words to use for research papers

50 Useful Academic Words & Phrases for Research

Like all good writing, writing an academic paper takes a certain level of skill to express your ideas and arguments in a way that is natural and that meets a level of academic sophistication. The terms, expressions, and phrases you use in your research paper must be of an appropriate level to be submitted to academic journals.

Therefore, authors need to know which verbs , nouns , and phrases to apply to create a paper that is not only easy to understand, but which conveys an understanding of academic conventions. Using the correct terminology and usage shows journal editors and fellow researchers that you are a competent writer and thinker, while using non-academic language might make them question your writing ability, as well as your critical reasoning skills.

What are academic words and phrases?

One way to understand what constitutes good academic writing is to read a lot of published research to find patterns of usage in different contexts. However, it may take an author countless hours of reading and might not be the most helpful advice when faced with an upcoming deadline on a manuscript draft.

Briefly, “academic” language includes terms, phrases, expressions, transitions, and sometimes symbols and abbreviations that help the pieces of an academic text fit together. When writing an academic text–whether it is a book report, annotated bibliography, research paper, research poster, lab report, research proposal, thesis, or manuscript for publication–authors must follow academic writing conventions. You can often find handy academic writing tips and guidelines by consulting the style manual of the text you are writing (i.e., APA Style , MLA Style , or Chicago Style ).

However, sometimes it can be helpful to have a list of academic words and expressions like the ones in this article to use as a “cheat sheet” for substituting the better term in a given context.

How to Choose the Best Academic Terms

You can think of writing “academically” as writing in a way that conveys one’s meaning effectively but concisely. For instance, while the term “take a look at” is a perfectly fine way to express an action in everyday English, a term like “analyze” would certainly be more suitable in most academic contexts. It takes up fewer words on the page and is used much more often in published academic papers.

You can use one handy guideline when choosing the most academic term: When faced with a choice between two different terms, use the Latinate version of the term. Here is a brief list of common verbs versus their academic counterparts:

Although this can be a useful tip to help academic authors, it can be difficult to memorize dozens of Latinate verbs. Using an AI paraphrasing tool or proofreading tool can help you instantly find more appropriate academic terms, so consider using such revision tools while you draft to improve your writing.

Top 50 Words and Phrases for Different Sections in a Research Paper

The “Latinate verb rule” is just one tool in your arsenal of academic writing, and there are many more out there. But to make the process of finding academic language a bit easier for you, we have compiled a list of 50 vital academic words and phrases, divided into specific categories and use cases, each with an explanation and contextual example.

Best Words and Phrases to use in an Introduction section

1. historically.

An adverb used to indicate a time perspective, especially when describing the background of a given topic.

2. In recent years

A temporal marker emphasizing recent developments, often used at the very beginning of your Introduction section.

3. It is widely acknowledged that

A “form phrase” indicating a broad consensus among researchers and/or the general public. Often used in the literature review section to build upon a foundation of established scientific knowledge.

4. There has been growing interest in

Highlights increasing attention to a topic and tells the reader why your study might be important to this field of research.

5. Preliminary observations indicate

Shares early insights or findings while hedging on making any definitive conclusions. Modal verbs like may , might , and could are often used with this expression.

6. This study aims to

Describes the goal of the research and is a form phrase very often used in the research objective or even the hypothesis of a research paper .

7. Despite its significance

Highlights the importance of a matter that might be overlooked. It is also frequently used in the rationale of the study section to show how your study’s aim and scope build on previous studies.

8. While numerous studies have focused on

Indicates the existing body of work on a topic while pointing to the shortcomings of certain aspects of that research. Helps focus the reader on the question, “What is missing from our knowledge of this topic?” This is often used alongside the statement of the problem in research papers.

9. The purpose of this research is

A form phrase that directly states the aim of the study.

10. The question arises (about/whether)

Poses a query or research problem statement for the reader to acknowledge.

Best Words and Phrases for Clarifying Information

11. in other words.

Introduces a synopsis or the rephrasing of a statement for clarity. This is often used in the Discussion section statement to explain the implications of the study .

12. That is to say

Provides clarification, similar to “in other words.”

13. To put it simply

Simplifies a complex idea, often for a more general readership.

14. To clarify

Specifically indicates to the reader a direct elaboration of a previous point.

15. More specifically

Narrows down a general statement from a broader one. Often used in the Discussion section to clarify the meaning of a specific result.

16. To elaborate

Expands on a point made previously.

17. In detail

Indicates a deeper dive into information.

Points out specifics. Similar meaning to “specifically” or “especially.”

19. This means that

Explains implications and/or interprets the meaning of the Results section .

20. Moreover

Expands a prior point to a broader one that shows the greater context or wider argument.

Best Words and Phrases for Giving Examples

21. for instance.

Provides a specific case that fits into the point being made.

22. As an illustration

Demonstrates a point in full or in part.

23. To illustrate

Shows a clear picture of the point being made.

24. For example

Presents a particular instance. Same meaning as “for instance.”

25. Such as

Lists specifics that comprise a broader category or assertion being made.

26. Including

Offers examples as part of a larger list.

27. Notably

Adverb highlighting an important example. Similar meaning to “especially.”

28. Especially

Adverb that emphasizes a significant instance.

29. In particular

Draws attention to a specific point.

30. To name a few

Indicates examples than previously mentioned are about to be named.

Best Words and Phrases for Comparing and Contrasting

31. however.

Introduces a contrasting idea.

32. On the other hand

Highlights an alternative view or fact.

33. Conversely

Indicates an opposing or reversed idea to the one just mentioned.

34. Similarly

Shows likeness or parallels between two ideas, objects, or situations.

35. Likewise

Indicates agreement with a previous point.

36. In contrast

Draws a distinction between two points.

37. Nevertheless

Introduces a contrasting point, despite what has been said.

38. Whereas

Compares two distinct entities or ideas.

Indicates a contrast between two points.

Signals an unexpected contrast.

Best Words and Phrases to use in a Conclusion section

41. in conclusion.

Signifies the beginning of the closing argument.

42. To sum up

Offers a brief summary.

43. In summary

Signals a concise recap.

44. Ultimately

Reflects the final or main point.

45. Overall

Gives a general concluding statement.

Indicates a resulting conclusion.

Demonstrates a logical conclusion.

48. Therefore

Connects a cause and its effect.

49. It can be concluded that

Clearly states a conclusion derived from the data.

50. Taking everything into consideration

Reflects on all the discussed points before concluding.

Edit Your Research Terms and Phrases Before Submission

Using these phrases in the proper places in your research papers can enhance the clarity, flow, and persuasiveness of your writing, especially in the Introduction section and Discussion section, which together make up the majority of your paper’s text in most academic domains.

However, it's vital to ensure each phrase is contextually appropriate to avoid redundancy or misinterpretation. As mentioned at the top of this article, the best way to do this is to 1) use an AI text editor , free AI paraphrasing tool or AI proofreading tool while you draft to enhance your writing, and 2) consult a professional proofreading service like Wordvice, which has human editors well versed in the terminology and conventions of the specific subject area of your academic documents.

For more detailed information on using AI tools to write a research paper and the best AI tools for research , check out the Wordvice AI Blog .

Academic Phrasebank

• GENERAL LANGUAGE FUNCTIONS
• Being cautious
• Being critical
• Classifying and listing
• Compare and contrast
• Defining terms
• Describing trends
• Describing quantities
• Explaining causality
• Giving examples
• Signalling transition
• Writing about the past

The Academic Phrasebank is a general resource for academic writers. It aims to provide you with examples of some of the phraseological ‘nuts and bolts’ of writing organised according to the main sections of a research paper or dissertation (see the top menu ). Other phrases are listed under the more general communicative functions of academic writing (see the menu on the left). The resource should be particularly useful for writers who need to report their research work. The phrases, and the headings under which they are listed, can be used simply to assist you in thinking about the content and organisation of your own writing, or the phrases can be incorporated into your writing where this is appropriate. In most cases, a certain amount of creativity and adaptation will be necessary when a phrase is used. The items in the Academic Phrasebank are mostly content neutral and generic in nature; in using them, therefore, you are not stealing other people’s ideas and this does not constitute plagiarism. For some of the entries, specific content words have been included for illustrative purposes, and these should be substituted when the phrases are used. The resource was designed primarily for academic and scientific writers who are non-native speakers of English. However, native speaker writers may still find much of the material helpful. In fact, recent data suggest that the majority of users are native speakers of English. More about  Academic Phrasebank .

This site was created by  John Morley .  

Academic Phrasebank is the Intellectual Property of the University of Manchester.

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Useful Research Words and Phrases for All Sections

What are the best research words and phrases to use in a paper?

If you are a graduate student, researcher, and/or professor, you already know that composing academic documents can be a frustrating and time-consuming undertaking. In addition to including all the necessary study content, you must also present it in the right order and convey the required information using the proper institutional language. Deciding exactly which language to put in which section can get confusing as you constantly question your choice of phrasing: “ Does the Results section require this kind of explanation? Should I introduce my research with a comparison or with background research? How do I even begin the Discussion section? ”

To help you choose the  right  word for the  right  purpose,  Wordvice  has created a handy academic writing “cheat sheet” with ready-made formulaic expressions for all major sections of a research paper ( Introduction, Literature Review, Methods, Results, Discussion, and Conclusion ) and for reaching different objectives within each section.

This downloadable  quick-reference guide  contains common phrases used in academic papers, a sample journal submission cover letter, and a template rebuttal letter to be modified and used in case of receipt of a letter from the journal editor.

Each section includes annotations explaining the purposes of the expressions and a summary of essential information so that you can easily find the language your are looking for whenever you need to apply it to your paper. Using this quick reference will help you write more complete and appropriate phrases in your research writing and correspondence with journal editors.

Reference Guide Content

1. common research paper phrases (listed by manuscript section).

• Gathered from hundreds of thousands of published manuscripts, these frequently used key sentences and phrases are tailored to what each section of your paper should accomplish.
• From the abstract to the conclusion, each section is tied together by a logical structure and flow of information.
• Refer to this index when you are unsure of the correct phrases to use (in your paper/article, dissertation, or thesis) or if you are a non-native speaker and are seeking phrasing that is both natural in tone and official in form.

2. Acade mic Search Tools Index

• The search tools index is a concise compilation of some of the best academic research search tools and databases available that contain information about paper composition and relevant journals.
• Locate the sites and tools most useful for your needs using our summary of site content and features.

3. Sample Journal Submission Cover Letter with Formal Expressions

The  cover letter  is an essential part of the journal submission process, yet a great many researchers struggle with how to compose their cover letters to journal editors in a way that will effectively introduce their study and spur editors to read and consider their manuscript.

This sample cover letter not only provides an exemplary model of what a strong cover letter should look like but includes template language authors can apply directly to their own cover letters. By applying the formal language of the cover letter to the particular details of a particular study, the letter helps authors build a strong opening case for journals to consider accepting their manuscripts for publication.

4. Rebuttal Letter Template

The  rebuttal letter  is written as a response to previously received correspondence from journal editors that can take the form of a rejection, deferment, or request letter, which often requests changes, additions, or omission of content or augmentation of formatting in the manuscript. The rebuttal letter is therefore usually an author’s last chance to get their manuscript published in a given journal, and the language they use must convince the editor that an author’s manuscript is ready (or will be ready) for publication in their journal. It must therefore contain a precise rationale and explanation to accomplish this goal.

As with the journal submission cover letter, knowing exactly what to include in this letter and how to compose it can be difficult. One must be persuasive without being pushy; formal but yet candid and frank. This template rebuttal letter is constructed to help authors navigate these issues and respond to authors with confidence that they have done everything possible to get their manuscript published in the journal to which they have submitted.

5. Useful Phrases for the Journal Submission Cover Letter/Rebuttal Letter

As with research papers, there are usually dozens of options for how to phrase the language in letters to journal editors. This section suggests several of the most common phrases that authors use to express their objectives and persuade editors to publish their journals. And as with the section on “Common Research Paper Phrases,” you will find here that each phrase is listed under a heading that indicates its objective so that authors know when and where to apply these expressions.

Use this reference guide as another resource in your toolkit to make the research paper writing and journal submission processes a bit easier. And remember that there are many excellent resources out there if you require additional assistance.

Wordvice ‘s academic English editing services include paper editing services , dissertation editing services , and thesis editing services that are specifically tailored to help researchers polish their papers to get the very most out of their research writing. Visit our  Resources  pages for great articles and videos on academic writing and journal submission.

Wordvice Resources

A guide to paraphrasing in research papers, 100+ strong verbs that will make your research writing amazing , how to compose a journal submission cover letter, how to write the best journal submission cover letter,  related resources,   40 useful words and phrases for top-notch essays, “essential academic writing words and phrases”  (my english teacher.eu), “academic vocabulary, useful phrases for academic writing and research paper writing”  (research gate).

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Useful Phrases and Sentences for Academic & Research Paper Writing

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

1. Abstract

An abstract is a self-contained and short synopsis that describes a larger work. The abstract is the only part of the paper that is published online and in most conference proceedings. Hence abstract constitutes a very important section of your paper.  Also, when you submit your paper to a journal, potential reviewers only see the abstract when invited by an editor to review a manuscript. The abstract should include one or two lines briefly describing the topic, scope, purpose, results, and conclusion of your work. The abstract is indexed by search engines, so make sure that it has all the right words that a fellow researcher in the same field will be using while searching for articles online. Also, make sure it is rich with data and numbers to demonstrate the scientific rigor of your article. Be very clear and confident about your findings. Keep it punchy and straight to the point.

The abstract section of your research paper should include the following:

Click here for the academic phrases and vocabulary for the abstract section of the research paper…

2. Introduction

Introduction section comes after the abstract. Introduction section should provide the reader with a brief overview of your topic and the reasons for conducting research. The introduction is a perfect place to set the scene and make a good first impression. Regarding word count, introduction typically occupies 10-15% of your paper, for example, if the total word count of your paper is 3000, then you should aim for an introduction of around 600 words. It is often recommended that the introduction section of the paper is written after finishing the other sections of the paper. This is because it is difficult to figure out what exactly to put in the introduction section of the paper until you have seen the big picture. Sound very confident about your chosen subject area and back up your arguments with appropriate references. After reading the introduction, the reader must have a clear idea of what to expect from the rest of your research paper.

The introduction section of your research paper should include the following:

• General introduction
• Problem definition
• Gaps in the literature
• Problems solution
• Study motivation
• Aims & objectives
• Significance and advantages of your work

Click here for the academic phrases and vocabulary for the introduction section of the research paper…

3. Literature review

The literature review should clearly demonstrate that the author has a good knowledge of the research area. Literature review typically occupies one or two passages in the introduction section. A well-written literature review should provide a critical appraisal of previous studies related to the current research area rather than a simple summary of prior works. The author shouldn’t shy away from pointing out the shortcomings of previous works. However, criticising other’s work without any basis can weaken your paper. This is a perfect place to coin your research question and justify the need for such a study. It is also worth pointing out towards the end of the review that your study is unique and there is no direct literature addressing this issue. Add a few sentences about the significance of your research and how this will add value to the body of knowledge.

The literature review section of your research paper should include the following:

• Previous literature
• Limitations of previous research
• Research questions
• Research to be explored

Click here for the academic phrases and vocabulary for the literature review section of the research paper…

4. Materials and Methods

The methods section that follows the introduction section should provide a clear description of the experimental procedure, and the reasons behind the choice of specific experimental methods. The methods section should be elaborate enough so that the readers can repeat the experimental procedure and reproduce the results. The scientific rigor of the paper is judged by your materials and methods section, so make sure you elaborate on all the fine details of your experiment. Explain the procedures step-by-step by splitting the main section into multiple sub-sections. Order procedures chronologically with subheadings. Use past tense to describe what you did since you are reporting on a completed experiment. The methods section should describe how the research question was answered and explain how the results were analyzed. Clearly explain various statistical methods used for significance testing and the reasons behind the choice.

The methods section of your research paper should include the following:

• Experimental setup
• Data collection
• Data analysis
• Statistical testing
• Assumptions
• Remit of the experiment

Click here for the academic phrases and vocabulary for the methods section of the research paper…

5. Results and Discussion

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 criticized 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

Click here for the academic phrases and vocabulary for the results and discussion section of the research paper…

6. Conclusion and Future Work

A research paper should end with a well-constructed conclusion. The conclusion is somewhat similar to the introduction. You restate your aims and objectives and summarize your main findings and evidence for the reader. You can usually do this in one paragraph with three main key points, and one strong take-home message. You should not present any new arguments in your conclusion. You can raise some open questions and set the scene for the next study. This is a good place to register your thoughts about possible future work. Try to explain to your readers what more could be done? What do you think are the next steps to take? What other questions warrant further investigation? Remember, the conclusion is the last part of the essay that your reader will see, so spend some time writing the conclusion so that you can end on a high note.

The conclusion section of your research paper should include the following:

• Overall summary
• Further research

Click here for the academic phrases and vocabulary for the conclusions and future work sections of the research paper…

7. Acknowledgements and Appendix

There is no standard way to write acknowledgements. This section allows you to thank all the people who helped you with the project. You can take either formal or informal tone; you won’t be penalized.  You can place supplementary materials in the appendix and refer to them in the main text. There is no limit on what you can place in the appendix section. This can include figures, tables, costs, budget, maps, etc. Anything that is essential for the paper but might potentially interrupt the flow of the paper goes in the appendix.

Click here for the academic phrases and vocabulary for the acknowledgements and appendix sections of the research paper…

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Abstract Section Examples and Writing Tips

In this blog, we will go through many abstract examples and understand how to construct a good abstract for your research paper.

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In this blog we will see how to create a research paper outline and start writing your research paper.

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Thanks for your effort. could I have a PDF having all the info included here.

You can control + p and save as pdf

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thank you so much

if you can also add on verbs used for each section would be good further

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How To Write A Research Paper

Step-By-Step Tutorial With Examples + FREE Template

By: Derek Jansen (MBA) | Expert Reviewer: Dr Eunice Rautenbach | March 2024

For many students, crafting a strong research paper from scratch can feel like a daunting task – and rightly so! In this post, we’ll unpack what a research paper is, what it needs to do , and how to write one – in three easy steps. 🙂 

Overview: Writing A Research Paper

What (exactly) is a research paper.

• How to write a research paper
• Stage 1 : Topic & literature search
• Stage 2 : Structure & outline
• Stage 3 : Iterative writing
• Key takeaways

Let’s start by asking the most important question, “ What is a research paper? ”.

Simply put, a research paper is a scholarly written work where the writer (that’s you!) answers a specific question (this is called a research question ) through evidence-based arguments . Evidence-based is the keyword here. In other words, a research paper is different from an essay or other writing assignments that draw from the writer’s personal opinions or experiences. With a research paper, it’s all about building your arguments based on evidence (we’ll talk more about that evidence a little later).

Now, it’s worth noting that there are many different types of research papers , including analytical papers (the type I just described), argumentative papers, and interpretative papers. Here, we’ll focus on analytical papers , as these are some of the most common – but if you’re keen to learn about other types of research papers, be sure to check out the rest of the blog .

With that basic foundation laid, let’s get down to business and look at how to write a research paper .

Overview: The 3-Stage Process

While there are, of course, many potential approaches you can take to write a research paper, there are typically three stages to the writing process. So, in this tutorial, we’ll present a straightforward three-step process that we use when working with students at Grad Coach.

These three steps are:

• Finding a research topic and reviewing the existing literature
• Developing a provisional structure and outline for your paper, and
• Writing up your initial draft and then refining it iteratively

Let’s dig into each of these.

Need a helping hand?

Step 1: Find a topic and review the literature

As we mentioned earlier, in a research paper, you, as the researcher, will try to answer a question . More specifically, that’s called a research question , and it sets the direction of your entire paper. What’s important to understand though is that you’ll need to answer that research question with the help of high-quality sources – for example, journal articles, government reports, case studies, and so on. We’ll circle back to this in a minute.

The first stage of the research process is deciding on what your research question will be and then reviewing the existing literature (in other words, past studies and papers) to see what they say about that specific research question. In some cases, your professor may provide you with a predetermined research question (or set of questions). However, in many cases, you’ll need to find your own research question within a certain topic area.

Finding a strong research question hinges on identifying a meaningful research gap – in other words, an area that’s lacking in existing research. There’s a lot to unpack here, so if you wanna learn more, check out the plain-language explainer video below.

Once you’ve figured out which question (or questions) you’ll attempt to answer in your research paper, you’ll need to do a deep dive into the existing literature – this is called a “ literature search ”. Again, there are many ways to go about this, but your most likely starting point will be Google Scholar .

If you’re new to Google Scholar, think of it as Google for the academic world. You can start by simply entering a few different keywords that are relevant to your research question and it will then present a host of articles for you to review. What you want to pay close attention to here is the number of citations for each paper – the more citations a paper has, the more credible it is (generally speaking – there are some exceptions, of course).

Ideally, what you’re looking for are well-cited papers that are highly relevant to your topic. That said, keep in mind that citations are a cumulative metric , so older papers will often have more citations than newer papers – just because they’ve been around for longer. So, don’t fixate on this metric in isolation – relevance and recency are also very important.

Beyond Google Scholar, you’ll also definitely want to check out academic databases and aggregators such as Science Direct, PubMed, JStor and so on. These will often overlap with the results that you find in Google Scholar, but they can also reveal some hidden gems – so, be sure to check them out.

Once you’ve worked your way through all the literature, you’ll want to catalogue all this information in some sort of spreadsheet so that you can easily recall who said what, when and within what context. If you’d like, we’ve got a free literature spreadsheet that helps you do exactly that.

Step 2: Develop a structure and outline

With your research question pinned down and your literature digested and catalogued, it’s time to move on to planning your actual research paper .

It might sound obvious, but it’s really important to have some sort of rough outline in place before you start writing your paper. So often, we see students eagerly rushing into the writing phase, only to land up with a disjointed research paper that rambles on in multiple

Now, the secret here is to not get caught up in the fine details . Realistically, all you need at this stage is a bullet-point list that describes (in broad strokes) what you’ll discuss and in what order. It’s also useful to remember that you’re not glued to this outline – in all likelihood, you’ll chop and change some sections once you start writing, and that’s perfectly okay. What’s important is that you have some sort of roadmap in place from the start.

At this stage you might be wondering, “ But how should I structure my research paper? ”. Well, there’s no one-size-fits-all solution here, but in general, a research paper will consist of a few relatively standardised components:

• Introduction
• Literature review
• Methodology

Let’s take a look at each of these.

First up is the introduction section . As the name suggests, the purpose of the introduction is to set the scene for your research paper. There are usually (at least) four ingredients that go into this section – these are the background to the topic, the research problem and resultant research question , and the justification or rationale. If you’re interested, the video below unpacks the introduction section in more detail. 

The next section of your research paper will typically be your literature review . Remember all that literature you worked through earlier? Well, this is where you’ll present your interpretation of all that content . You’ll do this by writing about recent trends, developments, and arguments within the literature – but more specifically, those that are relevant to your research question . The literature review can oftentimes seem a little daunting, even to seasoned researchers, so be sure to check out our extensive collection of literature review content here .

With the introduction and lit review out of the way, the next section of your paper is the research methodology . In a nutshell, the methodology section should describe to your reader what you did (beyond just reviewing the existing literature) to answer your research question. For example, what data did you collect, how did you collect that data, how did you analyse that data and so on? For each choice, you’ll also need to justify why you chose to do it that way, and what the strengths and weaknesses of your approach were.

Now, it’s worth mentioning that for some research papers, this aspect of the project may be a lot simpler . For example, you may only need to draw on secondary sources (in other words, existing data sets). In some cases, you may just be asked to draw your conclusions from the literature search itself (in other words, there may be no data analysis at all). But, if you are required to collect and analyse data, you’ll need to pay a lot of attention to the methodology section. The video below provides an example of what the methodology section might look like.

By this stage of your paper, you will have explained what your research question is, what the existing literature has to say about that question, and how you analysed additional data to try to answer your question. So, the natural next step is to present your analysis of that data . This section is usually called the “results” or “analysis” section and this is where you’ll showcase your findings.

Depending on your school’s requirements, you may need to present and interpret the data in one section – or you might split the presentation and the interpretation into two sections. In the latter case, your “results” section will just describe the data, and the “discussion” is where you’ll interpret that data and explicitly link your analysis back to your research question. If you’re not sure which approach to take, check in with your professor or take a look at past papers to see what the norms are for your programme.

Alright – once you’ve presented and discussed your results, it’s time to wrap it up . This usually takes the form of the “ conclusion ” section. In the conclusion, you’ll need to highlight the key takeaways from your study and close the loop by explicitly answering your research question. Again, the exact requirements here will vary depending on your programme (and you may not even need a conclusion section at all) – so be sure to check with your professor if you’re unsure.

Step 3: Write and refine

Finally, it’s time to get writing. All too often though, students hit a brick wall right about here… So, how do you avoid this happening to you?

Well, there’s a lot to be said when it comes to writing a research paper (or any sort of academic piece), but we’ll share three practical tips to help you get started.

First and foremost , it’s essential to approach your writing as an iterative process. In other words, you need to start with a really messy first draft and then polish it over multiple rounds of editing. Don’t waste your time trying to write a perfect research paper in one go. Instead, take the pressure off yourself by adopting an iterative approach.

Secondly , it’s important to always lean towards critical writing , rather than descriptive writing. What does this mean? Well, at the simplest level, descriptive writing focuses on the “ what ”, while critical writing digs into the “ so what ” – in other words, the implications . If you’re not familiar with these two types of writing, don’t worry! You can find a plain-language explanation here.

Last but not least, you’ll need to get your referencing right. Specifically, you’ll need to provide credible, correctly formatted citations for the statements you make. We see students making referencing mistakes all the time and it costs them dearly. The good news is that you can easily avoid this by using a simple reference manager . If you don’t have one, check out our video about Mendeley, an easy (and free) reference management tool that you can start using today.

Recap: Key Takeaways

We’ve covered a lot of ground here. To recap, the three steps to writing a high-quality research paper are:

• To choose a research question and review the literature
• To plan your paper structure and draft an outline
• To take an iterative approach to writing, focusing on critical writing and strong referencing

Remember, this is just a b ig-picture overview of the research paper development process and there’s a lot more nuance to unpack. So, be sure to grab a copy of our free research paper template to learn more about how to write a research paper.

Can you help me with a full paper template for this Abstract:

Background: Energy and sports drinks have gained popularity among diverse demographic groups, including adolescents, athletes, workers, and college students. While often used interchangeably, these beverages serve distinct purposes, with energy drinks aiming to boost energy and cognitive performance, and sports drinks designed to prevent dehydration and replenish electrolytes and carbohydrates lost during physical exertion.

Objective: To assess the nutritional quality of energy and sports drinks in Egypt.

Material and Methods: A cross-sectional study assessed the nutrient contents, including energy, sugar, electrolytes, vitamins, and caffeine, of sports and energy drinks available in major supermarkets in Cairo, Alexandria, and Giza, Egypt. Data collection involved photographing all relevant product labels and recording nutritional information. Descriptive statistics and appropriate statistical tests were employed to analyze and compare the nutritional values of energy and sports drinks.

Results: The study analyzed 38 sports drinks and 42 energy drinks. Sports drinks were significantly more expensive than energy drinks, with higher net content and elevated magnesium, potassium, and vitamin C. Energy drinks contained higher concentrations of caffeine, sugars, and vitamins B2, B3, and B6.

Conclusion: Significant nutritional differences exist between sports and energy drinks, reflecting their intended uses. However, these beverages’ high sugar content and calorie loads raise health concerns. Proper labeling, public awareness, and responsible marketing are essential to guide safe consumption practices in Egypt.

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• USC Libraries
• Research Guides

Organizing Your Social Sciences Research Paper

Glossary of research terms.

• Purpose of Guide
• Design Flaws to Avoid
• Independent and Dependent Variables
• Reading Research Effectively
• Narrowing a Topic Idea
• Broadening a Topic Idea
• Extending the Timeliness of a Topic Idea
• Academic Writing Style
• Applying Critical Thinking
• Choosing a Title
• Making an Outline
• Paragraph Development
• Research Process Video Series
• Executive Summary
• The C.A.R.S. Model
• Background Information
• The Research Problem/Question
• Theoretical Framework
• Citation Tracking
• Content Alert Services
• Evaluating Sources
• Primary Sources
• Secondary Sources
• Tiertiary Sources
• Scholarly vs. Popular Publications
• Qualitative Methods
• Quantitative Methods
• Insiderness
• Using Non-Textual Elements
• Limitations of the Study
• Common Grammar Mistakes
• Writing Concisely
• Avoiding Plagiarism
• Footnotes or Endnotes?
• Further Readings
• Generative AI and Writing
• USC Libraries Tutorials and Other Guides
• Bibliography

This glossary is intended to assist you in understanding commonly used terms and concepts when reading, interpreting, and evaluating scholarly research. Also included are common words and phrases defined within the context of how they apply to research in the social and behavioral sciences.

• Acculturation -- refers to the process of adapting to another culture, particularly in reference to blending in with the majority population [e.g., an immigrant adopting American customs]. However, acculturation also implies that both cultures add something to one another, but still remain distinct groups unto themselves.
• Accuracy -- a term used in survey research to refer to the match between the target population and the sample.
• Affective Measures -- procedures or devices used to obtain quantified descriptions of an individual's feelings, emotional states, or dispositions.
• Aggregate -- a total created from smaller units. For instance, the population of a county is an aggregate of the populations of the cities, rural areas, etc. that comprise the county. As a verb, it refers to total data from smaller units into a large unit.
• Anonymity -- a research condition in which no one, including the researcher, knows the identities of research participants.
• Baseline -- a control measurement carried out before an experimental treatment.
• Behaviorism -- school of psychological thought concerned with the observable, tangible, objective facts of behavior, rather than with subjective phenomena such as thoughts, emotions, or impulses. Contemporary behaviorism also emphasizes the study of mental states such as feelings and fantasies to the extent that they can be directly observed and measured.
• Beliefs -- ideas, doctrines, tenets, etc. that are accepted as true on grounds which are not immediately susceptible to rigorous proof.
• Benchmarking -- systematically measuring and comparing the operations and outcomes of organizations, systems, processes, etc., against agreed upon "best-in-class" frames of reference.
• Bias -- a loss of balance and accuracy in the use of research methods. It can appear in research via the sampling frame, random sampling, or non-response. It can also occur at other stages in research, such as while interviewing, in the design of questions, or in the way data are analyzed and presented. Bias means that the research findings will not be representative of, or generalizable to, a wider population.
• Case Study -- the collection and presentation of detailed information about a particular participant or small group, frequently including data derived from the subjects themselves.
• Causal Hypothesis -- a statement hypothesizing that the independent variable affects the dependent variable in some way.
• Causal Relationship -- the relationship established that shows that an independent variable, and nothing else, causes a change in a dependent variable. It also establishes how much of a change is shown in the dependent variable.
• Causality -- the relation between cause and effect.
• Central Tendency -- any way of describing or characterizing typical, average, or common values in some distribution.
• Chi-square Analysis -- a common non-parametric statistical test which compares an expected proportion or ratio to an actual proportion or ratio.
• Claim -- a statement, similar to a hypothesis, which is made in response to the research question and that is affirmed with evidence based on research.
• Classification -- ordering of related phenomena into categories, groups, or systems according to characteristics or attributes.
• Cluster Analysis -- a method of statistical analysis where data that share a common trait are grouped together. The data is collected in a way that allows the data collector to group data according to certain characteristics.
• Cohort Analysis -- group by group analytic treatment of individuals having a statistical factor in common to each group. Group members share a particular characteristic [e.g., born in a given year] or a common experience [e.g., entering a college at a given time].
• Confidentiality -- a research condition in which no one except the researcher(s) knows the identities of the participants in a study. It refers to the treatment of information that a participant has disclosed to the researcher in a relationship of trust and with the expectation that it will not be revealed to others in ways that violate the original consent agreement, unless permission is granted by the participant.
• Confirmability Objectivity -- the findings of the study could be confirmed by another person conducting the same study.
• Construct -- refers to any of the following: something that exists theoretically but is not directly observable; a concept developed [constructed] for describing relations among phenomena or for other research purposes; or, a theoretical definition in which concepts are defined in terms of other concepts. For example, intelligence cannot be directly observed or measured; it is a construct.
• Construct Validity -- seeks an agreement between a theoretical concept and a specific measuring device, such as observation.
• Constructivism -- the idea that reality is socially constructed. It is the view that reality cannot be understood outside of the way humans interact and that the idea that knowledge is constructed, not discovered. Constructivists believe that learning is more active and self-directed than either behaviorism or cognitive theory would postulate.
• Content Analysis -- the systematic, objective, and quantitative description of the manifest or latent content of print or nonprint communications.
• Context Sensitivity -- awareness by a qualitative researcher of factors such as values and beliefs that influence cultural behaviors.
• Control Group -- the group in an experimental design that receives either no treatment or a different treatment from the experimental group. This group can thus be compared to the experimental group.
• Controlled Experiment -- an experimental design with two or more randomly selected groups [an experimental group and control group] in which the researcher controls or introduces the independent variable and measures the dependent variable at least two times [pre- and post-test measurements].
• Correlation -- a common statistical analysis, usually abbreviated as r, that measures the degree of relationship between pairs of interval variables in a sample. The range of correlation is from -1.00 to zero to +1.00. Also, a non-cause and effect relationship between two variables.
• Covariate -- a product of the correlation of two related variables times their standard deviations. Used in true experiments to measure the difference of treatment between them.
• Credibility -- a researcher's ability to demonstrate that the object of a study is accurately identified and described based on the way in which the study was conducted.
• Critical Theory -- an evaluative approach to social science research, associated with Germany's neo-Marxist “Frankfurt School,” that aims to criticize as well as analyze society, opposing the political orthodoxy of modern communism. Its goal is to promote human emancipatory forces and to expose ideas and systems that impede them.
• Data -- factual information [as measurements or statistics] used as a basis for reasoning, discussion, or calculation.
• Data Mining -- the process of analyzing data from different perspectives and summarizing it into useful information, often to discover patterns and/or systematic relationships among variables.
• Data Quality -- this is the degree to which the collected data [results of measurement or observation] meet the standards of quality to be considered valid [trustworthy] and  reliable [dependable].
• Deductive -- a form of reasoning in which conclusions are formulated about particulars from general or universal premises.
• Dependability -- being able to account for changes in the design of the study and the changing conditions surrounding what was studied.
• Dependent Variable -- a variable that varies due, at least in part, to the impact of the independent variable. In other words, its value “depends” on the value of the independent variable. For example, in the variables “gender” and “academic major,” academic major is the dependent variable, meaning that your major cannot determine whether you are male or female, but your gender might indirectly lead you to favor one major over another.
• Deviation -- the distance between the mean and a particular data point in a given distribution.
• Discourse Community -- a community of scholars and researchers in a given field who respond to and communicate to each other through published articles in the community's journals and presentations at conventions. All members of the discourse community adhere to certain conventions for the presentation of their theories and research.
• Discrete Variable -- a variable that is measured solely in whole units, such as, gender and number of siblings.
• Distribution -- the range of values of a particular variable.
• Effect Size -- the amount of change in a dependent variable that can be attributed to manipulations of the independent variable. A large effect size exists when the value of the dependent variable is strongly influenced by the independent variable. It is the mean difference on a variable between experimental and control groups divided by the standard deviation on that variable of the pooled groups or of the control group alone.
• Emancipatory Research -- research is conducted on and with people from marginalized groups or communities. It is led by a researcher or research team who is either an indigenous or external insider; is interpreted within intellectual frameworks of that group; and, is conducted largely for the purpose of empowering members of that community and improving services for them. It also engages members of the community as co-constructors or validators of knowledge.
• Empirical Research -- the process of developing systematized knowledge gained from observations that are formulated to support insights and generalizations about the phenomena being researched.
• Epistemology -- concerns knowledge construction; asks what constitutes knowledge and how knowledge is validated.
• Ethnography -- method to study groups and/or cultures over a period of time. The goal of this type of research is to comprehend the particular group/culture through immersion into the culture or group. Research is completed through various methods but, since the researcher is immersed within the group for an extended period of time, more detailed information is usually collected during the research.
• Expectancy Effect -- any unconscious or conscious cues that convey to the participant in a study how the researcher wants them to respond. Expecting someone to behave in a particular way has been shown to promote the expected behavior. Expectancy effects can be minimized by using standardized interactions with subjects, automated data-gathering methods, and double blind protocols.
• External Validity -- the extent to which the results of a study are generalizable or transferable.
• Factor Analysis -- a statistical test that explores relationships among data. The test explores which variables in a data set are most related to each other. In a carefully constructed survey, for example, factor analysis can yield information on patterns of responses, not simply data on a single response. Larger tendencies may then be interpreted, indicating behavior trends rather than simply responses to specific questions.
• Field Studies -- academic or other investigative studies undertaken in a natural setting, rather than in laboratories, classrooms, or other structured environments.
• Focus Groups -- small, roundtable discussion groups charged with examining specific topics or problems, including possible options or solutions. Focus groups usually consist of 4-12 participants, guided by moderators to keep the discussion flowing and to collect and report the results.
• Framework -- the structure and support that may be used as both the launching point and the on-going guidelines for investigating a research problem.
• Generalizability -- the extent to which research findings and conclusions conducted on a specific study to groups or situations can be applied to the population at large.
• Grey Literature -- research produced by organizations outside of commercial and academic publishing that publish materials, such as, working papers, research reports, and briefing papers.
• Grounded Theory -- practice of developing other theories that emerge from observing a group. Theories are grounded in the group's observable experiences, but researchers add their own insight into why those experiences exist.
• Group Behavior -- behaviors of a group as a whole, as well as the behavior of an individual as influenced by his or her membership in a group.
• Hypothesis -- a tentative explanation based on theory to predict a causal relationship between variables.
• Independent Variable -- the conditions of an experiment that are systematically manipulated by the researcher. A variable that is not impacted by the dependent variable, and that itself impacts the dependent variable. In the earlier example of "gender" and "academic major," (see Dependent Variable) gender is the independent variable.
• Individualism -- a theory or policy having primary regard for the liberty, rights, or independent actions of individuals.
• Inductive -- a form of reasoning in which a generalized conclusion is formulated from particular instances.
• Inductive Analysis -- a form of analysis based on inductive reasoning; a researcher using inductive analysis starts with answers, but formulates questions throughout the research process.
• Insiderness -- a concept in qualitative research that refers to the degree to which a researcher has access to and an understanding of persons, places, or things within a group or community based on being a member of that group or community.
• Internal Consistency -- the extent to which all questions or items assess the same characteristic, skill, or quality.
• Internal Validity -- the rigor with which the study was conducted [e.g., the study's design, the care taken to conduct measurements, and decisions concerning what was and was not measured]. It is also the extent to which the designers of a study have taken into account alternative explanations for any causal relationships they explore. In studies that do not explore causal relationships, only the first of these definitions should be considered when assessing internal validity.
• Life History -- a record of an event/events in a respondent's life told [written down, but increasingly audio or video recorded] by the respondent from his/her own perspective in his/her own words. A life history is different from a "research story" in that it covers a longer time span, perhaps a complete life, or a significant period in a life.
• Margin of Error -- the permittable or acceptable deviation from the target or a specific value. The allowance for slight error or miscalculation or changing circumstances in a study.
• Measurement -- process of obtaining a numerical description of the extent to which persons, organizations, or things possess specified characteristics.
• Meta-Analysis -- an analysis combining the results of several studies that address a set of related hypotheses.
• Methodology -- a theory or analysis of how research does and should proceed.
• Methods -- systematic approaches to the conduct of an operation or process. It includes steps of procedure, application of techniques, systems of reasoning or analysis, and the modes of inquiry employed by a discipline.
• Mixed-Methods -- a research approach that uses two or more methods from both the quantitative and qualitative research categories. It is also referred to as blended methods, combined methods, or methodological triangulation.
• Modeling -- the creation of a physical or computer analogy to understand a particular phenomenon. Modeling helps in estimating the relative magnitude of various factors involved in a phenomenon. A successful model can be shown to account for unexpected behavior that has been observed, to predict certain behaviors, which can then be tested experimentally, and to demonstrate that a given theory cannot account for certain phenomenon.
• Models -- representations of objects, principles, processes, or ideas often used for imitation or emulation.
• Naturalistic Observation -- observation of behaviors and events in natural settings without experimental manipulation or other forms of interference.
• Norm -- the norm in statistics is the average or usual performance. For example, students usually complete their high school graduation requirements when they are 18 years old. Even though some students graduate when they are younger or older, the norm is that any given student will graduate when he or she is 18 years old.
• Null Hypothesis -- the proposition, to be tested statistically, that the experimental intervention has "no effect," meaning that the treatment and control groups will not differ as a result of the intervention. Investigators usually hope that the data will demonstrate some effect from the intervention, thus allowing the investigator to reject the null hypothesis.
• Ontology -- a discipline of philosophy that explores the science of what is, the kinds and structures of objects, properties, events, processes, and relations in every area of reality.
• Panel Study -- a longitudinal study in which a group of individuals is interviewed at intervals over a period of time.
• Participant -- individuals whose physiological and/or behavioral characteristics and responses are the object of study in a research project.
• Peer-Review -- the process in which the author of a book, article, or other type of publication submits his or her work to experts in the field for critical evaluation, usually prior to publication. This is standard procedure in publishing scholarly research.
• Phenomenology -- a qualitative research approach concerned with understanding certain group behaviors from that group's point of view.
• Philosophy -- critical examination of the grounds for fundamental beliefs and analysis of the basic concepts, doctrines, or practices that express such beliefs.
• Phonology -- the study of the ways in which speech sounds form systems and patterns in language.
• Policy -- governing principles that serve as guidelines or rules for decision making and action in a given area.
• Policy Analysis -- systematic study of the nature, rationale, cost, impact, effectiveness, implications, etc., of existing or alternative policies, using the theories and methodologies of relevant social science disciplines.
• Population -- the target group under investigation. The population is the entire set under consideration. Samples are drawn from populations.
• Position Papers -- statements of official or organizational viewpoints, often recommending a particular course of action or response to a situation.
• Positivism -- a doctrine in the philosophy of science, positivism argues that science can only deal with observable entities known directly to experience. The positivist aims to construct general laws, or theories, which express relationships between phenomena. Observation and experiment is used to show whether the phenomena fit the theory.
• Predictive Measurement -- use of tests, inventories, or other measures to determine or estimate future events, conditions, outcomes, or trends.
• Principal Investigator -- the scientist or scholar with primary responsibility for the design and conduct of a research project.
• Probability -- the chance that a phenomenon will occur randomly. As a statistical measure, it is shown as p [the "p" factor].
• Questionnaire -- structured sets of questions on specified subjects that are used to gather information, attitudes, or opinions.
• Random Sampling -- a process used in research to draw a sample of a population strictly by chance, yielding no discernible pattern beyond chance. Random sampling can be accomplished by first numbering the population, then selecting the sample according to a table of random numbers or using a random-number computer generator. The sample is said to be random because there is no regular or discernible pattern or order. Random sample selection is used under the assumption that sufficiently large samples assigned randomly will exhibit a distribution comparable to that of the population from which the sample is drawn. The random assignment of participants increases the probability that differences observed between participant groups are the result of the experimental intervention.
• Reliability -- the degree to which a measure yields consistent results. If the measuring instrument [e.g., survey] is reliable, then administering it to similar groups would yield similar results. Reliability is a prerequisite for validity. An unreliable indicator cannot produce trustworthy results.
• Representative Sample -- sample in which the participants closely match the characteristics of the population, and thus, all segments of the population are represented in the sample. A representative sample allows results to be generalized from the sample to the population.
• Rigor -- degree to which research methods are scrupulously and meticulously carried out in order to recognize important influences occurring in an experimental study.
• Sample -- the population researched in a particular study. Usually, attempts are made to select a "sample population" that is considered representative of groups of people to whom results will be generalized or transferred. In studies that use inferential statistics to analyze results or which are designed to be generalizable, sample size is critical, generally the larger the number in the sample, the higher the likelihood of a representative distribution of the population.
• Sampling Error -- the degree to which the results from the sample deviate from those that would be obtained from the entire population, because of random error in the selection of respondent and the corresponding reduction in reliability.
• Saturation -- a situation in which data analysis begins to reveal repetition and redundancy and when new data tend to confirm existing findings rather than expand upon them.
• Semantics -- the relationship between symbols and meaning in a linguistic system. Also, the cuing system that connects what is written in the text to what is stored in the reader's prior knowledge.
• Social Theories -- theories about the structure, organization, and functioning of human societies.
• Sociolinguistics -- the study of language in society and, more specifically, the study of language varieties, their functions, and their speakers.
• Standard Deviation -- a measure of variation that indicates the typical distance between the scores of a distribution and the mean; it is determined by taking the square root of the average of the squared deviations in a given distribution. It can be used to indicate the proportion of data within certain ranges of scale values when the distribution conforms closely to the normal curve.
• Statistical Analysis -- application of statistical processes and theory to the compilation, presentation, discussion, and interpretation of numerical data.
• Statistical Bias -- characteristics of an experimental or sampling design, or the mathematical treatment of data, that systematically affects the results of a study so as to produce incorrect, unjustified, or inappropriate inferences or conclusions.
• Statistical Significance -- the probability that the difference between the outcomes of the control and experimental group are great enough that it is unlikely due solely to chance. The probability that the null hypothesis can be rejected at a predetermined significance level [0.05 or 0.01].
• Statistical Tests -- researchers use statistical tests to make quantitative decisions about whether a study's data indicate a significant effect from the intervention and allow the researcher to reject the null hypothesis. That is, statistical tests show whether the differences between the outcomes of the control and experimental groups are great enough to be statistically significant. If differences are found to be statistically significant, it means that the probability [likelihood] that these differences occurred solely due to chance is relatively low. Most researchers agree that a significance value of .05 or less [i.e., there is a 95% probability that the differences are real] sufficiently determines significance.
• Subcultures -- ethnic, regional, economic, or social groups exhibiting characteristic patterns of behavior sufficient to distinguish them from the larger society to which they belong.
• Testing -- the act of gathering and processing information about individuals' ability, skill, understanding, or knowledge under controlled conditions.
• Theory -- a general explanation about a specific behavior or set of events that is based on known principles and serves to organize related events in a meaningful way. A theory is not as specific as a hypothesis.
• Treatment -- the stimulus given to a dependent variable.
• Trend Samples -- method of sampling different groups of people at different points in time from the same population.
• Triangulation -- a multi-method or pluralistic approach, using different methods in order to focus on the research topic from different viewpoints and to produce a multi-faceted set of data. Also used to check the validity of findings from any one method.
• Unit of Analysis -- the basic observable entity or phenomenon being analyzed by a study and for which data are collected in the form of variables.
• Validity -- the degree to which a study accurately reflects or assesses the specific concept that the researcher is attempting to measure. A method can be reliable, consistently measuring the same thing, but not valid.
• Variable -- any characteristic or trait that can vary from one person to another [race, gender, academic major] or for one person over time [age, political beliefs].
• Weighted Scores -- scores in which the components are modified by different multipliers to reflect their relative importance.
• White Paper -- an authoritative report that often states the position or philosophy about a social, political, or other subject, or a general explanation of an architecture, framework, or product technology written by a group of researchers. A white paper seeks to contain unbiased information and analysis regarding a business or policy problem that the researchers may be facing.

Elliot, Mark, Fairweather, Ian, Olsen, Wendy Kay, and Pampaka, Maria. A Dictionary of Social Research Methods. Oxford, UK: Oxford University Press, 2016; Free Social Science Dictionary. Socialsciencedictionary.com [2008]. Glossary. Institutional Review Board. Colorado College; Glossary of Key Terms. Writing@CSU. Colorado State University; Glossary A-Z. Education.com; Glossary of Research Terms. Research Mindedness Virtual Learning Resource. Centre for Human Servive Technology. University of Southampton; Miller, Robert L. and Brewer, John D. The A-Z of Social Research: A Dictionary of Key Social Science Research Concepts London: SAGE, 2003; Jupp, Victor. The SAGE Dictionary of Social and Cultural Research Methods . London: Sage, 2006.

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75 linking words for academic writing (+examples)

Linking words play an important role in academic writing: They connect different paragraphs, sections or ideas in a text. Therefore, they considerably improve the readability and argumentation of academic texts such as a thesis, dissertation, essay or journal publication. This list of 75 linking words includes examples of how they can be used in academic writing.

Linking words expressing order and sequence in academic writing

Example: First, I review the existing literature on cross-border collaboration. Second, I explain the methodology …

Example: The event increased public awareness of this issue. Afterwards, politicians debated it more openly.

Example: Before scientists discovered the role of neurons in information processing, they assumed that…

Linking words expressing additions in academic writing

Example: Additionally, the interviewee lamented a lack of attention to his work.

Example: Besides the public outreach component, we wrote a handbook to disseminate the research results in the academic community.

Example: The financial compensation was also appreciated by the study participants.

Linking words expressing cause and effect in academic writing

Example: As the number of studies increases, better conclusions can be drawn.

Example: The literature highlights the importance of age and physical fitness. Consequently, these factors will be investigated further.

Linking words expressing contrasts and comparisons in academic writing

Example: Many scholars have explored this issue. Yet, to date, no inclusive framework exists to explain…

Example: People often stated that they are aware of the rules whereas they behaved as if they did not.

Example: E qually important, however, is the role of personal beliefs in decision-making processes.

If you are looking to elevate your writing and editing skills, I highly recommend enrolling in the course “ Good with Words: Writing and Editing Specialization “, which is a 4 course series offered by the University of Michigan. This comprehensive program is conveniently available as an online course on Coursera, allowing you to learn at your own pace. Plus, upon successful completion, you’ll have the opportunity to earn a valuable certificate to showcase your newfound expertise!

Linking words expressing emphasis in academic writing

Example: Indeed, motivation turned out to be a defining factor of academic success.

Example: More importantly, the findings underscore the importance of conflict resolution.

Linking words expressing illustrations in academic writing

Example: Many interviewees were nervous. For example, when asked to describe the event, some of them started to stutter.

Linking words expressing summaries and conclusions in academic writing

Example: In conclusion, the reviewed literature highlights a clear research gap.

Example: In short, scholars call for more research on climate change mitigation.

Linking words expressing conditionality in academic writing

Example: As long as the conditions do not change, the results should remain stable.

Example: Even if more experiments are conducted, human behaviour remains hard to predict.

Linking words expressing generalisations in academic writing

Linking words expressing concessions in academic writing.

Example: Regardless of their genetic makeup, mice showcased the same symptoms.

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

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

You are at the right place.

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

Let’s not lose any minute!

We are starting right now 🏁

• ❗ The Importance of the Topic

🔤 Words to Use in Analytical Paragraph

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

❗ Analytical Words about the Importance of the Topic

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

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

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

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

📚 Literature References with Analytical Words

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

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

🗣️ How to Refer to the Author in Analytical Phrases

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

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

🔍 Analytical Phrases for Contradicting Evidence

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

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

🕳️ A gap in Knowledge Analytical Phrases

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

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

📊 Analytical Words for Data from Tables/Charts

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

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

📈 Analytical Words and Phrases to Describe Trends

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

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

📜 Analytical Words and Phrases for Classifications and Listings

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

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

↔️ Cause & Effect Analysis Words for Essays

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

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

↪️ Concluding Words to Use in Analytical Essays

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

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

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

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

That’s all!

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

Good luck 😊

🔗 References

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

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

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

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• Transition Words & Phrases | List & Examples

Transition Words & Phrases | List & Examples

Published on May 29, 2020 by Jack Caulfield . Revised on August 23, 2023.

Transition words and phrases (also called linking words, connecting words, or transitional words) are used to link together different ideas in your text. They help the reader to follow your arguments by expressing the relationships between different sentences or parts of a sentence.

The proposed solution to the problem did not work. Therefore , we attempted a second solution. However , this solution was also unsuccessful.

For clear writing, it’s essential to understand the meaning of transition words and use them correctly.

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Table of contents

When and how to use transition words, types and examples of transition words, common mistakes with transition words, other interesting articles.

Transition words commonly appear at the start of a new sentence or clause (followed by a comma ), serving to express how this clause relates to the previous one.

Transition words can also appear in the middle of a clause. It’s important to place them correctly to convey the meaning you intend.

Example text with and without transition words

The text below describes all the events it needs to, but it does not use any transition words to connect them. Because of this, it’s not clear exactly how these different events are related or what point the author is making by telling us about them.

If we add some transition words at appropriate moments, the text reads more smoothly and the relationship among the events described becomes clearer.

Germany invaded Poland on September 1, 1939. Consequently , France and the United Kingdom declared war on Germany. The Soviet Union initially worked with Germany in order to partition Poland. However , Germany invaded the Soviet Union in 1941.

Don’t overuse transition words

While transition words are essential to clear writing, it’s possible to use too many of them. Consider the following example, in which the overuse of linking words slows down the text and makes it feel repetitive.

In this case the best way to fix the problem is to simplify the text so that fewer linking words are needed.

The key to using transition words effectively is striking the right balance. It is difficult to follow the logic of a text with no transition words, but a text where every sentence begins with a transition word can feel over-explained.

Check for common mistakes

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There are four main types of transition word: additive, adversative, causal, and sequential. Within each category, words are divided into several more specific functions.

Remember that transition words with similar meanings are not necessarily interchangeable. It’s important to understand the meaning of all the transition words you use. If unsure, consult a dictionary to find the precise definition.

Additive transition words

Additive transition words introduce new information or examples. They can be used to expand upon, compare with, or clarify the preceding text.

Adversative transition words

Adversative transition words always signal a contrast of some kind. They can be used to introduce information that disagrees or contrasts with the preceding text.

Causal transition words

Causal transition words are used to describe cause and effect. They can be used to express purpose, consequence, and condition.

Sequential transition words

Sequential transition words indicate a sequence, whether it’s the order in which events occurred chronologically or the order you’re presenting them in your text. They can be used for signposting in academic texts.

Transition words are often used incorrectly. Make sure you understand the proper usage of transition words and phrases, and remember that words with similar meanings don’t necessarily work the same way grammatically.

Misused transition words can make your writing unclear or illogical. Your audience will be easily lost if you misrepresent the connections between your sentences and ideas.

Confused use of therefore

“Therefore” and similar cause-and-effect words are used to state that something is the result of, or follows logically from, the previous. Make sure not to use these words in a way that implies illogical connections.

• We asked participants to rate their satisfaction with their work from 1 to 10. Therefore , the average satisfaction among participants was 7.5.

The use of “therefore” in this example is illogical: it suggests that the result of 7.5 follows logically from the question being asked, when in fact many other results were possible. To fix this, we simply remove the word “therefore.”

• We asked participants to rate their satisfaction with their work from 1 to 10. The average satisfaction among participants was 7.5.

Starting a sentence with also , and , or so

While the words “also,” “and,” and “so” are used in academic writing, they are considered too informal when used at the start of a sentence.

• Also , a second round of testing was carried out.

To fix this issue, we can either move the transition word to a different point in the sentence or use a more formal alternative.

• A second round of testing was also carried out.
• Additionally , a second round of testing was carried out.

Transition words creating sentence fragments

Words like “although” and “because” are called subordinating conjunctions . This means that they introduce clauses which cannot stand on their own. A clause introduced by one of these words should always follow or be followed by another clause in the same sentence.

The second sentence in this example is a fragment, because it consists only of the “although” clause.

• Smith (2015) argues that the period should be reassessed. Although other researchers disagree.

We can fix this in two different ways. One option is to combine the two sentences into one using a comma. The other option is to use a different transition word that does not create this problem, like “however.”

• Smith (2015) argues that the period should be reassessed, although other researchers disagree.
• Smith (2015) argues that the period should be reassessed. However , other researchers disagree.

And vs. as well as

Students often use the phrase “ as well as ” in place of “and,” but its usage is slightly different. Using “and” suggests that the things you’re listing are of equal importance, while “as well as” introduces additional information that is less important.

• Chapter 1 discusses some background information on Woolf, as well as presenting my analysis of To the Lighthouse .

In this example, the analysis is more important than the background information. To fix this mistake, we can use “and,” or we can change the order of the sentence so that the most important information comes first. Note that we add a comma before “as well as” but not before “and.”

• Chapter 1 discusses some background information on Woolf and presents my analysis of To the Lighthouse .
• Chapter 1 presents my analysis of To the Lighthouse , as well as discussing some background information on Woolf.

Note that in fixed phrases like “both x and y ,” you must use “and,” not “as well as.”

• Both my results as well as my interpretations are presented below.
• Both my results and my interpretations are presented below.

Use of and/or

The combination of transition words “and/or” should generally be avoided in academic writing. It makes your text look messy and is usually unnecessary to your meaning.

First consider whether you really do mean “and/or” and not just “and” or “or.” If you are certain that you need both, it’s best to separate them to make your meaning as clear as possible.

• Participants were asked whether they used the bus and/or the train.
• Participants were asked whether they used the bus, the train, or both.

Archaic transition words

Words like “hereby,” “therewith,” and most others formed by the combination of “here,” “there,” or “where” with a preposition are typically avoided in modern academic writing. Using them makes your writing feel old-fashioned and strained and can sometimes obscure your meaning.

• Poverty is best understood as a disease. Hereby , we not only see that it is hereditary, but acknowledge its devastating effects on a person’s health.

These words should usually be replaced with a more explicit phrasing expressing how the current statement relates to the preceding one.

• Poverty is best understood as a disease. Understanding it as such , we not only see that it is hereditary, but also acknowledge its devastating effects on a person’s health.

Using a paraphrasing tool for clear writing

With the use of certain tools, you can make your writing clear. One of these tools is a paraphrasing tool . One thing the tool does is help your sentences make more sense. It has different modes where it checks how your text can be improved. For example, automatically adding transition words where needed.

If you want to know more about AI for academic writing, AI tools, or writing rules make sure to check out some of our other articles with explanations and examples or go directly to our tools!

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All the Transition Words You'll Ever Need for Academic Writing

In academic writing, transitions are the glue that holds your ideas together. Without them, your writing would be illogical and lack flow, making it difficult for your audience to understand or replicate your research.

In this article, we will discuss the types of transitions based on their purpose. Familiarizing yourself with these most-used and best transition terms for academic writing will help bring clarity to your essays and make the writing process much easier on you.

Types of transitions

There are four types of transitions: Causal, Sequential, Adversative and Additive. Below, we've listed the most commonly used transitions in each of these categories, as well as examples of how they might be used to begin a paragraph or sentence.

When you use causal transitions, you are letting your reader know that there is a cause-and-effect relationship between ideas or paragraphs or consequences.

• Accordingly ("Accordingly, the author states…")
• All else being equal ("All else being equal, these ideas correlate…")
• As a consequence ("As a consequence, all data were aggregated…")
• As a result (of this) ("As a result of this finding, scholars now agree…")
• Because (of the fact that) ("Because of the fact that these numbers show signs of declining,…")
• Because (of this) ("Because of this, scholars determined…")
• Consequently ("Consequently, the research was stalled…")
• Due to (the fact that) ("Due to the fact that all prior studies showed similar results,…")
• For the purpose(s) of ("For the purposes of our argument, we will…")
• For this reason ("For this reason, the researchers…")
• Granted (that) ("Granted that the numbers were significantly higher, the study…")
• Granting (that) ("Granting that the data was collected incorrectly, the researchers felt…")
• If…then ("If this data is significant, then it is obvious that…")
• If so ("If so, the data is not useable…")
• In the event ("In the event that it is not significant, we should consider that…")
• Inasmuch as ("Insomuch as the authors attempt to refute these findings, research suggests that…")
• In the hope that ("In the hope that new data will encourage more in-depth research, the author found that….")
• In that case ("In that case, we've found that…")
• Only if ("Only if data is insubstantial should findings be ignored, thus…")
• Otherwise ("Otherwise, the research would continue…")
• Owing to (the fact) ("Owing to the fact that the gathered data is incorrect, …")
• Provided (that) ("Provided that the same results occur, we can assume that…")
• Since ("Since it would seem futile to continue to study this topic, we posit that…")
• So as to ("So as to clarify past remarks, we initiated further research…")
• So long as ("So long as there is established credibility, this journal seeks….")
• So much (so) that ("The data is manipulated so much so that it can't be used to clarify…")
• Therefore ("Therefore, this result compromises the exploration into…")
• That being the case ("That being the case, we should look into alternatives…")
• Thus ("Thus, it would see that further research…")
• Unless ("Unless this calls to question the original hypothesis, the exploration of this topic would be…")
• With (this fact) in mind ("With this fact in mind, let's consider another alternative…")
• Under those circumstances ("Under those circumstances, fewer participants…")

Sequential transitions show a numerical sequence or the continuation of a thought or action. They are used to establish an order to your main points in an academic essay, and help create a logical outline for your writing.

• (Once) again ("Once again, this is not a reason for lack of rigor…")
• After (this) ("After this, it would seem most prudent to…")
• Afterwards ("Afterwards, it seemed a moot point to determine…")
• Altogether ("Altogether, these data suggest that…")
• Anyway ("Anyway, such loss would prove to be damaging..")
• As (was) mentioned earlier/above ("As was mentioned above, the lack of attention given to…")
• As (was) stated before ("As was stated before, there is little evidence show…")
• As a final point ("As a final point, consider the connection between…")
• At any rate ("At any rate, loss of significance was vital to…")
• By the way ("By the way, one can't assume that…")
• Coincidentally ("Coincidentally, this affected the nature of…")
• Consequently ("Consequently, Smith found that…")
• Eventually ("Eventually, more was needed to sustain…")
• Finally ("Finally, we now know that…"
• First ("First, it seems that even with the additional data…")
• First of all ("First of all, none of the respondents felt that…")
• Given these points ("Given these points, it's easy to see that…")
• Hence ("Hence, we see that the above details…")
• In conclusion ("In conclusion, since the data shows significant growth...")
• In summary ("In summary, there are not enough studies to show the correlation…")
• In the (first/second/third) place ("In the first place, we found that…")
• Incidentally ("Incidentally, no findings showed a positive outlook…")
• Initially ("Initially, we noticed that the authors….")
• Last ("Last, the most significant growth appeared to happen when…")
• Next ("Next, it's important to note that…")
• Overall ("Overall, we found that….")
• Previously ("Previously, it was shown that…")
• Returning to the subject ("Returning to the subject, careful observation of trends…")
• Second ("Second, it was impossible to know the…")
• Secondly ("Secondly, in looking at variable related to…")
• Subsequently ("Subsequently, we found that…")
• Summarizing (this) ("Summarizing this, the authors noted that…")
• Therefore ("Therefore, the connection is unknown between…")
• Third ("Third, when data were collected…")
• Thirdly ("Thirdly, we noticed that…")
• Thus ("Thus, there was no evidence that…)
• To conclude ("To conclude, the findings suggest that…")
• To repeat ("To repeat, no studies found evidence that…")
• To resume ("To resume the conversation, we began discussing…")
• To start with ("To start with, there is no evidence that…")
• To sum up ("To sum up, significant correlation was found…")
• Ultimately ("Ultimately, no studies found evidence of…")

Adversative Transitions

Adversative transitions show contrast, counter arguments or an alternative suggestion.

• Above all ("Above all, we found that…"
• Admittedly ("Admittedly, the findings suggest that…")
• All the same ("All the same, without knowing which direction the study would take…")
• Although ("Although much is to be learned from…")
• At any rate ("At any rate, we concluded that...")
• At least ("At least, with these results, we can…")
• Be that as it may ("Be that as it may, there was no significant correlation between…")
• Besides ("Besides, it is obvious that…")
• But ("But, the causal relationship between…")
• By way of contrast ("By the way of contrast, we note that…")
• Conversely ("Conversely, there was no correlation between…")
• Despite (this) ("Despite this, the findings are clear in that…")
• Either way ("Either way, studies fail to approach the topic from…")
• Even more ("Even more, we can conclude that…")
• Even so ("Even so, there is a lack of evidence showing…")
• Even though ("Even though the participants were unaware of which ….")
• However (However, it becomes clear that…")
• In any case ("In any case, there were enough reponses…")
• In any event ("In any event, we noted that…")
• In contrast ("In contrast, the new data suggests that…")
• In fact ("In fact, there is a loss of…")
• In spite of (this) ("In spite of this, we note that…")
• Indeed ("Indeed, it becomes clear that…")
• Instead (of) ("Instead of publishing our findings early, we chose to")
• More/Most importantly ("More importantly, there have not been any…")
• Nevertheless ("Nevertheless, it becomes clear that…")
• Nonetheless ("Nonetheless, we failed to note how…")
• Notwithstanding (this) ("Notwithstanding this, there was little evidence…")
• On the contrary ("On the contrary, no active users were…")
• On the other hand ("On the other hand, we cannot avoid…")
• Primarily ("Primarily, it becomes significant as…")
• Rather ("Rather, none of this is relevant…")
• Regardless (of) ("Regardless of previous results, the authors…")
• Significantly ("Significantly, there was little correlation between…")
• Still ("Still, nothing was noted in the diary…")
• Whereas ("Whereas little evidence has been given to…")
• While ("While causality is lacking…")
• Yet ("Yet, it becomes clear that…")

Additive Transitions

You'll use an additive transition to relate when new information is being added or highlighted to something that was just mentioned.

• Additionally ("Additionally, it can be noted that…")
• Also ("Also, there was no evidence that….")
• As a matter of fact ("As a matter of fact, the evidence fails to show…")
• As for (this) ("As for this, we can posit that…")
• By the same token ("By the same token, no studies have concluded…")
• Concerning (this) ("Concerning this, there is little evidence to…")
• Considering (this) ("Considering this, we must then return to…")
• Equally ("Equally, there was no correlation…")
• Especially ("Especially, the study reveals that…")
• For example ("For example, a loss of one's….")
• For instance ("For instance, there was little evidence showing…")
• Furthermore ("Furthermore, a lack of knowledge on…")
• In a similar way ("In a similar way, new findings show that…")
• In addition to ("In addition to this new evidence, we note that…")
• In fact ("In fact, none of the prior studies showed…")
• In other words ("In other words, there was a lack of…")
• In particular ("In particular, no relationship was revealed…")
• In the same way ("In the same way, new studies suggest that…")
• Likewise ("Likewise, we noted that…)
• Looking at (this information) ("Looking at this information, it's clear to see how…)
• Moreover ("Moreover, the loss of reputation of…")
• Namely ("Namely, the authors noted that…")
• Not only…but also ("Not only did the study reveal new findings, but also it demonstrated how….")
• Notably ("Notably, no other studies have been done…")
• On the subject of (this) ("On the subject of awareness, participants agreed that….")
• One example (of this is) ("One example of this is how the new data…")
• Particularly ("Particularly, there is little evidence showing…")
• Regarding (this) ("Regarding this, there were concerns that…")
• Similarly ("Similarly, we note that…")
• Specifically ("Specifically, there were responses that…")
• That is ("That is, little attention is given to…")
• The fact that ("The fact that the participants felt misinformed…")
• This means (that) ("This means that conclusive findings are…")
• To illustrate ("To illustrate, one participant wrote that….")
• To put it another way ("To put it another way, there is little reason to…")
• What this means is ("What this means is the authors failed to…")
• With regards to (this) ("With regards to this, we cannot assume that…")

Making the choice

When deciding which transition would best fit in each instance, keep in mind a few of these tips:

• Avoid using the same transition too much, as it could make your writing repetitive.
• Check at the beginning of each paragraph to ensure that a) you've included a transition, if one was needed, and b) it's the correct transition to accurately relate the type of logical connection you're forming between ideas.
• Be sure that if you are using sequential transitions, they match. For example, if you use "first" to highlight your first point, "second" should come next, then "third," etc. You wouldn't want to use "first", followed by "secondly."
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Lists of general phrases that can be very helpful to write a good research paper.

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yellow brick reads

A list of good transition words to use in a research paper.

When writing a paper, you want to flow from idea to idea and from paragraph to paragraph seamlessly. The words and phrases that allow all of this are called transitions and transitional phrases. You will need to know what the words mean, when to use them, and where to place them for the links to be effective in your composition. They are broken down into different categories:

• In addition
• Next finally
• First second
• Third fourth
• In conclusion

Place Words

• Adjacent to
• Then this time
• Immediately

Similar Words

• In the same manner
• In the same way

Opposite Words

• On the other hand
• In contrast
• At the same time
• Nevertheless

Cause/Effect Words

• As a result

These are not all the transitions or transitional words in existence. These strong words serve as a link and this link results in a smooth paper. They are a breadcrumb trail indicating to your reader or your audience as to where the paper is headed next. There are other categories and some people label them by different names. Some other transition and transitional phrase are summary, conceding, intensifying, qualifying, purpose, clarifying, or illustrating. Try not to be too predictable in the words you sue and try to not to use the same ones repeatedly.

Before you insert one in your paper, you need to make sure that you have selected the correct one and you need to know what it is used. The choice needs to make sense, or instead of creating a smooth link, it causes a bump in the writing and the reading for the audience.

When your instructor next assigns you a composition, feel free to go ahead and use this list as a guide. You can put the links in as you write or you can go back after the paper is finished and then add them. Which method you use is entirely your choice. Just make sure that you have them in your piece and that you have selected the correct ones and you have placed them correctly.

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After writing and rewriting your content and polishing your final draft, your work is not quite finished just yet. This is where you add any final touches you had yet to complete that your paper may require. These elements may include a title page, works cited page, and setting margins and page spacing. Your content may need to follow a specific order and this is the best time to ensure your work displays it. For instance, your format may include an abstract, introduction, methods, results, and discussion in this order. Some students may find it easier to incorporate these requirements into their paper as they are writing it instead of waiting until the end.

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4 Types of Transition Words for Research Papers 

Researchers often use transition words in academic writing to help guide the reader through text and communicate their ideas well. While these facilitate easy understanding and enhance the flow of the research paper, setting the wrong context with transition words in academic writing can disrupt tone and impact.

So how do you appropriately use transition words in research papers? This article explores the importance of using transitions in academic writing and explains the four types of transition words that can be used by students and researchers to improve their work.

Table of Contents

Why are transition words used in academic writing, additive transitions, adversative transitions, causal transitions, sequential transitions.

Transition words are the key language tools researchers use to communicate their ideas and concepts to readers. They not only reiterate the key arguments being made by the authors but are crucial to improving the structure and flow of the written language. Generally used at the beginning of sentences and paragraphs to form a bridge of communication, transition words can vary depending on your objective, placement, and structuring.

The four types of transition words in academic writing or research papers are additive transitions, adversative transitions, causal transitions, and sequential transitions. Let us look at each of these briefly below.

Types of Transition Words in Academic Writing

These types of transition words are used to inform or alert the reader that new or additional information is being introduced or added to something mentioned in the previous sentence or paragraph. Some examples of words in this category are – moreover, furthermore, additionally, and so on. Phrases like in fact, in addition to, considering this are examples of additive transition phrases that are commonly used.

Used to show contrast, offer alternative suggestions, or present counter arguments and differences, adversative transitions allow researchers to distinguish between different facts, or arguments by establishing or suggesting positions or alternatives opposing them. Examples of adversative transitions include, however, conversely, nevertheless, regardless, rather, and so on. Phrases like on the contrary, in any case, even though provide an adversative transition to arguments in a research paper.

By using causal transitions in their writing, authors can let readers know that there is a cause-and-effect relationship between two or more ideas or paragraphs. It is used to establish the key/important reasons, circumstances, or conditions of the argument being made or while studying hypothetical associations. Since, unless, consequently are some of the words in this type of transitions while in the event that, as a result are some of the causal phrases.

These transition words help to convey the continuation of a thought or action by a numerical sequence by alluding and referring to information or arguments that have been made earlier. Sequential transitions essentially bring order to the researcher’s main points or ideas in the research paper and help to create a logical outline to the arguments. These transition words and phrases essentially guide the reader through the research paper’s key methods, results, and analysis. Some examples of this type of transitions are initially, coincidentally, subsequently and so on. First of all, to conclude, by the way are a few examples of sequential transition phrases.

Researchers must carefully review their research paper, ensuring appropriate and effective use of transition words and phrases in academic writing. During the manuscript editing process, watch for transitions that may be out of context or misplaced. Remember, these words serve as tools to connect ideas and arguments, fostering logical and coherent flow in paragraphs. Double-check the necessity and accuracy of transitions at the beginning of sentences or paragraphs, ensuring they effectively bind and relate ideas and arguments. And finally, avoid repetition of the same transition words in your academic writing.

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Related Reads:

• How to Paraphrase Research Papers Effectively
• 3 Easy Ways for Researchers to Improve Their Academic Vocabulary
• Paraphrasing in Academic Writing: Answering Top Author Queries

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Research Summary

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A research paper analyzes a perspective or argues a point. It is an expanded essay based on your interpretation, evaluation or argument about a certain topic.

According to Sunny Empire State College , “When you write a research paper you build upon what you know about the subject and make a deliberate attempt to find out what experts know. A research paper involves surveying a field of knowledge in order to find the best possible information in that field.” Whatever type of research paper you choose to write, it should present your own ideas backed with others’ (especially experts on the field) information and data.

Every research paper has a research summary. A research summary is a brief overview of what the whole research is about. It is a professional piece of writing that describes your research to the readers. It concisely yet perfectly captures the essence of the research as a whole. You may also see What Should Be in an Executive Summary of a Report?

Fundamentals of a Research Summary

Having a good template for a research summary is nothing if you don’t know its importance and basic function. Before you start writing your research summary, you should first know its fundamentals on the areas you need to pay attention to such as its content, style and organization.

• The content of your research summary must briefly discuss the techniques and tools used in the research and the importance of the research as a whole. Explain how the research can be of benefit for the people.
• To organize your research summary, each topic must be discussed in separate paragraphs. How you came up with a factual research must be briefly explained in a separate paragraph.
• If you have a lengthy research paper, try not to write not more than 10% of the entire paper. If it’s not as lengthy, you should not write more than 300 words in your summary.

However, rules may vary according to your research professor’s standards. This is just the basic fundamentals on how to write your research summary. Also see  Thesis Outline Examples

How to Write a Research Summary

It is apparent that a research summary is a condensed version of the main idea of your research paper. Because of this, it is advised that the summary of your paper is written after you are done with your entire research. This is to ensure that all the added information in your research can be written in your summary as well and all of those that removed can be edited out. Here are a few steps on how to write a research summary:

Read your paper

It should be a fact you should know beforehand; the importance of reading your entire research paper thoroughly to write an effective research summary. Along the way, take notes of the important details and key findings that you want to highlight in your paper. This will help you organize your summary better. Remember that your research summary is a mini-paper of your study and it should contain the main ideas of your entire research.

Write a draft

For your first draft, focus on the content rather than the length of your summary. Your draft is your first outline on what to include in the final summary. Writing a draft ensures you write a clear, thorough and coherent summary of your research paper. Also see  How to Write a Rough Outline

Identify main points

Within your research paper, you must identify the major points that will encourage prospective readers to go through your research paper. These major points must thoroughly and completely explain what the paper is trying to convey.

Separate sections

Identify the differences of the main section in your paper. Write a few sentences describing the main ideas of each section. In short, you should be able to present and thoroughly describe what each main section is focused on. It should have these basic sections:

• Introduction, brief opening statement
• Purpose of the study
• Data gathering method
• Summary of findings
• Description of recommendations with actual justification.

Combine Information

All the information you have gathered must be then used to make your summary. Remember that your summary is just an overview of your research paper as a whole. It should be not be more than 10% of your whole paper. Also see  5 Summary Writing Examples and Samples

Making The First Draft

After establishing the basic way of writing a research summary, it is a must to write a first draft. It should follow the flow of the original paper. Here’s a few steps on how to make a first draft:

First, state the research question in the introduction of your summary. This holds the ground as to the summary’s direction. Provide an explanation why your research is interesting and how it can help your target recipients.

Second, state the hypothesis you wish to prove. This will help you and your readers stay grounded on the topic at hand.

Third, briefly discuss the methodology used in your research. Discuss and describe the procedure, materials, participants, design, etc. The analysis of your data must also be included. You may also see  How to Write a Successful Thesis Proposal

Fourth, describe the results and significance of your research. And lastly, briefly discuss the key implications of your research. The results and its interpretation should directly coincide with your hypothesis.

Editing your Research Summary

A research paper is a formal piece of writing. Your summary should be tailored to your expected readers. Say for example the prospective readers are your classmates, so the style of your paper should be clearly understood by them.

Eliminate wordiness. Avoid using unnecessary adjectives and adverbs. Write in a way it would be easier for your readers to understand. It is common for research papers to establish a word count. Avoid elongating your sentences when it has shorter versions.

Being vague in describing and explaining the points of your paper might lead to confusion in your readers part. Use specific, concrete language when presenting results. Use reliable and specific examples and references as well. You should also use scientifically accurate language to help support your claims. Avoid informal words and adjectives to describe the results of your research.

Paraphrase the information you want to include in your research paper. Direct quoting the information you have read from a different source is not oftenly used in formal writings. To give the exact credit for the information you paraphrased, follow the citation format required by your professor.

Reread your paper and let others read it as well. This way minor errors you were not able to notice can be quickly pointed out and corrected.

Research Summary Writing Tips

Your research summary should not be more than 10 pages long or not more than 10% of your original document. This keeps your research summary concise and compact. It should be short enough for your readers to read through but long enough for you to clearly explain your study.

Copy and paste

Avoid simply copy and pasting different parts of your paper into your summary. You should paraphrase parts that you want to include. As most research advisers read through all of your paper, it can easily be identified if you have copy-pasted parts from your research and might give you a bad grade.

Consider the readers

Although not a requirement from your professor, catering your summary to what the readers need is sometimes required. As some studies are given out to different influential people in the field, writing a summary that caters to the readers’ necessities might be required.

Research Article Summary Template

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Research Report Executive Summary Template

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Research Summary Sample

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Research Writing Summary Tips (continuation)

Clarity and organization.

One of the common mistakes in writing a research is publishing an unclear and unpolished summary. Bear in mind that your readers are likely reading about the topic of your research for the first time, avoid unclear and uncertain explanations and a disorganized summary.

Use strong and positive language

Use precise and strong words to help strengthen the foundation of your summary. Your summary should be able to stand alone despite it being a part of the research paper. Once you have convinced your readers with the recommendations regarding the topic of your paper, the readers should be able to find concrete evidence and explanations within your summary. Avoid pleas and biased statements in your summary, but make sure you are able to relay the sense of urgency for the recommendations you have given.

Divide into parts

To make things easier for you, divide your paper into different sections and headings, much like creating an outline. With this in mind, every point should be explained limited to its essence. In this way, you avoid writing too much information about your paper in your summary.

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11 Best Word Research Paper Template Sites (2024) [FREE]

1. introduction, 1.1 importance of word research paper template site.

1.2 Objectives of this Comparison

The primary objective of this comparison is to provide a detailed analysis of various Word research paper template sites. By examining the features, advantages, and drawbacks of each source, this comparison aims to guide users in selecting the most appropriate template site for their specific requirements. Whether for academic purposes, professional research, or personal projects, identifying the strengths and limitations of each template site will help users make informed decisions, enhancing their productivity and ensuring their research papers are presented effectively.

1.3 Repair Word Documents

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2. Microsoft Research Paper

• Integration with Microsoft Office: Seamlessly integrates with the Microsoft Office suite, offering familiar tools and functionalities.
• Professional Quality: Templates are designed by professionals to meet academic and industry standards.
• User-Friendly: Easy to navigate and customize, even for users with limited technical skills.
• Variety of Formats: Offers templates in different styles and formats, including APA and MLA.
• Access to Other Resources: Provides additional resources such as design tips and tutorial videos.
• Requires Microsoft Account: Users need to have or create a Microsoft account to access the templates.
• Limited Free Options: Some templates may require a subscription to Microsoft 365, limiting free access.
• Learning Curve: May have a slight learning curve for users unfamiliar with Microsoft Word.
• Internet Dependency: Requires a stable internet connection for template download and updates.
• Template Update: Periodic updates might change the availability or look of templates.

3. Template.Net Research Paper Templates

• Wide Selection: Offers a vast array of templates covering different styles, formats, and subjects.
• Free and Premium Options: Available in both free and premium versions, catering to users with different budgets.
• High-Quality Designs: Templates are professionally designed, providing a polished and refined look.
• Easy Customization: User-friendly interface allows for easy editing and customization.
• Search and Filter: Advanced search and filtering options help users quickly find the template they need.
• Premium Subscription: Access to some of the better-quality templates requires a paid subscription.
• Account Requirement: Users need to create an account to download templates, even the free ones.
• Ads and Pop-Ups: Free users may experience frequent ads and pop-ups while navigating the site.
• Limited Free Options: The number of free templates may be limited compared to the premium ones.
• Occasional Quality Variations: Quality of templates may vary, with some free options not meeting the same standards as premium ones.

4. SORC’D Research Paper Templates

• APA Focused: Specifically designed to meet APA formatting guidelines, making it ideal for users adhering to this style.
• Additional Resources: Provides tips and guidelines to help users improve their writing and formatting skills.
• Consistency: Ensures consistent formatting throughout the research paper, which is crucial for academic submissions.
• User-Friendly Interface: Easy to navigate and use, even for individuals with limited technical skills.
• Time-Saving: Preformatted templates save users significant time and effort in formatting their research papers.
• Narrow Focus: Primarily focused on APA style, which may not be suitable for users requiring other formats like MLA or Chicago.
• Limited Selection: Fewer template options compared to more comprehensive template sites.
• Account Requirement: Users may need to create an account to access and download templates.
• Limited Free Resources: Some of the more valuable resources and tips may be behind a paywall.
• Template Customization: While customizable, templates may require some adjustments to meet specific requirements.

5. Office Templates Online Cover Page Templates for Research Papers in MS Word – (Pro Formats)

• Professional Designs: Templates are professionally designed, ensuring a polished and attractive look.
• Easy Customization: User-friendly interface allows for simple customization to fit specific needs.
• Focus on Cover Pages: Specialization in cover pages means higher attention to detail and quality in this area.
• Free Templates: Many high-quality templates are available for free, making them accessible to a wide range of users.
• Compatibility: Fully compatible with MS Word, ensuring seamless integration and editing.
• Limited Scope: Focuses only on cover pages, so users may need to find additional templates for other sections of their research paper.
• Account Requirement: Users may need to create an account to download templates, even the free ones.
• Advertisement: Free access may include ads, affecting the user experience.
• Inconsistent Quality: Quality and design consistency may vary across different templates.
• Template Overload: The multitude of options might be overwhelming for users to choose the best fit.

6. Template Archive Editable Research Paper Templates (MLA Formats)

• MLA Focused: Specifically tailored to meet MLA formatting guidelines, making it ideal for users who require this style.
• Comprehensive Coverage: Templates cover various sections of a research paper, ensuring consistency in formatting.
• Editable Templates: Fully editable in MS Word, allowing users to customize the templates to fit their specific needs.
• User-Friendly Interface: Easy to navigate and use, even for those with limited technical skills.
• Free Access: Many high-quality templates are available for free, providing accessible resources for all users.
• Limited to MLA: Primarily focused on MLA style, which may not be suitable for users requiring other formats like APA or Chicago.
• Advertisements : Free access may include ads, which can be intrusive for some users.
• Quality Variations: The quality of free templates may vary, with some not meeting the same standards as premium ones.
• Internet Dependency: Requires an internet connection to browse and download templates.

7. Scribbr Research Paper Format | APA, MLA, & Chicago Templates

• Multi-Style Support: Provides templates for APA, MLA, and Chicago styles, making it versatile for various academic requirements.
• Accurate Formatting: Templates are meticulously designed to adhere strictly to the guidelines of each formatting style.
• Additional Resources: Offers a wealth of supplementary resources like citation guides and formatting tips, enhancing the overall user experience.
• User-Friendly: Templates and resources are easy to navigate and use, suitable for users of all skill levels.
• Comprehensive Guides: Includes detailed instructions and explanations to help users understand and implement proper formatting.
• Account Requirement: Users may need to create an account for full access to templates and additional resources.
• Limited Free Access: Some premium features and resources may not be accessible without a subscription or payment.
• Internet Dependence: Requires a stable internet connection to access and download templates.
• High Information Load: The abundance of information and resources might overwhelm some users.
• Template Customization: While customizable, extensive adjustments might be needed to meet specific requirements.

8. Sample Templates Research Paper Examples

• Wide Range: Offers examples covering numerous subjects and fields, providing valuable references for a broad audience.
• Educational Value: Helps users understand the structure, components, and formatting of high-quality research papers.
• Free Access: Many examples are available for free, making them readily accessible to users without any cost.
• Ease of Use: User-friendly interface allows for easy navigation and quick access to examples.
• Inspiration Source: Serves as an excellent source of inspiration and ideas for users starting their own research papers.
• Not Customizable: Most examples are static and do not offer customization options, limiting their use as templates.
• Quality Variation: The quality of examples may vary, with some not meeting the highest standards of academic writing.
• Overview Focused: Primarily aimed at providing an overview rather than detailed templates, which may not meet specific formatting needs.
• Account Requirement: Users may need to create an account to access certain examples or additional resources.
• Limited Formatting Styles: Examples may not cover all formatting styles comprehensively (APA, MLA, etc.), requiring users to look elsewhere for specific guidelines.

9. Powered Template Scientific Research Word Templates

• Scientifically Focused: Specifically designed for scientific research, ensuring adherence to scientific writing standards.
• Diverse Selection: Offers a wide range of templates covering various scientific fields and research needs.
• High-Quality Design: Professionally designed templates provide a polished and professional appearance.
• Customizable: Templates are fully editable in MS Word, allowing users to tailor them to specific requirements.
• Comprehensive Layouts: Includes essential sections like abstracts, methodologies, results, and conclusions, aiding in comprehensive presentations.
• Premium Access: Many high-quality templates require a subscription or one-time purchase, limiting free access.
• Account Requirement: Users generally need to create an account to download templates.
• Learning Curve: Some users may find the initial setup and customization process slightly challenging.
• Advertisement Presence: Free users may encounter ads, which can be disruptive to the browsing experience.

10. Etsy ResearchCoach Term Paper Template (College/University – Research Paper /Essay/Academic – Arts – Humanities – Social Sciences – Student – Graduate Student)

• Discipline Focused: Designed to cater to specific academic disciplines, providing tailored and relevant formatting.
• Professional Quality: High-quality design ensures a polished and impressive final document.
• Comprehensive Layout: Includes sections and guidelines essential for academic writing, such as introduction, literature review, methodology, and conclusion.
• User Support: Sellers often provide customer support and additional resources to assist with template usage.
• Reusable: Once purchased, the template can be reused for multiple projects, offering long-term value.
• Paid Template: Access to the template requires a purchase, which may not be feasible for all users.
• Etsy Account: Users need to have or create an Etsy account to purchase and download the template.
• Customization Complexity: Customizing the template to suit specific needs might require some effort and technical knowledge.
• Limited Free Resources: Unlike some other template sites, there are typically no free versions or trials available.
• Specificity Limits: The template’s focus on particular disciplines may not be suitable for those needing a more generalized format.

11. Free Word Templates MLA Format Templates

• MLA Compliance: Templates are specifically designed to meet MLA guidelines, ensuring proper format and style.
• Free Access: All templates are available for free, making them accessible to users without any financial investment.
• Easy to Use: User-friendly design allows for straightforward downloading and application of templates.
• Compatibility: Templates are fully compatible with Microsoft Word, facilitating easy editing and customization.
• Time-Saving: Preformatted templates save time by reducing the need for manual formatting adjustments.
• Limited Variety: Focuses solely on MLA format, which may not be suitable for those needing templates in other styles like APA or Chicago.
• Basic Design: The design and aesthetic of the templates may be relatively simple compared to professionally designed options.
• Lack of Advanced Features: Free templates may not offer advanced features or customization options that some premium templates do.
• Internet Requirement: Requires an internet connection to browse and download templates.
• Ad-Supported: The platform may feature advertisements, which can be distracting or intrusive for some users.

12. Smartsheet Project Outline Templates

• Comprehensive Layout: The templates offer detailed sections for project planning, ensuring thorough organization and clarity.
• Flexibility: Can be adapted for various uses, including academic research papers and professional projects.
• Integration: Seamlessly integrates with the Smartsheet platform, enhancing collaboration and project tracking.
• User-Friendly: Easy to navigate and customize, suitable for users of all skill levels.
• Collaborative Features: Supports team collaboration, allowing multiple users to work on the same project outline simultaneously.
• Project Management Focused: Primarily designed for project management, which may require adaptation for research paper use.
• Subscription Requirement: Full access to all features and templates may require a Smartsheet subscription.
• Learning Curve: Users new to Smartsheet might experience a learning curve when first using the platform.
• Internet Dependency: Requires an internet connection to access and collaborate on templates.
• Overhead: Advanced features may be more than what’s needed for simple research paper outlines, adding unnecessary complexity.

13. Summary

13.1 overall comparison table.

13.2 Recommended Template Site Based on Various Needs

Based on the comparative analysis, different template sites are recommended for various user needs:

• Best for Professional Quality: Microsoft Research Paper offers high-quality templates with integration into the Microsoft Office Suite, ideal for users familiar with Microsoft’s ecosystem.
• Best for Comprehensive Selection: Template.Net Research Paper Templates provide an extensive collection of professional designs, suitable for users seeking a wide variety of options.
• Best for APA Formatting: SORC’D Research Paper Templates focus on APA style, offering resources and tips to ensure compliance with APA guidelines.
• Best for Cover Pages: Office Templates Online Cover Page Templates specialize in high-quality cover pages, making them ideal for those who need a polished front page for their documents.
• Best for MLA Formatting: Template Archive MLA Formats provide comprehensive MLA-specific templates, perfect for users adhering to Modern Language Association guidelines.
• Best for Multistyle Formatting: Scribbr APA, MLA, & Chicago Templates offer accurate templates for multiple citation styles along with additional resources, beneficial for diverse academic needs.
• Best for Diverse Examples: Sample Templates Research Paper Examples offer a wide range of research paper examples useful for educational purposes and inspiration.
• Best for Scientific Research: Powered Template Scientific Research Word Templates are tailored for scientific documentation, ensuring high standards and comprehensive layouts.
• Best for Custom/Discipline-Focused Needs: Etsy ResearchCoach Term Paper Template provides professionally designed templates tailored to specific academic disciplines, useful for college and university students.
• Best for Free MLA Resources: Free Word Templates MLA Format Templates offer easy-to-use, MLA-specific templates without cost, accessible to all users.
• Best for Project Management Integration: Smartsheet Project Outline Templates provide comprehensive layouts with collaborative features suitable for project-based research papers.

14. Conclusion

14.1 final thoughts and takeaways for choosing a word research paper template site.

Choosing the right Word research paper template site is crucial for ensuring that your paper is well-organized, professionally presented, and adheres to the required formatting guidelines. This comparison has highlighted various sites that offer specialized templates catering to different needs, from academic standards like APA, MLA, and Chicago, to discipline-specific requirements and professional-grade designs.

When selecting a template site, consider the following key takeaways:

• Determine Your Specific Needs: Identify the citation style you need to follow (e.g., APA, MLA, Chicago) and look for sites that specialize in that format. For example, Scribbr and Template Archive are excellent for specific formatting guidelines.
• Assess Template Quality: High-quality templates can significantly enhance the presentation of your research paper. Sites like Microsoft Research Paper and Powered Template are known for their professional designs.
• Consider Ease of Use: User-friendly interfaces can save a lot of time and frustration. Templates from Office Templates Online and Template.Net are easy to navigate and customize, making them great for users of all skill levels.
• Evaluate Additional Resources: Some sites offer supplementary resources like citation guides and formatting tips, which can be extremely helpful. Scribbr and SORC’D excel in providing these extra materials.
• Check for Free vs. Premium Options: While some sites offer free templates, others may require a subscription or purchase. Weigh the cost against the benefits to determine the best value. Etsy ResearchCoach offers high-quality templates for a fee, whereas Sample Templates and Free Word Templates provide great free resources.
• Integration with Tools: Consider how well the templates integrate with tools you already use. Templates from Microsoft Research Paper and Smartsheet offer seamless integration with their respective platforms.

Ultimately, the best template site for you will depend on your specific needs, preferences, and budget. By thoroughly evaluating the options and considering the key factors discussed, you can select a site that enhances your research paper’s quality and makes the writing process more efficient and enjoyable.

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Title: an image is worth 16x16 words: transformers for image recognition at scale.

Abstract: While the Transformer architecture has become the de-facto standard for natural language processing tasks, its applications to computer vision remain limited. In vision, attention is either applied in conjunction with convolutional networks, or used to replace certain components of convolutional networks while keeping their overall structure in place. We show that this reliance on CNNs is not necessary and a pure transformer applied directly to sequences of image patches can perform very well on image classification tasks. When pre-trained on large amounts of data and transferred to multiple mid-sized or small image recognition benchmarks (ImageNet, CIFAR-100, VTAB, etc.), Vision Transformer (ViT) attains excellent results compared to state-of-the-art convolutional networks while requiring substantially fewer computational resources to train.

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DALL·E 2 is an AI system that can create realistic images and art from a description in natural language.

Latest updates

DALL·E API now available in public beta

DALL·E 2: Extending creativity

DALL·E now available without waitlist

DALL·E 2 can create original, realistic images and art from a text description. It can combine concepts, attributes, and styles.

Image Generation

Try DALL·E (opens in a new window)

Outpainting

DALL·E 2 can expand images beyond what’s in the original canvas, creating expansive new compositions.

DALL·E 2 can make realistic edits to existing images from a natural language caption. It can add and remove elements while taking shadows, reflections, and textures into account.

DALL·E 2 can take an image and create different variations of it inspired by the original.

In January 2021, OpenAI introduced DALL·E. One year later, our newest system, DALL·E 2, generates more realistic and accurate images with 4x greater resolution.

DALL·E 2 is preferred over DALL·E 1 when evaluators compared each model.

Preferred for caption matching, preferred for photorealism, related articles.

A focus on safety

DALL·E 2 began as a research project and is now available in beta. Safety mitigations we have developed and continue to improve upon include:

Preventing harmful generations We’ve limited the ability for DALL·E 2 to generate violent, hate, or adult images. By removing the most explicit content from the training data, we minimized DALL·E 2’s exposure to these concepts. We also used advanced techniques to prevent photorealistic generations of real individuals’ faces, including those of public figures. Read about improving safety

Curbing misuse Our content policy does not allow users to generate violent, adult, or political content, among other categories. We won’t generate images if our filters identify text prompts and image uploads that may violate our policies. We also have automated and human monitoring systems to guard against misuse. Read content policy (opens in a new window)

Phased deployment based on learning Learning from real-world use is an important part of developing and deploying AI responsibly. We began by previewing DALL·E 2 to a limited number of trusted users. As we learned more about the technology’s capabilities and limitations, and gained confidence in our safety systems, we slowly added more users and made DALL·E available in beta in July 2022. View risks and limitations (opens in a new window)

Our hope is that DALL·E 2 will empower people to express themselves creatively. DALL·E 2 also helps us understand how advanced AI systems see and understand our world, which is critical to our mission of creating AI that benefits humanity.

Research Advancements

Aditya Ramesh, Prafulla Dhariwal, Alex Nichol, Casey Chu, Mark Chen

Engineering, Design, Product, and Prototyping

Jeff Belgum, Dave Cummings, Jonathan Gordon, Chris Hallacy, Shawn Jain, Joanne Jang, Fraser Kelton, Vishal Kuo, Joel Lehman, Rachel Lim, Bianca Martin, Evan Morikawa, Rajeev Nayak, Glenn Powell, Krijn Rijshouwer, David Schnurr, Maddie Simens, Kenneth Stanley, Felipe Such, Chelsea Voss, Justin Jay Wang

Comms, Policy, Legal, Ops, Safety, and Security

Steven Adler, Lama Ahmad, Miles Brundage, Kevin Button, Che Chang, Fotis Chantzis, Derek Chen, Frances Choi, Steve Dowling, Elie Georges, Shino Jomoto, Aris Konstantinidis, Gretchen Krueger, Andrew Mayne, Pamela Mishkin, Bob Rotsted, Natalie Summers, Dave Willner, Hannah Wong

Acknowledgments

Thanks to those who helped with and provided feedback on this release: Sandhini Agarwal, Sam Altman, Chester Cho, Peter Hoeschele, Jacob Jackson, Jong Wook Kim, Matt Knight, Jason Kwon, Anna Makanju, Katie Mayer, Bob McGrew, Luke Miller, Mira Murati, Adam Nace, Hyeonwoo Noh, Cullen O’Keefe, Long Ouyang, Michael Petrov, Henrique Ponde de Oliveira Pinto, Alec Radford, Girish Sastry, Pranav Shyam, Aravind Srinivas, Ilya Sutskever, Preston Tuggle, Arun Vijayvergiya, Peter Welinder

Start creating images with DALL·E.

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King's Speech 2024: background briefing notes

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