  The other side has failed to answer our point about…

–  Notice that the affirmative side has not addressed our main point.

–  Let me just restate my position.

–  Just to be clear, here is what I mean…

“So finally, we…”

–  To sum up, here are the main points our opponent s have not addressed…

–  We pointed out that…

–  Our opponents have claimed that…

–  To recap the main points…

–  Let’s sum up where we stand in this debate.

–  Let me summarize our position in this debate.

–  In summary, we want to point out that…

–  Let’s see which arguments are still standing.

–  Let’s take stock of where we are in this debate.

Phrases for Discussing and Debating | Image

Useful Phrases for Discussion and Debate

Useful Phrases for Discussion and Debate in English.

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50 Useful Phrases for Discussions in English

Being able to use only ten of these fifty phrases can improve your English by helping you communicate more effectively.

This post will give you fifty phrases that you can use when participating in a discussion in English. These phrases can be used when discussing both light and more serious topics.

Related video: Useful English Phrases for Discussions 🗨️💬

Get more useful phrases in my eBook: 350+ Common English Expressions for Everyday Life

These fifty useful phrases are divided into nine categories based on their function. To skip directly to one of the categories, click on the link, and it will take you to that section.

The categories include useful phrases for:

  • When you need more time to think
  • Asking for help or inviting others to talk
  • When you want clarification
  • Adding information and making connections
  • Telling what you heard
  • Disagreeing politely
  • Revising or showing a change in your thinking
  • When you don’t want to answer a question

Often, when learning a language, we remain silent when we aren’t sure what to say or how to say it. This can make having a conversation difficult and awkward. Luckily, there are phrases you can use to keep the conversation moving along and to show that you are a good listener.

If you really want to improve your English communication and speaking skills, try to begin using English in a functional and natural way. I recommend these 5 Practical English Questions for beginners and even intermediate students who want to increase their vocabulary while conversing in English. Once you are able to use those accurately, these fifty useful phrases will take your discussion skills to the next level.

50 Useful Phrases

1. when you need more time to think, you can say:.

  • I’m not sure. What about you?
  • I need to think about it. What do you think?
  • I have to think about that. What are your thoughts?

Using the phrases above is a completely natural way to maintain the flow of a conversation and avoid awkward silences. They can be used when having a general discussion or when negotiating during a business meeting. Negotiations require collaboration, and asking about other people’s opinions is a good place to begin. In business negotiations, you can omit I’m not sure to appear more confident. Another expression you can use in negotiations is What do you propose?

Using the above phrases can decrease embarrassment and build confidence as they result in successful communication. Also, as you listen to what others have to say, ideas are likely to come to you, and then you can use a phrase from number four below to add information or make a connection to what someone else said.

2. When you want help or want others to talk, say:

  • Can you help explain?
  • That’s interesting. Tell us more.
  • Can anyone give an example?
  • Can someone think of an example?

If you are not a talkative person or do not want to be the center of attention, you can develop the skill of encouraging others to talk. You can be an important part of the conversation by including others and inviting them to contribute. You can listen more than you speak, but you can still participate and express interest by asking others to add to the discussion.

Of course, talkative types should also develop this skill and be careful not to hog the conversation.

To hog something is to take, keep, use, or do something in a way that prevents others from having, using, or doing it. — Adapted from the Merriam-Webster Learner’s Dictionary

3. When you want clarification, you can say:

  • I have a question…
  • What do you mean by…?
  • In other words, …. , right?
  • So, you’re saying…
  • You mean…? (+ Is that right?)
  • I wonder if / what / how…

If you are not sure you understand something someone has said, it is important to communicate this in a helpful way. If you do not understand, there is a good chance that other people listening also do not understand. Using one of these phrases is a great way to show that you are listening and that you care about what the speaker has to say.

Asking for clarification doesn’t make you look stupid. It makes you look smart !

4. To add information and make connections, say:

  • I’d like to add…
  • That reminds me of…
  • That’s related to…
  • Another example is…
  • I can relate to that because…
  • Going back to what ___________ said…
  • Adding to what ___________ said…
  • What ___________ said made me think (of)…

Good conversations are organic. This means they develop naturally in a continuous process. What one person says leads to something else. This continues on and on as people add more information and continue to ask new questions. To do this, you have to listen well.

5. Useful phrases for telling what you heard:

  • B said (that)…
  • C told me (that)…
  • I heard someone say (that)…
  • Someone said…

This is basic reported speech. During a conversation, you might remember something that someone else said that relates to the topic you are discussing. Sharing it is a great way to add to the conversation. It is also another way to show that you are a good listener.

People like good listeners. While nodding and using eye contact and rejoinders show you are listening, using reported speech shows that you listen to and remember what others say.

For more information on reported speech, check out my affiliate’s post Reported Speech (Part 1) – Statements . The information there is free, but if you decide to purchase one of their courses or e-books , I may earn a small commission at no extra cost to you. I only recommend products and services that I trust and wish I had created myself.

Good listeners are not completely silent listeners.

6. Useful phrases to show you agree:

  • Absolutely.
  • That’s a good point.
  • I (totally) agree.
  • I completely agree.
  • That’s right.
  • That’s (so) true.
  • I couldn’t agree more.

When having a conversation, we often nod our head to show that we are listening. Nodding your head does not always mean that you agree. It just shows the speaker that you are following what they are saying. To show agreement, use one of the above phrases. If you want to hear these used by native speakers in context, I highly recommend YouGlish . I’ve entered absolutely into the search, but you can enter any word or phrase you are curious about. Of course, absolutely can be used in different ways, but you’ll hear it used to show agreement in some of the thousands of examples on YouGlish .

7. Useful phrases to disagree politely:

  • Actually, I think…
  • That’s a good point, but…
  • That’s interesting, but I think…
  • I see/know what you mean, but…
  • Yes, but (on the other hand)…
  • I know what you’re saying, but…
  • I see it differently because…
  • There is some truth to what you’re saying, but…

Believe it or not, disagreeing can be fun and exciting. However, it is important to do it respectfully and politely. To do this, first acknowledge the other person’s view. Then you can share your opinion. It’s also important to keep a calm tone. If you begin to get too emotional or upset, it might be best to agree to disagree and steer the conversation in another direction.

To agree to disagree is to agree not to argue anymore about a difference of opinion. —Merriam-Webster Learner’s Dictionary

It’s also important to note that many of these phrases can be used to introduce another viewpoint even when you agree with what someone has said. This skill can be used when engaging in dialogues to explore ideas and concepts. Acknowledging and considering other viewpoints helps us develop our own thinking and opinions.

8. To revise or show a change in your thinking:

  • I used to think…, but now I think…
  • I see___________ differently now because…
  • I view ____________ _ differently now because…
  • Actually, I’ve changed my mind. I no longer think… / I now think…

If you are open-minded, curious, and love to learn and explore ideas, you may find that a discussion changes the way you view something. This is a core aspect of learning. If we think we know everything and have all of the answers, we may not be open to new ideas that can lead to growth. By exploring ideas through discussions with people who have had different experiences or who view the world differently than you, your thinking about something might develop and change. If it does, the four phrases above will be useful.

9. Useful phrases for when you don’t want to answer:

  • I’d rather not say.
  • I’d prefer not to say.
  • So, ___________ was saying…
  • I’ll tell you later.

You don’t have to answer every question someone asks you. It can be awkward to encounter a situation where you are uncomfortable answering a question. Respectful people will respect your right to privacy when you use one of the phrases above. Don’t waste your time talking to people who don’t respect you. The last two expressions on the list are indirect ways to avoid a question. One redirects the conversation. The other shifts the focus away from you. Don’t worry, you don’t really have to tell anyone later. If someone says this, they might be willing to tell you later or they might just be indirectly avoiding a question. It depends on the context and situation.

In addition to these 50 useful phrases, you can use other practical English expressions like the ones below when you don’t understand a word, idea, or what someone said.

Useful Practical English Phrases

  • What does __________ mean?
  • Could you give me an example?
  • How do you say __________ _ in English/Korean?
  • Could you repeat that?
  • What’s the difference between _________ and ___________? or How are they different/similar?

To learn more about these five practical English phrases, read Five Practical Questions to Help Increase Understanding next.

Useful phrases for conversation

Never stop learning!

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10 Simple Tips for Writing TOEFL Essay in 2024

The TOEFL iBT test is a good way to show you know English well enough for university. The test has four parts: reading, listening, speaking, and writing. It takes about three hours to finish. The last part, the writing section, has two essays: one independent and one integrated.

The integrated essay lasts 20 minutes and is based on a reading and a listening passage, similar to a typical school setting. You need to remember what you heard and explain the ideas in your own words without copying. In this article, we will give you some constructive tips to improve your TOEFL iBT writing skills.

How-to-write-a-good-TOEFL-essay

How to write a good TOEFL essay?

Table of Content

10 Amazing TOEFL 2024 Essay Writing Tips

Tips for writing a good toefl essay, create an essay plan, know what the examiner wants, give yourself a word limit, stick to the prompt, keep on practising your writing, use effective paragraph structure, use specific examples, use varied sentence structure, use academic vocabulary, use correct grammar and punctuation, integrated writing task, transition words and phrases, integrated essay time breakdown.

Here’s a quick summary of our top 10 TOEFL Writing Tips:

  • Tip 1: Pay close attention to the reading passage because the listening passage will challenge each point made in it.
  • Tip 2: Practice taking brief but accurate notes during the listening passage. You only get to hear it once.
  • Tip 3: Paraphrase the passages. The TOEFL grading criteria include vocabulary, and you will earn zero points if you simply quote the material.
  • Tip 4: Use lots of transitional words and phrases to help develop your essay and connect your ideas.
  • Tip 5: Manage your time wisely. You only have 20 minutes to write an essay of at least 250 words.
  • Tip 6: Add to the discussion. Do not repeat points and ideas from the passages in your response.
  • Tip 7: Stick to a few simple verb tenses.
  • Tip 8: Try to include multiple sentences with more than one clause.
  • Tip 9: Plan to edit your essay for at least one minute at the end. There is no spellcheck on the TOEFL.
  • Tip 10: Practice writing at home and ask a teacher or trained TOEFL expert to give you a grade and point out your weaknesses.
Must Read: Top 10 TOEFL 2024 Writing Tips to Ace the Exam

Having a plan for your TOEFL iBT essay can make your writing flow better and help you organize your ideas. Writing down a short essay plan before you start will help you use your time well. When you know what you will write next, you won’t have to stop and think between each paragraph.

There are several common TOEFL iBT essay plans that work well. However, the most important thing is to find what works best for you. An organized plan is essential to succeed in the TOEFL iBT writing test because it helps the examiner follow your essay easily. Even if you have great ideas, a disorganized essay can make it hard to get the grades you deserve.

Check the writing rubrics for the TOEFL iBT writing test and set a goal for the grade you want.

The writing rubrics show what the examiner expects from your TOEFL iBT essay. This can help you focus on important skills like organization and clarity.

You can find examples of TOEFL iBT writing test essays with estimated grades online. These examples give you a good idea of what to aim for when practicing. Knowing what the examiner is looking for can make you feel more confident in your writing.

A good TOEFL iBT essay should have at least 150 words for the integrated task and 300 words for the independent task. However, it’s up to you to decide.

Setting a word limit helps you know when to stop writing and start checking your essay. This also forces you to focus on what is essential, leading to a higher grade. In writing your TOEFL iBT essay, quality is more important than quantity.

Under pressure during the TOEFL iBT exam, it’s easy to go off-topic.

After each paragraph, quickly read what you have written to ensure it is relevant to the essay prompt. This will save time because you won’t have to rewrite at the end if you realize you strayed from the topic. It also helps you plan the next paragraph.

With limited time, it’s best to stay on track throughout the TOEFL iBT writing test. This is especially important for the independent writing task but is also useful for the integrated writing.

More Practice is key for the TOEFL iBT writing test as it improves both your writing skills and speed. The more you write, the more confident you will feel during the exam.

Becoming good at writing doesn’t happen overnight, so practice is essential. Spending 30 minutes on a sample TOEFL iBT essay regularly will help you improve. By practicing often, you will retain your skills and become familiar with the essays, making them less intimidating during the test.

Also, it’s important to time yourself when you practice.

Paragraphs are the building blocks of your essay. Each paragraph should start with a clear topic sentence that ties into the main idea of the essay. Support your main point with evidence and examples in each paragraph. Make sure each paragraph flows smoothly into the next by using transition words and phrases to link ideas and create a cohesive essay.

To score high on your TOEFL essay, use specific examples to support your ideas. Include real-life examples, statistics, and facts to back up your arguments. This shows your knowledge of the topic and your critical thinking skills. Specific examples also make your essay more interesting and help you stand out from other test-takers.

Vary your sentence structure to make your essay more engaging. Mix short and long sentences, questions, and statements to add variety. This will help avoid repetition and keep your writing interesting. However, ensure that your sentences are grammatically correct and fit well in the context of your essay.

Using academic vocabulary makes your essay sound more professional. Choose words that are suitable for the academic level of the test. Avoid slang, casual language, and overly complex words. Make sure you use words correctly and understand their meanings.

Correct grammar and punctuation are crucial for a high score on the TOEFL writing section. Ensure you use correct verb tenses, subject-verb agreement, and sentence structure. Use appropriate punctuation to make your writing clear and easy to read. If you’re unsure about any grammar or punctuation rules, look them up or ask a tutor for help.

Transitional words and phrases are crucial and should be used in TOEFL essays. Transition between contrasting points of views in both readin and listening passages are important:

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How to write a good TOEFL essay- FAQs

What is the format of the toefl essay.

The TOEFL essay is a 30-minute written task where you are asked to express and support your opinion on a specific topic. The essay is typically four to five paragraphs long and should include an introduction, body paragraphs, and a conclusion.

Where can I find sample TOEFL essays to practice with?

You can find sample TOEFL essays in TOEFL preparation books or online. The official TOEFL website also provides sample essays and scoring guides.

How can I prepare for the TOEFL writing section?

To prepare for the TOEFL writing section, you should practice writing essays using sample prompts, develop your grammar and vocabulary skills, and learn how to organize and develop your ideas effectively. You may also want to work.

How to write a TOEFL essay?

To write a TOEFL essay, it is important to understand the prompt, brainstorm ideas, create an outline, and then write a well-structured essay with an introduction, body paragraphs, and a conclusion. Practice organising your thoughts and expressing them clearly within the time limit provided.

Is 27 a good writing score in TOEFL?

Yes, a score of 27 is considered a good writing score in TOEFL. It demonstrates a high level of proficiency in writing and indicates strong language skills, coherence, and clarity in expressing ideas.

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

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  • 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 ).

figure 1

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.

figure 2

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 .

figure 3

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.

figure 4

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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discussion essay phrases

Hamas is using people of Gaza as human shields. You can't avoid that fact. | Letters

I have two issues with the op-ed in the Ideas Lab of May 19 (“ Student protesters won’t be silent about genocide unfolding in Gaza ”).

For starters, I should state that I believe there should be an immediate cease fire in Gaza and that the continued loss of civilian life only harms the long-term efforts for peace and stability. I also support the right to peaceful protest , but if protests turn into racist confrontations, it is counterproductive. Violence and inflammatory rhetoric are never the answers.

However, the first issue is that she wrote that Israel is populated by “European ‘settlers.’” But nearly a million Jews fled or were expelled by Muslim countries and settled in Israel. There are also Muslim and Christian citizens of Israel.

The second is she avoids dealing with Hamas, which started this current conflict and is using the population of Gaza as human shields. Having traveled to the Middle East, I believe there is much to make amends for. I do believe that Israel as a nation should have done more to try to find lasting solutions, but Islamic terrorist groups have made that more difficult.

Both sides in this conflict need to come together and create a state for the Palestinians and use the resources being used for war to bring some measure of social justice.

Joseph Geck, Waukesha

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    Tip 4: Use lots of transitional words and phrases to help develop your essay and connect your ideas. Tip 5: Manage your time wisely. You only have 20 minutes to write an essay of at least 250 words. Tip 6: Add to the discussion. Do not repeat points and ideas from the passages in your response.

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