research essay breakdown

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Getting started with your research paper outline

Levels of organization for a research paper outline

First level of organization, second level of organization, third level of organization, fourth level of organization, tips for writing a research paper outline, research paper outline template, my research paper outline is complete: what are the next steps, frequently asked questions about a research paper outline, related articles.

The outline is the skeleton of your research paper. Simply start by writing down your thesis and the main ideas you wish to present. This will likely change as your research progresses; therefore, do not worry about being too specific in the early stages of writing your outline.

A research paper outline typically contains between two and four layers of organization. The first two layers are the most generalized. Each layer thereafter will contain the research you complete and presents more and more detailed information.

The levels are typically represented by a combination of Roman numerals, Arabic numerals, uppercase letters, lowercase letters but may include other symbols. Refer to the guidelines provided by your institution, as formatting is not universal and differs between universities, fields, and subjects. If you are writing the outline for yourself, you may choose any combination you prefer.

This is the most generalized level of information. Begin by numbering the introduction, each idea you will present, and the conclusion. The main ideas contain the bulk of your research paper 's information. Depending on your research, it may be chapters of a book for a literature review , a series of dates for a historical research paper, or the methods and results of a scientific paper.

I. Introduction

II. Main idea

III. Main idea

IV. Main idea

V. Conclusion

The second level consists of topics which support the introduction, main ideas, and the conclusion. Each main idea should have at least two supporting topics listed in the outline.

If your main idea does not have enough support, you should consider presenting another main idea in its place. This is where you should stop outlining if this is your first draft. Continue your research before adding to the next levels of organization.

• A. Background information
• B. Hypothesis or thesis
• A. Supporting topic
• B. Supporting topic

The third level of organization contains supporting information for the topics previously listed. By now, you should have completed enough research to add support for your ideas.

The Introduction and Main Ideas may contain information you discovered about the author, timeframe, or contents of a book for a literature review; the historical events leading up to the research topic for a historical research paper, or an explanation of the problem a scientific research paper intends to address.

• 1. Relevant history
• 2. Relevant history
• 1. The hypothesis or thesis clearly stated
• 1. A brief description of supporting information
• 2. A brief description of supporting information

The fourth level of organization contains the most detailed information such as quotes, references, observations, or specific data needed to support the main idea. It is not typical to have further levels of organization because the information contained here is the most specific.

• a) Quotes or references to another piece of literature
• b) Quotes or references to another piece of literature

Tip: The key to creating a useful outline is to be consistent in your headings, organization, and levels of specificity.

• Be Consistent : ensure every heading has a similar tone. State the topic or write short sentences for each heading but avoid doing both.
• Organize Information : Higher levels of organization are more generally stated and each supporting level becomes more specific. The introduction and conclusion will never be lower than the first level of organization.
• Build Support : Each main idea should have two or more supporting topics. If your research does not have enough information to support the main idea you are presenting, you should, in general, complete additional research or revise the outline.

By now, you should know the basic requirements to create an outline for your paper. With a content framework in place, you can now start writing your paper . To help you start right away, you can use one of our templates and adjust it to suit your needs.

After completing your outline, you should:

• Title your research paper . This is an iterative process and may change when you delve deeper into the topic.
• Begin writing your research paper draft . Continue researching to further build your outline and provide more information to support your hypothesis or thesis.
• Format your draft appropriately . MLA 8 and APA 7 formats have differences between their bibliography page, in-text citations, line spacing, and title.
• Finalize your citations and bibliography . Use a reference manager like Paperpile to organize and cite your research.
• Write the abstract, if required . An abstract will briefly state the information contained within the paper, results of the research, and the conclusion.

An outline is used to organize written ideas about a topic into a logical order. Outlines help us organize major topics, subtopics, and supporting details. Researchers benefit greatly from outlines while writing by addressing which topic to cover in what order.

The most basic outline format consists of: an introduction, a minimum of three topic paragraphs, and a conclusion.

You should make an outline before starting to write your research paper. This will help you organize the main ideas and arguments you want to present in your topic.

• Consistency: ensure every heading has a similar tone. State the topic or write short sentences for each heading but avoid doing both.
• Organization : Higher levels of organization are more generally stated and each supporting level becomes more specific. The introduction and conclusion will never be lower than the first level of organization.
• Support : Each main idea should have two or more supporting topics. If your research does not have enough information to support the main idea you are presenting, you should, in general, complete additional research or revise the outline.

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Research Essays: Overview

The further you go in college, the more research you will do, and the more research essays you will write. Being able to collect and synthesize research into our own writing are among the most important skills we learn in college. Finding and using research sources are skills that you will use throughout your professional and personal lives. For this reason, it’s important that you learn early in college to successfully compose an academic research essay.

Composing a complex and thoroughly researched essay provides opportunities for you to develop your critical thinking skills. No research essay can be successful without careful consideration of how evidence fits together into a cohesive whole. Writing an effective research essay also enhances our credibility as writers and communicators. Once you’re able to connect the research dots in order to make logical points about some larger significance, then you are better equipped to understand the world around you as well as help others understand the world around them, too.

Academic research essays are formal essays that engage with complex questions, research, and issues. When you write a research essay, you will go beyond just talking about a topic and transition to making informed claims about a topic. Readers expect that an academic research essays will have a clear focus, address a significant issue, include insightful research evidence, and explore the implications of the issue being addressed.

Before you begin writing a research essay, however, you need to conduct some research. The below chapters will help you better understand and navigate the research process:

• Starting Your Research Process
• Search Strategies
• Evaluating Information
• The Ethics of Information

Key Features

A singular focus and clear perspective.

Many writers enter college believing that broad, generalized topics are easier to research and write about: this could not be farther from the truth. Choosing a broad topic gives you, as well as your reader, no clear direction. You will find yourself aimlessly sifting through thousands of search results, struggling to pull disparate sources together into a logically organized essay. These challenges can be avoided by deciding on a singular focus and clear perspective early in the process.

Developing a Singular Focus and Clear Perspective

Imagine you are interested in animal conservation. That’s a good start, but far too broad of a topic for a research essay. From this initial interest, you might:

• Identify a specific type of animal. Let’s go with lions.
• Identify a specific type of lion. Let’s choose African lions.

At this point, you have a singular focus: African lions. But you’re not done. African lions is still too broad for a research topic. You need a clear perspective. From here, you might:

• Identify a serious threat to the lions. Let’s go with illegal hunting.
• Develop a perspective on the illegal hunting of African lions. Let’s try the impact of illegal hunting on African lion populations.

Now you would have a topic with singular focus and clear perspective that is researchable and will be much easier to organize into an effective essay.

As you develop your own research essay topic, use the above walkthrough to help develop a singular focus and clear perspective.

Formal Writing Style

While some of the writing you do in college will be more informal, such as personal essays or online discussions, academic research essays require us to adopt a formal writing style as we engage with complex questions, research, and issues. If you write your research essay the way you write text messages or how you chat with your friends, your readers will find your essay to be much less credible. In order to be taken seriously, you want your writing to come off as professional and authoritative rather than casual and underdeveloped.

Informative Tone and Objective Stance

While you will write argumentatively at various times throughout your college career, your purpose when writing an academic research essay is typically to inform, and this means that your stance should be objective. Since your goal is to inform, you will need to make clear claims about why readers need to know this information. As you write a research essay, you may provide new information on a known subject, provide historical context, clear up misconceptions, introduce the audience to something unknown, or develop a profile of a person, place, or object. Even though you should remain objective, research essays are usually written for a specific audience and purpose, so it’s your job to define the purpose and decide what kinds of information your audience needs and how best to present that information.

Credible Evidence That Suits Your Purpose

Without taking the necessary time to seek out and collect credible evidence about your topic, your research essay is unlikely to successfully inform readers. Academic research essays should rely almost exclusively on evidence in each section and paragraph, and the credibility and relevance of that evidence should be made clear to your reader. It’s your job to find not just any evidence related to your topic, but the evidence that suits your purpose for your audience. Your evidence, the information you use to support your main points, will most likely include a mix of sources from the college’s library collection as well as credible materials from the internet. Also keep in mind that you will, and should, find many more sources during your research process than you ultimately use in your essay. The first sources we find are rarely the best sources to use. It’s your job to identify which sources are are most suited for your topic and purpose.

A Logical Structure

Research essays need to be logically organized with a clear structure that creates connections between the different parts of your essay. When organizing a research essay, you will need to make careful rhetorical choices about the order in which you introduce ideas, define key terms, provide background information, and address key issues for your audience. Readers expect that research essays will guide them through the information logically, and your structure will be how you ensure that readers understand how topics and subtopics relate to your main focus.

As we write research essays, it’s vital that we use a detailed citation process in order to demonstrate to our readers where our supporting evidence comes from and why it’s credible. This process will involve citations at the end of your essay, but also, and just as importantly, in-text citations throughout your essay. Using in-text citations and signal phrases is necessary to successfully guide readers through the information you have collected in your essay. Without in-text citations, readers are completely lost as to where the information came from, why it’s credible, and how it connects to the main topic.

Drafting Checklists

These questions should help guide you through the stages of drafting your research essay.

• How will you develop a singular focus and clear perspective on your topic?
• What are some subtopics or related ideas you might need to learn more about during your research?
• In other words, who do you want to share this information with? And why should they care about your research?
• Are there key terms or concepts you will need to define or describe?
• Where should try to find this evidence?
• Why should your audience care about this evidence?
• Why those sources and not others?
• How will you use those sources in your essay?
• What subtopics might you cover throughout your essay?
• How might your start your essay?
• How might you end your essay?

Writing and Revising

• Does your title or intro paragraph effectively establish your focus and perspective?
• Have you clearly made connections between your topic and subtopics?
• Have you presented your research in the best way to guide readers through the information?
• Does your conclusion offer readers intriguing final takeaways to consider?
• Would your readers be confused at any point?
• Would readers find your tone and style to be professional and authoritative? Or too casual and informal?
• Have you avoided using any slang or other informal language that would detract from your credibility?
• Have you written your essay from an objective stance that avoids using personal opinions or arguing a position?
• Have you created correct works cited entries for all your sources?
• Have you used signal phrases and in-text citations to integrate sources into your essay?
• Would readers question the credibility or relevance of any of your sources?

Sources Used to Create this Chapter

Parts of this chapter were remixed from:

• First-Year Composition: Writing as Inquiry and Argumentation , by Jackie Hoermann-Elliott and Kathy Quesenbury, which was published under a CC-BY 4.0 license.

Starting the Journey: An Intro to College Writing Copyright © by Leonard Owens III; Tim Bishop; and Scott Ortolano is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License , except where otherwise noted.

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How to write a research paper: A step-by-step guide

Published July 20, 2020. Updated May 19, 2022.

Research Paper Definition

A research paper is an essay that evaluates or argues a perception or a point.

Overview of research paper

Research papers are papers written as in-depth analyses of the academic literature on a selected topic. A research paper outline consists of planning out the main sections of the paper, including the points and evidence, so that the drafting and editing processes are much easier. The research paper should have an introduction paragraph, at least three body paragraphs, a conclusion paragraph, and a Works Cited page. Some important steps should be followed while writing a research paper. The steps include understanding the instructor’s expectations for how to write a research paper, brainstorming research paper ideas, conducting research, defining the thesis statement, making a research paper outline, writing, editing again if required, creating a title page, and writing an abstract.

Key takeaways

• A research paper is an essay that analyzes or argues a perspective or a point.
• A research paper outline involves planning out the main sections of your paper, including your points and evidence, so that the drafting and editing processes go a lot smoother.
• Before you write your research paper outline, consult your instructor, research potential topics, and define your thesis statement.
• Your research paper should include an introduction paragraph, at least three body paragraphs, a conclusion paragraph, and a Works Cited page.

What are the steps to writing a research paper?

Here are 7 steps on how to write a research paper, plus two optional steps on creating a title page and an abstract:

Step 1: Understand your instructor’s expectations for how to write a research paper

Step 2: brainstorm research paper ideas, step 3: conduct research, step 4: define your thesis statement, step 5: make a research paper outline, step 6: write, step 7: edit, edit, and edit again, step 8 (optional): create a title page, step 9 (optional): write an abstract.

• Additional tips

Worried about your writing? Submit your paper for a Chegg Writing essay check , or for an Expert Check proofreading . Both can help you find and fix potential writing issues.

First, read and reread the rubric for the assignment. Depending on your field of study, the guidelines will vary. For instance, psychology, education, and the sciences tend to use APA research paper format, while the humanities, language, and the fine arts tend to use MLA or Chicago style.

Once you know which research paper format to use, take heed of any specific expectations your instructor has for this assignment. For example:

• When is it due?
• What is the expected page count?
• Will your instructor expect to see a research paper outline before the draft?
• Is there a set topic list or can you choose your own?
• Is there someplace to look at sample research papers that got A’s?

If anything isn’t clear about how to write a research paper, don’t hesitate to ask your instructor.

Being aware of the assignment’s details is a good start! However, even after reading them, you may still be asking some of the following questions:

• How do you think of topics for research papers?
• How do you think of interesting research paper topics?
• How do I structure an outline?
• Where can you find examples of research papers?

We’ll answer all of these questions (and more) in the steps below.

Some instructors offer a set of research paper topics to choose from. That makes it easy for you—just pick the research paper idea that intrigues you the most! Since all the topics have been approved by your instructor, you shouldn’t have to worry about any of them being too “broad” or “narrow.” (But remember, there are no easy research paper topics!)

On the other hand, many instructors expect students to brainstorm their own topics for research papers. In this case, you will need to ensure your topic is relevant as well as not too broad or narrow.

An example of a research paper topic that is too broad is “The History of Modernist Literature.” An expert would be hard-pressed to write a book on this topic, much less a school essay.

An example of a research paper topic that is too narrow is “Why the First Line of Ulysses Exemplifies Modernist Literature.” It may take a page or two to outline the ways in which the first line of Ulysses exemplifies traits of modernist literature, but there’s only so much you can write about one line!

Good research paper topics fall somewhere in the middle . An example of this would be “Why Ulysses ’ Stephen Exemplifies Modernist Literature.” Analyzing a character in a novel is broader than analyzing a single line, but it is narrower than examining an entire literary movement.

Next, conduct research and use an adequate number of reputable sources to back up your argument or analysis. This means that you need to evaluate the credibility of all your sources and probably include a few peer-reviewed journal articles (tip: use a database).

A lot of good sources can be found online or at your school’s library (in-person and online). If you’re stuck finding sources or would like to see a sample research paper, ask your librarian for help. If you’re having trouble finding useful sources, it may be a warning sign that your idea is too broad or narrow. For a more comprehensive look at research, check this out .

Your thesis statement is the most important line of your research paper! It encompasses in one sentence what your paper is all about. Having a concrete thesis statement will help you organize your thoughts around a defined point, and it will help your readers understand what they’re reading about.

If you could boil your paper down into a single line, what would that line be?

Here is an example of a working thesis:

In George Orwell’s  1984 , the Party manipulates citizens into total submission to the Party’s ideals through Newspeak, propaganda, and altered history.

For more information, see this guide on thesis statements .

Even if you think you chose an easy research paper topic, a structured, outlined research paper format is still necessary to help you stay organized and on-track while you draft. The traditional research paper outline example looks something like this:

Introduction

• Main point #1
• Main point #2
• Main point #3

Works cited

Let’s examine each section in detail.

Wondering how to start a research paper that gets an A? One good step is to have a strong introduction. Your research paper introduction will include the following elements:

• state your thesis (the one or two-line gist of your paper)
• explain the question you will answer or argument you will make
• outline your research methodology

1. Open with a hook

Keep your readers reading—hook them! A handy tip for writing a hook is to think about what made you choose this topic. What about your topic captured your interest enough to research it and write a paper about it?

A hook might sound something like the following examples:

Did you know that babies have around a hundred more bones than adults?

A language dies every fourteen days.

Of course, by no means does your opening line have to be so shocking. It could be as simple as you’d like, as long as it pulls your readers in and gives them an idea of what your paper is going to be about.

2.  Introduce relevant background context

After you’ve hooked your readers, introduce them to the topic at hand. What is already known about it? What is still a mystery? Why should we care? Finally, what work have you done to advance knowledge on this topic?

You can include a relevant quotation or paraphrase here, but keep it short and sweet. Your introduction should not be bogged down with anything less than essential.

3.  End on your thesis statement

Finally, end your introduction paragraph with your thesis statement, which is a concise sentence (just one, two max) summarizing the crux of your research paper.

Research paper introduction example

As John Wilkes Booth fled the scene of his assassination of President Abraham Lincoln, he yelled, “ Sic semper tyrannis ! The South is avenged!” Booth was an ardent supporter of the Southern cause during the Civil War era, but what made him passionate enough to assassinate a sitting president? Although Booth’s ire can be traced mostly to his backing of the South, there is more to the story than just that. John Wilkes Booth had three primary motives for assassinating Abraham Lincoln.

The body of your paper is not limited to three points, as shown below, but three is typically considered the minimum. A good rule of thumb is to back up each main point with three arguments or pieces of evidence. To present a cogent argument or make your analysis more compelling , present your points and arguments in a “strong, stronger, strongest” research paper format.

• Main point #1 – A strong point 
• Strong supporting argument or evidence #1
• Stronger supporting argument or evidence #2
• Strongest supporting argument or evidence #3
• Main point #2 – A stronger point
• Main point #3 – Your strongest point

The conclusion is crucial for helping your readers reflect on your main arguments or analyses and understand why what they just read was worthwhile.

• restate your topic
• synthesize your most important points
• restate your thesis statement
• tie it all into the bigger picture

1.  Restate your topic

Before you wrap up your paper, it helps to remind your readers of the main idea at hand. This is different than restating your thesis. While your thesis states the specific argument or analysis at hand, the main idea of your research paper might be much broader. For instance, your thesis statement might be “John Wilkes Booth had three primary motives for assassinating Abraham Lincoln.” The main idea of the paper is Booth’s assassination of Lincoln. Even broader, the research paper is about American history.

2.  Synthesize your most important points

The key here is to synthesize , not summarize . Many students don’t see the point of conclusions because they look at them as mere repetition of points that already have been made. They’re right—that’s not what a conclusion paragraph should do! To summarize is to objectively restate what you’ve already said in your paper. What you want to do instead is offer a new viewpoint. Take the points you’ve made and develop a unique understanding or perspective.

For example, assume the main points you made in your paper are the following:

John Wilkes Booth was loyal to the South and the Confederate States of America.

John Wilkes Booth strongly opposed the abolition of slavery.

John Wilkes Booth was vocal about his hatred of Abraham Lincoln.

Instead of simply restating those three points in your conclusion, you could synthesize the points:

John Wilkes Booth’s outspoken loyalty to the South and opposition to abolition motivated him to assassinate Lincoln, who was one of the most prominent proponents of the abolition of slavery and the Union side of the Civil War. If Lincoln’s cause succeeded, the economy and culture of the antebellum South that Booth advocated for would not survive. All of those reasons combined were why Booth saw it as imperative that Lincoln be killed.

3.  Restate your thesis statement

After you’ve synthesized the main points of your research paper, restate your thesis statement. This helps bring your paper full circle back to where you began.

4.  Tie it all into the bigger picture

Answer the “so what?” question of your argument or analysis in order to end your research paper by tying it into a bigger picture. What implications does your argument or analysis have on the research of others? Why does your discovery matter? If you’re not sure, ask a friend to ask you (or ask yourself) “so what?” until you’ve figured it out. Here’s how it might look:

Friend: What is your paper about?

You: John Wilkes Booth assassinated Abraham Lincoln for three main reasons.

Friend: So what?

You: It’s important to know why he killed Lincoln.

Friend: Why is it important?

You: So we know what kind of things motivate assassins to kill presidents so we can avoid it happening in the future.

Just like that, you have tied your paper into the bigger picture. Your paper is more likely to have a strong impact on your readers (and receive a better grade) if you end it with a strong “take-home” message.

Tips for writing a great conclusion to your paper

• Link your conclusion to your introduction.
• Don’t give away all the answers. Remember, you don’t have to have all the answers. You can conclude your research paper with some questions for your readers to ponder.
• Propose a call to action. After conducting all this research and formulating some great arguments or analyses, you might believe something needs to be done. For example, if you wrote the aforementioned research paper about Abraham Lincoln’s assassination, you might suggest a call to action that we all keep an eye out for potential presidential assassins like John Wilkes Booth.

Mistakes to avoid when concluding your research paper

• Being too wordy. Keep the conclusion concise.
• Failure to relate it back to your intro.
• Failure to reflect on the bigger picture. Provide a compelling synthesis of what was just written.

Research paper conclusion example

Presidential assassinations are particularly sad and defining points in American history. They shake the country and make the people ask, “How could this happen to the most powerful figure in our nation?” In this paper, we explored some of the reasons why assassinations happen. John Wilkes Booth’s outspoken loyalty to the South and opposition to abolition motivated him to assassinate Lincoln, who was one of the most prominent proponents of the abolition of slavery and the Union side of the Civil War. If Lincoln’s cause succeeded, the economy and culture of the antebellum South that Booth advocated for would not survive. Those three motives combined were why Booth saw it as imperative that Lincoln be killed. As history scholars, we should remember why and how this happened so that we can avoid it happening in the future.

A works cited or bibliography page (or pages) should be the final section of your paper. This section includes a list of the resources you consulted, quoted, or cited within the body of your work, as well as those which influenced your ideas on the topic.

This is only a basic research paper outline template, which can be altered depending on the length and purpose of your paper. Argumentative papers aim to prove a point through well-researched, persuasive argument, while analytical papers posit a question and explore possible answers throughout the paper. Either way, your goal as a writer is to find and share the truth, whether you do so before you start writing a research paper or while you’re writing it.

Once you have an outline in the above research paper format, it’s a good idea to consult with your teacher or a writing tutor to find ways to strengthen it. They’ll also be able to give you good writing advice, from how to start a research paper to how to find research paper ideas conducive to strong arguments. As you write, you might find yourself tweaking (or overhauling) your outline. That’s okay!

You already have a rock-solid topic, credible sources, and intuitive outline. Now, you just have to flesh it out into pages of flowing, articulate prose. (Okay, it won’t exactly be easy.)

Before you begin writing, you might find it helpful to look at sample research papers in your school’s library or writing center (many research paper examples can also be found online). This will give you an idea of how to do a research paper outline, build a research paper outline template, as well as give you several research paper introduction examples. Here is one example research paper .

Examples of research papers you’ll see will look crazy long. But remember, those weren’t completed in one sitting! So, don’t wait until the last minute to get started. You’ll need to factor in time for breaks, writing tutor consultations, and the dreaded writer’s block.

You will probably write multiple drafts. Don’t expect your first draft to be perfect. You may even need to change your main argument halfway through your draft. That’s okay! Be ready to re-brainstorm, re-outline, and rewrite.

This might just be the most important step. Even if you brainstorm the perfect topic, create a brilliant research paper outline, and write a strong first draft. None of that brilliance will shine through if your paper is full of typos, grammar errors, and rambling tangents.

You’ll want to complete these kinds of editing, in this order:

• line editing
• spell-checking
• proofreading

Revision deals with broad issues, such as an argument that doesn’t make sense or a source that doesn’t support your thesis. Line editing, spell-checking, and proofreading are more to do with your writing itself—the flow of your sentences and the presence of any spelling or grammatical errors.

Paper formatting

The format of your paper will depend largely on what paper or citation style your instructor has told you to use (e.g., APA, MLA, Chicago, Harvard, etc.). In general though, here are some good paper formatting guidelines to follow:

• Use 1-inch margins around your paper.
• Use a standard font like Times New Roman, Arial, etc.
• Use a standard font size between 10-12 points.
• Make sure that the title of your paper, date you turn it in, course name, and your name appear somewhere on the first page. If this is for APA, you’ll create a title page. If for MLA, you’ll create a header.

After you finish, it also doesn’t hurt to check your paper for plagiarism .

Before you turn in that paper, don’t forget to cite your sources in APA format , MLA format , or a style of your choice.

A title page is not always needed but is sometimes requested by an instructor or required by a paper format (example: APA style). It is always the first page of a paper and is the cover that communicates what’s in store for a reader. Let’s discuss what a title page is, why it’s important, how to create one, and tips on writing a good title.

What is a title page?

A title page is the first page of the paper that displays the title, the author’s name, and other required information such as thhe course number, the instructor’s name, or the date .

Why have a title page?

The main purpose of title page is like the purpose of a book cover or a news article headline. Its purpose is to allow the reader to easily understand what the paper is about .

This makes it especially important for you to have an effective and well-written title for your essay. You want to capture the reader’s attention, so they feel that your work is worth reading.

A title page can also indicate that the paper is academic in nature. The structured nature of a title page is an indicator that a paper has been created using certain academic guidelines or standards.

What is included on the title page besides the title?

There are two title page formats that you may be asked to use for academic papers. One is called American Psychological Association, which is commonly known as APA, and the second is called Modern Language Association, generally referred to as MLA. APA is typically used for research involving technical and scientific topics while MLA is more likely to be used for humanities or literature topics. Even though they are similar, each has a different set of requirements for the title page.

APA requirements:

• Research Paper Title
• Author’s full name (first name, middle initial, last name)
• Department and university name/Affiliation
• Course number and name
• Instructor’s/Professor’s name
• Assignment due date
• Page number
• All information is to be double spaced and centered
• Use Times New Roman font with 12 point size

MLA requirements:

It is important to note that usually a cover page is not required when using the MLA format. Instead, all the same points are found at the top of the first page of the research paper. However, if a title page is requested, it must meet the following requirements:

• Name of the school or university
• Title of the paper
• Subtitle of the paper (if necessary)
• Author’s/Student’s name
• Appropriate course number and name
• Use Times New Roman font with 12 as the font size
• Except for small words such as a, the, or, etc.
• The first letter of the first word should always be capitalized
• For BOTH formats, the first line should be spaced down three or four lines from the top margin.

Now, look at examples of both APA and MLA college research paper title page formats.

College research paper title page examples

Effects of Depression Symptoms on Quality of Sleep  

Jane A. Doe and John Z. Smith

Michigan State University

Jack Peterson, Instructor

March 11, 2021

Effects of Depression Symptoms on Quality of Sleep

Jane A. Doe and Joe Z. Smith

Professor Jack Peterson

Tips on writing a great title

There are few things to consider when creating the title of your research paper:

• Succinctly communicate what the topic of the paper is.
• Be concise.
• Give your reader a preview of your approach to the subject.
• Gain the reader’s interest in learning about your subject.

Below are two examples of titles. Think about which title is more effective and why.

• Student Loan Debt
• The Vanishing American Middle Class: How Student Loan Debt is Destroying the Next Generation and What Can Be Done About It

Hopefully, you noticed that while Title 1 is concise, it is not informative. It does not  give information on the writer’s approach to research on the topic. Title 2 is more interesting and precise than Title 1, and it communicates what problem the writer has researched. It is, however, very long.  An ideal title would be something in the middle like this:

Student Loan Debt and Its Impact on the Vanishing American Middle Class

Here are a few examples of bad titles:

• Television is Influential

(the title is very vague and doesn’t make the reader want to learn more)

• The Most Poisonous Snakes

(This title is too broad.)

• Outsourcing in the 21st Century

While this title is not terrible, it should include more detail. For example, what is being outsourced exactly?

A good paper title should convey your specific topic or argument and can hint at the conclusions. Here are some general guidelines to follow:

• Your title should be grammatically correct and in Title Case
• It should be formatted correctly
• It should not be a quote by someone else
• The title is not your thesis statement
• The title is not just rephrasing the topic or assignment
• Always follow your professor’s preferences
• Do not put your title in All CAPS or Italics

An abstract is a concise overview or summary of your research paper. The abstract is a paragraph that states the central question behind the research, describes the research methods, and summarizes the findings. After reading your abstract, readers should understand exactly what your paper is all about.

Abstracts are used in papers meant for publication in journals and are not typically required for student papers.

What’s the difference between an abstract and an introduction?

Many students have trouble understanding the difference between an abstract and an introduction. While it’s true that both may seem quite similar at first glance, an abstract is distinct from an introduction in several ways.

An abstract is a concise summary, whereas an introduction is much more detailed. When writing an introduction, you will provide an overview of the “why, what, when and how” of your study. On the other hand, an abstract provides readers with a quick overview of your paper without them having to read the entire paper. It will also provide a preview so they can better understand the paper when reading it or deciding whether or not they want to read it.

Why are abstracts necessary for research papers?

Abstracts help researchers to quickly identify studies relevant to subjects they need information on. If abstracts didn’t exist, people would have to sift through pages and pages of each study just to find this important information. In the modern era, abstracts are even more important because they contain keywords that make papers easier to find on the web. In addition, abstracts allow researchers to absorb key information without paying any money if the paper is not an open-source document.

Planning your abstract

Write the abstract after you have finished writing your paper.  You can’t summarize until you have written the paper.  The organization of an abstract is determined by the type of research paper.

Scientific abstracts include a concise summary of the following:

• OBJECTIVE: Clearly define the purpose of your research and the central question you aimed to answer.
• METHODS: Briefly explain research methods you used to answer your central question.
• RESULTS: Summarize the most important and relevant results of your study. Don’t include all of your results if there are too many to realistically fit.
• FINDINGS: Explain how your research answered your central problem or question. What the significance of your research? What kind of argument are you making in light of your results?  

Abstracts for research in humanities and the social sciences contain the following:

• The background and overview of your general topic
• A concise summary of your central argument and claims
• The rationale and purpose for your research in this specific area
• Your method and strategy for researching this topic and primary sources used to support your claims

There are different types of abstracts you may be asked to write, depending on the assignment. Common types of abstracts for the social sciences include the following:

• Critical Abstract: This type of abstract provides a judgment or comment on how reliable the study is. These types of abstracts are quite rare.
• Descriptive Abstract: A descriptive abstract simply summarizes the information found in a paper. There is no judgment involved, and these abstracts can be as short as 100 words.
• Informative Abstract: This is the most common type of abstract. It includes the main arguments,  the evidence presented and the most important findings. In most cases, this is the type of abstract you will be writing.
• Highlight Abstract: The purpose of a highlight abstract is to grab the reader’s attention. These are often incomplete, biased, and full of leading remarks intended only to attract readers. These are not used in academic writing.

Writing your abstract

Abstracts are usually between 150 and 300 words. An abstract for a research paper in the humanities or social sciences should be formatted as a single paragraph. For the sciences, you will need to clearly outline each section (Objective, Methods, Results, Conclusion). The abstract follows the title page.

When it comes to actually writing your abstract, you can simply copy and paste key sentences from your paper and place them in a sequence. This is a good way to organize and outline your ideas before writing the abstract. You may prefer to write it another way – just be sure to include your main objective, method, and overall conclusion.  Regardless, be sure to make your abstract a clear and concise explanation of your rationale for the essay and primary findings.

Below is a sample APA abstract that a freshman college student taking psychology and studying addictive disorders might provide for her research.

Sample Psychology Abstract

The purpose of this essay is to analyze the overall efficacy of Medicated Assisted Treatment (MAT) in individuals with opioid use disorder compared with those individuals who only receive treatment in the form of 12-step recovery style meetings and counseling. From 2017-present, most people who seek assistance for opiate addiction in the United States receive treatment in the form of MAT or 12-step (and related) forms of treatment. Some are provided with both. Using recent data from recognized and credible scientific and medical literature and peer-reviewed journals, I provide an analysis of current trends in how opioid-dependent individuals are likely to be treated and make an argument that MAT combined with counseling/therapy of any recovery model (not only 12-step type, e. g., Narcotics Anonymous or NA) is much more effective than recovery programs using 12-step meetings and fellowship as the primary method of treatment. Furthermore, I demonstrate that individuals with private insurance and access to private treatment (inpatient rehabilitation with medical detoxification and post-acute support) are more likely to receive MAT combined with therapy and, therefore, achieve long term success/ sobriety. Success is measured in the percentage of subjects who show long-term abstinence from opioids after 5 years compared to those who do not survive — or return to their opioid use disorder. The rationale for this research project is to find out how most Americans are treated for this debilitating health issue during the current “opioid epidemic” that resulted in 50,000 overdose-related deaths in 2019 alone. My hope is that my argument might increase awareness of the higher success rates of MAT compared to that of predominately 12-step only recovery as well as prompt discussion of making MAT more accessible to those without private medical insurance and the financial means to pay for it.

Sample Scientific Abstract

“The relationship between habitat use by voles (Rodentia: Microtus) and the density of vegetative cover was studied to determine if voles select forage areas at the microhabitat level.  Using live traps, I trapped, powdered, and released voles at 10 sites.  At each trap site I analyzed the type and height of the vegetation in the immediate area. Using a black light, I followed the trails left by powdered voles through the vegetation.  I mapped the trails using a compass to ascertain the tortuosity, or amount the trail twisted and turned, and visually checked the trails to determine obstruction of the movement path by vegetation.  I also checked vegetative obstruction on 4 random paths near the actual trail, to compare the cover on the trail with other nearby alternative pathways.  There was not a statistically significant difference between the amount of cover on a vole trail and the cover off to the sides of the trail when completely covered; there was a significant difference between on and off the trail when the path was completely open.  These results indicate that voles are selectively avoiding bare areas, while not choosing among dense patches at a fine microhabitat scale.”

Source: http://www.umt.edu/ugresearch/umcur/sample_abstracts.php

Additional tips for writing a research paper abstract

• Imagine you are another researcher looking at your abstract for the first time. Does it adequately summarize your research, or is essential information missing?
• Avoid redundancy.
• Do not use acronyms or abbreviations.
• Do not reference other literature.
• Do not use confusing terminology that new readers will not understand.
• Do not use images, graphs, or tables.
• Only describe the paper – do not defend your research in the abstract.
• No need to cite sources.
• Write in past tense, as the research is already complete.
• Use active tense when possible.

Example research paper on student stress

Why it’s worth learning how to write a research paper.

Learning how to write a research paper will allow you to strengthen your time management, communication, and analytical skills. What is a research paper for, after all, if not to help you grow as a student and a writer? Believe it or not, with enough practice, you’ll become a pro at finding interesting research paper topics, creating an organized research paper outline, and writing a clean draft that flows from introduction to conclusion.

Research paper template and example

• Research paper template
• Research paper example
• How to write a research paper
• Research paper topics
• Research paper outline

By Jolee McManus. Jolee earned a BA in English from the University of Georgia. She has several years of experience as a writing tutor and freelance copywriter and editor

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Elements of a Research Essay

Stephanie Ojeda Ponce

This section is an overview of the elements or parts of a research essay. Scholarly essays are long. There are several different styles of research essays and each have their own structure. For the argument-driven research essay, these are the main elements:

• Purpose or research question
• Your claim or thesis.
• One or more reasons for your thesis.
• Evidence for each reason.
• Others’ objections, counterarguments, or alternative solutions.
• Your acknowledgment of others’ objections, counterarguments, or alternative solutions.
• Your response to others’ objections, counterarguments, or alternative solutions.

The Purpose or Goal

Sometimes your professor will give you the research question, but probably more often you will need to develop your own research topic. Even though you are likely writing an essay for an assignment or as part of a class, you are also developing your own purpose for the research and writing. This part of the essay may not be written down, but it can be helpful to keep in mind a purpose or overall question. That question might even be something you answer through your research, but don’t have

Examples: Purpose and Goal for Research Essays

• How do at least some animals’ bones help control their weight?
• Did the death of his beloved daughter have any effect on the writings of Mark Twain?

Your Claim or Thesis

You write the claim or thesis–it doesn’t come directly from a source. Instead, it is the conclusion you come to in answer to your question after you’ve read/listened to/viewed some sources. So it is a statement, not a question or a hypothesis that you plan to prove or disprove with your research.

After you’ve read/listened to/viewed more sources, you may need to change your thesis. That happens all the time–not because you did anything wrong but because you learned more.

Examples: Claims (or Theses) for Hypothetical Essays or Term Papers

• Bone cells monitor whether more or less weight is pressing down on the skeleton and send biochemical signals to appetite centers in their brains to turn appetite down or up, accordingly.
• Mark Twain wrote more urgently and with less humor during the four years immediately after the death of his daughter.

One or More Reasons

You write what you believe makes your claim or thesis (the answer to your research question) true. That’s your reason or reasons. Each reason is a summary statement of evidence you found in your research. The kinds of evidence considered convincing varies by discipline, so you will be looking at different sources, depending on your discipline. How many reasons you need depends on how complex your thesis and subject matter are, what you found in your sources, and how long your essay or research paper must be. It’s always a good idea to write your reasons in a way that is easy for your audience to understand and be persuaded by.

Examples: Reasons in Hypothetical Essays or Term Papers

• Animals (including humans) have a biological tendency to regain any weight that they lose and lose any weight that they gain, seemingly in an effort to maintain whatever weight they have sustained for some time. Skeletons are logical places where any gains or losses could be noted, and recent studies seem to show that osteocytes (a kind of bone cell) are involved in whether appetites go up or down after weight gain or loss.
• My content analysis and a comparison of publication rates four years before and after Mark Twain’s daughter died indicate that his writing was more urgent and less humorous for four years after. It is reasonable to conclude that her death caused that change.

Evidence for Each Reason

You write this also. This is the evidence you summarized earlier as each reason your thesis is true. You will be directly quoting, paraphrasing, and summarizing your sources to make the case that your answer to your research question is correct, or at least reasonable.

Examples: Evidence for Reasons in Hypothetical Essays or Term Papers

• Report the results of studies about osteocyctes’ possible effect on weight grain or loss.
• Report the results of your comparison of writing content and publication rate before and after Twain’s daughter’s death.

Others’ Objections, Counterarguments, or Alternative Solutions

Do any of your sources not agree with your thesis? You’ll have to bring those up in your research paper. In addition, put yourself in your readers’ shoes. What might they not find logical in your argument? In other words, which reason(s) and corresponding evidence might they find lacking? Did you find clues to what these could be in your sources? Or maybe you can imagine them thinking some aspect of what you think is evidence doesn’t make sense.

Examples: Objections, Counterarguments, or Alternative Solutions in Hypothetical Essays or Term Papers

• Imagine that some readers might think: The hormone leptin is released by fat cells when they are added to animals’ bodies so it is leptin that tells appetite centers to turn down when weight is gained.
• Imagine that some readers might think: Computerized content analysis tools are sort of blunt instruments and shouldn’t be used to do precise work like this.

Your Acknowledgement of Others’ Objections, Counterarguments, or Alternative Solutions

So what will you write to bring up each of those objections, counterarguments, and alternative solutions? Some examples:

• I can imagine skeptics wanting to point out…
• Perhaps some readers would say…
• I think those who come from XYZ would differ with me…

It all depends on what objections, counterarguments, and alternative solutions your audience or your imagination come up with.

Examples: Acknowledgement of Others’ Objections, Counterarguments, or Alternative Solutions in Hypothetical Essays or Term Papers:

• Some readers may point out that the hormone leptin, which is released by fat cells, signals appetite centers to lower the appetite when weight is gained.
• Readers may think that a computerized content analysis tool cannot do justice to the subtleties of text.

Response to Others’ Objections, Counterarguments, or Alternative Solutions

You must write your response to each objection, counterargument, or alternative solution brought up or that you’ve thought of. (You’re likely to have found clues for what to say in your sources.) The reason you have to include this is that you can’t very easily convince your audience until you show them how your claim stacks up against the opinions and reasoning of other people who don’t at the moment agree with you.

Examples: Response to Others’ Objections, Counterarguments, or Alternative Solutions in Hypothetical Essays or Term Papers:

• But leptin must not be the entire system, since many animals do keep on the new weight.
• Unlike other content tools, the XYZ Content Analysis Measure is able to take into account an author’s tone.

Adaptations

This page has been adapted from Where you Get the Components from Choosing & Using Sources: A Guide to Academic Research Copyright © 2015 by Teaching & Learning, Ohio State University Libraries. CC BY 4.0 DEED .

Reading and Writing Research for Undergraduates Copyright © 2023 by Stephanie Ojeda Ponce is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License , except where otherwise noted.

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• How to write a research paper

Last updated

11 January 2024

Reviewed by

With proper planning, knowledge, and framework, completing a research paper can be a fulfilling and exciting experience. 

Though it might initially sound slightly intimidating, this guide will help you embrace the challenge. 

By documenting your findings, you can inspire others and make a difference in your field. Here's how you can make your research paper unique and comprehensive.

• What is a research paper?

Research papers allow you to demonstrate your knowledge and understanding of a particular topic. These papers are usually lengthier and more detailed than typical essays, requiring deeper insight into the chosen topic.

To write a research paper, you must first choose a topic that interests you and is relevant to the field of study. Once you’ve selected your topic, gathering as many relevant resources as possible, including books, scholarly articles, credible websites, and other academic materials, is essential. You must then read and analyze these sources, summarizing their key points and identifying gaps in the current research.

You can formulate your ideas and opinions once you thoroughly understand the existing research. To get there might involve conducting original research, gathering data, or analyzing existing data sets. It could also involve presenting an original argument or interpretation of the existing research.

Writing a successful research paper involves presenting your findings clearly and engagingly, which might involve using charts, graphs, or other visual aids to present your data and using concise language to explain your findings. You must also ensure your paper adheres to relevant academic formatting guidelines, including proper citations and references.

Overall, writing a research paper requires a significant amount of time, effort, and attention to detail. However, it is also an enriching experience that allows you to delve deeply into a subject that interests you and contribute to the existing body of knowledge in your chosen field.

• How long should a research paper be?

Research papers are deep dives into a topic. Therefore, they tend to be longer pieces of work than essays or opinion pieces. 

However, a suitable length depends on the complexity of the topic and your level of expertise. For instance, are you a first-year college student or an experienced professional? 

Also, remember that the best research papers provide valuable information for the benefit of others. Therefore, the quality of information matters most, not necessarily the length. Being concise is valuable.

Following these best practice steps will help keep your process simple and productive:

1. Gaining a deep understanding of any expectations

Before diving into your intended topic or beginning the research phase, take some time to orient yourself. Suppose there’s a specific topic assigned to you. In that case, it’s essential to deeply understand the question and organize your planning and approach in response. Pay attention to the key requirements and ensure you align your writing accordingly. 

This preparation step entails

Deeply understanding the task or assignment

Being clear about the expected format and length

Familiarizing yourself with the citation and referencing requirements 

Understanding any defined limits for your research contribution

Where applicable, speaking to your professor or research supervisor for further clarification

2. Choose your research topic

Select a research topic that aligns with both your interests and available resources. Ideally, focus on a field where you possess significant experience and analytical skills. In crafting your research paper, it's crucial to go beyond summarizing existing data and contribute fresh insights to the chosen area.

Consider narrowing your focus to a specific aspect of the topic. For example, if exploring the link between technology and mental health, delve into how social media use during the pandemic impacts the well-being of college students. Conducting interviews and surveys with students could provide firsthand data and unique perspectives, adding substantial value to the existing knowledge.

When finalizing your topic, adhere to legal and ethical norms in the relevant area (this ensures the integrity of your research, protects participants' rights, upholds intellectual property standards, and ensures transparency and accountability). Following these principles not only maintains the credibility of your work but also builds trust within your academic or professional community.

For instance, in writing about medical research, consider legal and ethical norms , including patient confidentiality laws and informed consent requirements. Similarly, if analyzing user data on social media platforms, be mindful of data privacy regulations, ensuring compliance with laws governing personal information collection and use. Aligning with legal and ethical standards not only avoids potential issues but also underscores the responsible conduct of your research.

3. Gather preliminary research

Once you’ve landed on your topic, it’s time to explore it further. You’ll want to discover more about available resources and existing research relevant to your assignment at this stage. 

This exploratory phase is vital as you may discover issues with your original idea or realize you have insufficient resources to explore the topic effectively. This key bit of groundwork allows you to redirect your research topic in a different, more feasible, or more relevant direction if necessary. 

Spending ample time at this stage ensures you gather everything you need, learn as much as you can about the topic, and discover gaps where the topic has yet to be sufficiently covered, offering an opportunity to research it further. 

4. Define your research question

To produce a well-structured and focused paper, it is imperative to formulate a clear and precise research question that will guide your work. Your research question must be informed by the existing literature and tailored to the scope and objectives of your project. By refining your focus, you can produce a thoughtful and engaging paper that effectively communicates your ideas to your readers.

5. Write a thesis statement

A thesis statement is a one-to-two-sentence summary of your research paper's main argument or direction. It serves as an overall guide to summarize the overall intent of the research paper for you and anyone wanting to know more about the research.

A strong thesis statement is:

Concise and clear: Explain your case in simple sentences (avoid covering multiple ideas). It might help to think of this section as an elevator pitch.

Specific: Ensure that there is no ambiguity in your statement and that your summary covers the points argued in the paper.

Debatable: A thesis statement puts forward a specific argument––it is not merely a statement but a debatable point that can be analyzed and discussed.

Here are three thesis statement examples from different disciplines:

Psychology thesis example: "We're studying adults aged 25-40 to see if taking short breaks for mindfulness can help with stress. Our goal is to find practical ways to manage anxiety better."

Environmental science thesis example: "This research paper looks into how having more city parks might make the air cleaner and keep people healthier. I want to find out if more green spaces means breathing fewer carcinogens in big cities."

UX research thesis example: "This study focuses on improving mobile banking for older adults using ethnographic research, eye-tracking analysis, and interactive prototyping. We investigate the usefulness of eye-tracking analysis with older individuals, aiming to spark debate and offer fresh perspectives on UX design and digital inclusivity for the aging population."

6. Conduct in-depth research

A research paper doesn’t just include research that you’ve uncovered from other papers and studies but your fresh insights, too. You will seek to become an expert on your topic––understanding the nuances in the current leading theories. You will analyze existing research and add your thinking and discoveries.  It's crucial to conduct well-designed research that is rigorous, robust, and based on reliable sources. Suppose a research paper lacks evidence or is biased. In that case, it won't benefit the academic community or the general public. Therefore, examining the topic thoroughly and furthering its understanding through high-quality research is essential. That usually means conducting new research. Depending on the area under investigation, you may conduct surveys, interviews, diary studies , or observational research to uncover new insights or bolster current claims.

7. Determine supporting evidence

Not every piece of research you’ve discovered will be relevant to your research paper. It’s important to categorize the most meaningful evidence to include alongside your discoveries. It's important to include evidence that doesn't support your claims to avoid exclusion bias and ensure a fair research paper.

8. Write a research paper outline

Before diving in and writing the whole paper, start with an outline. It will help you to see if more research is needed, and it will provide a framework by which to write a more compelling paper. Your supervisor may even request an outline to approve before beginning to write the first draft of the full paper. An outline will include your topic, thesis statement, key headings, short summaries of the research, and your arguments.

9. Write your first draft

Once you feel confident about your outline and sources, it’s time to write your first draft. While penning a long piece of content can be intimidating, if you’ve laid the groundwork, you will have a structure to help you move steadily through each section. To keep up motivation and inspiration, it’s often best to keep the pace quick. Stopping for long periods can interrupt your flow and make jumping back in harder than writing when things are fresh in your mind.

10. Cite your sources correctly

It's always a good practice to give credit where it's due, and the same goes for citing any works that have influenced your paper. Building your arguments on credible references adds value and authenticity to your research. In the formatting guidelines section, you’ll find an overview of different citation styles (MLA, CMOS, or APA), which will help you meet any publishing or academic requirements and strengthen your paper's credibility. It is essential to follow the guidelines provided by your school or the publication you are submitting to ensure the accuracy and relevance of your citations.

11. Ensure your work is original

It is crucial to ensure the originality of your paper, as plagiarism can lead to serious consequences. To avoid plagiarism, you should use proper paraphrasing and quoting techniques. Paraphrasing is rewriting a text in your own words while maintaining the original meaning. Quoting involves directly citing the source. Giving credit to the original author or source is essential whenever you borrow their ideas or words. You can also use plagiarism detection tools such as Scribbr or Grammarly to check the originality of your paper. These tools compare your draft writing to a vast database of online sources. If you find any accidental plagiarism, you should correct it immediately by rephrasing or citing the source.

12. Revise, edit, and proofread

One of the essential qualities of excellent writers is their ability to understand the importance of editing and proofreading. Even though it's tempting to call it a day once you've finished your writing, editing your work can significantly improve its quality. It's natural to overlook the weaker areas when you've just finished writing a paper. Therefore, it's best to take a break of a day or two, or even up to a week, to refresh your mind. This way, you can return to your work with a new perspective. After some breathing room, you can spot any inconsistencies, spelling and grammar errors, typos, or missing citations and correct them. 

• The best research paper format 

The format of your research paper should align with the requirements set forth by your college, school, or target publication. 

There is no one “best” format, per se. Depending on the stated requirements, you may need to include the following elements:

Title page: The title page of a research paper typically includes the title, author's name, and institutional affiliation and may include additional information such as a course name or instructor's name. 

Table of contents: Include a table of contents to make it easy for readers to find specific sections of your paper.

Abstract: The abstract is a summary of the purpose of the paper.

Methods : In this section, describe the research methods used. This may include collecting data , conducting interviews, or doing field research .

Results: Summarize the conclusions you drew from your research in this section.

Discussion: In this section, discuss the implications of your research . Be sure to mention any significant limitations to your approach and suggest areas for further research.

Tables, charts, and illustrations: Use tables, charts, and illustrations to help convey your research findings and make them easier to understand.

Works cited or reference page: Include a works cited or reference page to give credit to the sources that you used to conduct your research.

Bibliography: Provide a list of all the sources you consulted while conducting your research.

Dedication and acknowledgments : Optionally, you may include a dedication and acknowledgments section to thank individuals who helped you with your research.

• General style and formatting guidelines

Formatting your research paper means you can submit it to your college, journal, or other publications in compliance with their criteria.

Research papers tend to follow the American Psychological Association (APA), Modern Language Association (MLA), or Chicago Manual of Style (CMOS) guidelines.

Here’s how each style guide is typically used:

Chicago Manual of Style (CMOS):

CMOS is a versatile style guide used for various types of writing. It's known for its flexibility and use in the humanities. CMOS provides guidelines for citations, formatting, and overall writing style. It allows for both footnotes and in-text citations, giving writers options based on their preferences or publication requirements.

American Psychological Association (APA):

APA is common in the social sciences. It’s hailed for its clarity and emphasis on precision. It has specific rules for citing sources, creating references, and formatting papers. APA style uses in-text citations with an accompanying reference list. It's designed to convey information efficiently and is widely used in academic and scientific writing.

Modern Language Association (MLA):

MLA is widely used in the humanities, especially literature and language studies. It emphasizes the author-page format for in-text citations and provides guidelines for creating a "Works Cited" page. MLA is known for its focus on the author's name and the literary works cited. It’s frequently used in disciplines that prioritize literary analysis and critical thinking.

To confirm you're using the latest style guide, check the official website or publisher's site for updates, consult academic resources, and verify the guide's publication date. Online platforms and educational resources may also provide summaries and alerts about any revisions or additions to the style guide.

Citing sources

When working on your research paper, it's important to cite the sources you used properly. Your citation style will guide you through this process. Generally, there are three parts to citing sources in your research paper: 

First, provide a brief citation in the body of your essay. This is also known as a parenthetical or in-text citation. 

Second, include a full citation in the Reference list at the end of your paper. Different types of citations include in-text citations, footnotes, and reference lists. 

In-text citations include the author's surname and the date of the citation. 

Footnotes appear at the bottom of each page of your research paper. They may also be summarized within a reference list at the end of the paper. 

A reference list includes all of the research used within the paper at the end of the document. It should include the author, date, paper title, and publisher listed in the order that aligns with your citation style.

10 research paper writing tips:

Following some best practices is essential to writing a research paper that contributes to your field of study and creates a positive impact.

These tactics will help you structure your argument effectively and ensure your work benefits others:

Clear and precise language:  Ensure your language is unambiguous. Use academic language appropriately, but keep it simple. Also, provide clear takeaways for your audience.

Effective idea separation:  Organize the vast amount of information and sources in your paper with paragraphs and titles. Create easily digestible sections for your readers to navigate through.

Compelling intro:  Craft an engaging introduction that captures your reader's interest. Hook your audience and motivate them to continue reading.

Thorough revision and editing:  Take the time to review and edit your paper comprehensively. Use tools like Grammarly to detect and correct small, overlooked errors.

Thesis precision:  Develop a clear and concise thesis statement that guides your paper. Ensure that your thesis aligns with your research's overall purpose and contribution.

Logical flow of ideas:  Maintain a logical progression throughout the paper. Use transitions effectively to connect different sections and maintain coherence.

Critical evaluation of sources:  Evaluate and critically assess the relevance and reliability of your sources. Ensure that your research is based on credible and up-to-date information.

Thematic consistency:  Maintain a consistent theme throughout the paper. Ensure that all sections contribute cohesively to the overall argument.

Relevant supporting evidence:  Provide concise and relevant evidence to support your arguments. Avoid unnecessary details that may distract from the main points.

Embrace counterarguments:  Acknowledge and address opposing views to strengthen your position. Show that you have considered alternative arguments in your field.

7 research tips 

If you want your paper to not only be well-written but also contribute to the progress of human knowledge, consider these tips to take your paper to the next level:

Selecting the appropriate topic: The topic you select should align with your area of expertise, comply with the requirements of your project, and have sufficient resources for a comprehensive investigation.

Use academic databases: Academic databases such as PubMed, Google Scholar, and JSTOR offer a wealth of research papers that can help you discover everything you need to know about your chosen topic.

Critically evaluate sources: It is important not to accept research findings at face value. Instead, it is crucial to critically analyze the information to avoid jumping to conclusions or overlooking important details. A well-written research paper requires a critical analysis with thorough reasoning to support claims.

Diversify your sources: Expand your research horizons by exploring a variety of sources beyond the standard databases. Utilize books, conference proceedings, and interviews to gather diverse perspectives and enrich your understanding of the topic.

Take detailed notes: Detailed note-taking is crucial during research and can help you form the outline and body of your paper.

Stay up on trends: Keep abreast of the latest developments in your field by regularly checking for recent publications. Subscribe to newsletters, follow relevant journals, and attend conferences to stay informed about emerging trends and advancements. 

Engage in peer review: Seek feedback from peers or mentors to ensure the rigor and validity of your research . Peer review helps identify potential weaknesses in your methodology and strengthens the overall credibility of your findings.

• The real-world impact of research papers

Writing a research paper is more than an academic or business exercise. The experience provides an opportunity to explore a subject in-depth, broaden one's understanding, and arrive at meaningful conclusions. With careful planning, dedication, and hard work, writing a research paper can be a fulfilling and enriching experience contributing to advancing knowledge.

How do I publish my research paper? 

Many academics wish to publish their research papers. While challenging, your paper might get traction if it covers new and well-written information. To publish your research paper, find a target publication, thoroughly read their guidelines, format your paper accordingly, and send it to them per their instructions. You may need to include a cover letter, too. After submission, your paper may be peer-reviewed by experts to assess its legitimacy, quality, originality, and methodology. Following review, you will be informed by the publication whether they have accepted or rejected your paper. 

What is a good opening sentence for a research paper? 

Beginning your research paper with a compelling introduction can ensure readers are interested in going further. A relevant quote, a compelling statistic, or a bold argument can start the paper and hook your reader. Remember, though, that the most important aspect of a research paper is the quality of the information––not necessarily your ability to storytell, so ensure anything you write aligns with your goals.

Research paper vs. a research proposal—what’s the difference?

While some may confuse research papers and proposals, they are different documents. 

A research proposal comes before a research paper. It is a detailed document that outlines an intended area of exploration. It includes the research topic, methodology, timeline, sources, and potential conclusions. Research proposals are often required when seeking approval to conduct research. 

A research paper is a summary of research findings. A research paper follows a structured format to present those findings and construct an argument or conclusion.

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How to Make Perfect-Structured Research Paper: Best Tips

Table of contents

• 1 Why Is It Necessary to Maintain the Research Paper Structure?
• 2.1 Title and Abstract
• 2.2 Introduction
• 2.3 Literature Review
• 2.4 Methodology
• 2.5 Results
• 2.6 Discussion
• 2.7 Conclusion
• 2.8 References
• 2.9 Appendices
• 3 Tips for Structuring a Research Paper
• 4 Mistakes in Structuring Research Paper
• 5.1 Introduction
• 5.2 Methodology
• 5.3 Results
• 5.4 Conclusion
• 6 Bottom Line

A research paper is a piece of academic writing that contains independent research analysis and argument. A research paper’s structure helps the writer organize their ideas, and PapersOwl would give ways to structure your academic research paper. It also shows their findings and communicates their contribution. The claim that gives significance to your work must be backed up by data and a logic that gives it credibility.

• You can get a free guide from PapersOwl on properly structuring a research paper.
• We also provide common mistakes and corrections in the research paper outline.
• This article will provide examples and writing process tips for each section.

Why Is It Necessary to Maintain the Research Paper Structure?

The structure of an academic research paper outline is a part of the process that requires the most attention. It has many helpful functions that assist during the writing and define the writer as a scientist. The basic structure has the following functions.

• Expository function. It reflects all the ideas that will be shown in the task.
• Informative function. For potential readers, the structure is a first glance at the issue. It is the first piece of data that is available to them.
• Structuring function. All the parts of writing a research paper are essential. They include appendices, figures, and tables. They will help during writing as they become the reflection of the order of the ideas.

Understanding the Research Paper Structure Parts

As is typical for all types of academic writing, a research paper has many components. They include the title page, abstract, Introduction, method, findings, discussion, conclusion, references, and acknowledgments. A research paper has a specific format divided into various important sections, one of which is the introduction of the research paper , and each serves a distinct purpose. Writing a straightforward and successful paper requires coherence. Understanding of the components of the research paper structure is also required. Doing so helps the writer provide the reader with a more thorough message that they can better grasp.

Title and Abstract

The  title page is the first page of the paper that shows the paper’s title and the author’s name (s). It also shows the affiliation(s), acknowledgments, and other specific information relevant to the topic. The abstract is a concise summary of the paper that includes the main problem, question, or goal of the study, the methods used, the result section of the research paper or findings, and the implications or contributions of the study. The title page is the start of the investigation that reflects the organization of the core idea.

Introduction

The Introduction is the first section of the paper. It provides the background and context of the study. It reviews the relevant literature and states the research question or hypothesis. It also outlines the main points or technical arguments of the paper. The Introduction is a brief presentation of the main topic combined. Review the current state of the investigation in the present scientific papers and community.

Literature Review

This section examines pertinent research and earlier studies, spotting knowledge gaps. It also finds new prospects on the subject. A good literature review for a research paper  gives a broader view of the study and language. It also allows the reader to understand other related works better.

Methodology

The methods section describes the design, participants, materials, procedures, and data analytics methods for conducting the study. This section, the methods section of a research paper , should be equipped with all the events and details used to arrive at the research outcome. The methods section should provide enough detail. In case other researchers need to replicate the study.

The results section reports the main findings or outcomes of the study. Various means like figures, tables, graphs, charts, or other visual aids present the data. The main results sections should be objective and factual, without interpretation or discussion.

The discussion section interprets and evaluates the results of the study. It should explain how they answer the research question. It should show how they relate to previous studies. State the limitations or weaknesses of the study. Write out the implications or recommendations for further research or practice.

The conclusion section summarizes the main points of the paper . Restates the central research question or hypothesis. Highlights the main contributions or implications of the study. The conclusion section should refrain from introducing new information. Refrain from repeating what has been said before.

The annotated bibliography is an overview of the reference list. Include the utilized materials, both digital and physical resources. The references section lists all the cited sources in the paper, using a consistent citation style (such as APA or MLA.). Only used or quoted sources should be in the references section. Sources that were only consulted or read should be irrelevant.

Appendices should contain all the supplementary materials like charts and statistics materials. Mathematical solutions and formulas that describe the situation most effectively.

Tips for Structuring a Research Paper

Restructuring can help you organize your ideas. Moreover, present your key findings, and communicate your contribution to the scholarly debate.

Here are some tips to address a typical research paper:

• Consider the Target Audience: Your target audience is the readers who will read. They would be there to appreciate your research paper. They are the end users of the academic work paper. To write for your target audience, you need to have observed. You need to know their characteristics, needs, and preferences. Adapt your purpose, content, and style to suit their expectations and interests.
• Begin with an Outline: An outline can help you to clarify your thesis statement and research question. Identify the main points and any argument that supports your thesis. Structure your paper according to the required format and guidelines.
• Provide Clear Signposting: Providing clear signposting is important for guiding your reader through your argument. It helps in showing how your ideas are connected. Signposting can help you to state the main purpose of your paper. Also, state the main point and sub-points. Show the relationship between different points.
• Use the “context-content-conclusion” approach: This approach consists of providing the background and motivation for your paper. State your research question or problem. Formatting guidelines and outlining the structure of your paper. Present your outcome and evidence logically and summarize your main points.
• Summarize your research in the abstract: An abstract is a concise summary of your paper that includes the main aim, methods, results and discussions, and research paper conclusions , as it paints a more precise picture before digging deep into the body of work. A summarized work in the abstract when research writing attracts attention.
• Explain the importance of your research in the Introduction. This is crucial when research writing your typical research paper. It convinces the reader that your paper is worth reading. You can also tell a brief story that illustrates the problem or issue that your study tackles.

Mistakes in Structuring Research Paper

A research article is a formal document presenting a scientific study’s results and discussion. Many researchers make mistakes when writing research papers. This usually affects the quality of their work.

Some common mistakes are:

• The Introduction is an extensive review of the literature. It should not be a lengthy summary of all the previous studies on the topic. It can bore the reader and obscure the main point of the paper.
• The Methods section should describe how the study was organized. This includes the design, sample, procedures, instruments, and data analysis methods. Provide enough explanation and detail to understand and evaluate the study’s validity. Other researchers might intend to replicate or extend it.
• The Results section should be separate, concise, and focused on the main research question. Put detailed tables that contain supplementary or secondary information in the appendix or a supplementary file. The results can also be expressed in the text.
• In the Introduction and Discussion, back up key arguments with appropriate references. They should also acknowledge and cite the sources of their ideas. This would avoid plagiarism.
• The References section should list all the cited sources in the paper. Use a consistent and standard format for publication. It should include up-to-date and accessible references. It should focus on the current state of knowledge on the topic.
• The Discussion section should interpret and explain the results. It should be about the research questions, experiment, and objectives. Compare them with existing literature.
• Talk about the applications of the results for theory, practice, or future research in the Discussion section. It should address the limitations of the study. This includes sample size, design flaws, measurement errors, and generalizability issues.
• The research paper should include something other than superfluous or irrelevant information. Remove anything that does not intend to contribute to the research question. Do not add opinions or anecdotes.

Research Paper Structure Example

Various sites offer a good deal of basic structure types on the Internet. Of these types of research papers , research articles structured in APA or MLA are the most popular.

Here is an example of the research paper’s main parts:

• The importance of the problem.
• The description of the current situation.
• List the objectives of the investigation.

Meditation is a practice that involves focusing your attention on a single object, thought, or sensation. This practice is a powerful tool that helps to cultivate inner peace and well-being. Rooted in ancient traditions and religion, meditation has gained significant attention in contemporary scientific research. This paper delves into the impact of meditation on the human mind and body, examining its physiological, psychological, and emotional benefits.

By exploring various meditation techniques and their effects on stress reduction, cognitive enhancement, emotional regulation, and overall well-being, this research aims to shed light on the transformative potential of meditation and its implications for personal growth and holistic health. Through a comprehensive analysis of existing studies and empirical evidence, this paper presents a compelling case for integrating meditation practices into daily life, highlighting its potential to enhance our physical and mental well-being profoundly.

This introduction contains all the necessary parts, which include:

• A catchy hook to draw and hold the reader’s attention.
• Background information to help the reader understand the relevance of the research.
• The objectives and purpose of the study.
• A thesis statement.
• The scope of the research.
• Organize the process.
• Define the method.
• Describe a potential sample.
• State the procedure of data collection.
• State the results of the gathered material.
• Describe the elements of your work.
• State the key points of the investigation.

The body part consists of several paragraphs, they are the basic building blocks of research papers. Each one should focus on a single claim or idea that helps to establish the overall argument of the paper’s purpose.

Here is an example of a well-structured paragraph:

Meditation is commonly practiced because of its ability to reduce stress. According to Jha et al. (2015), regular meditation practice can be linked to a significant decrease in cortisol, the stress hormone. In the study, a group of participants underwent a mindfulness meditation program for eight weeks, and the results showed a significant reduction in cortisol levels compared to the control group. This suggests meditation can effectively improve the body’s stress response, promoting relaxation and calmness.

• Sentence 1 is the topic sentence. It introduces the idea to be explored in the paragraph.
• Sentence 2 is the evidence. It provides evidence for the idea outlined in the topic sentence.
• Sentence 3 is a supporting sentence. It provides additional details of the sample study.
• Sentence 4 is the closing sentence. It summarizes the main point of the paragraph.
• Write the results of the work.
• Analyze the results with the set goals.
• Define the perspectives for future investigation.

Here is an example of the conclusion paragraph:

Meditation is a simple and effective way to improve one’s mental and physical health. By practicing meditation regularly, one can experience less stress. Also reduces anxiety and depression. It boosts concentration, memory, and creativity. It doesn’t require extensive training—just a little guidance and motivation. So embrace this practice, experience its wonders, and invite serenity and growth into your life.

This conclusion does the following:

• It restates the main idea or thesis of the article.
• It summarizes the main points or arguments that support the thesis.
• It provides a recommendation.

Bottom Line

A research report needs to be logical, precise, and brief. Follow the typical parts and structure. It consists of the Introduction, Methods, Results, and Discussion. The guide above would have helped you write research papers , plan a research paper, and impress others with top-quality paperwork.

It should be clear of pointless details that could irritate the reader. If you still need help, you can ask for a research paper writer service that works without days off and around the clock.

Apply the basic structure for a better understanding of the message. It benefits the readers, communicates your scientific research better, and gives scholars an ambiance.

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Genre and the Research Paper

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Research: What it is.

A research paper is the culmination and final product of an involved process of research, critical thinking, source evaluation, organization, and composition. It is, perhaps, helpful to think of the research paper as a living thing, which grows and changes as the student explores, interprets, and evaluates sources related to a specific topic. Primary and secondary sources are the heart of a research paper, and provide its nourishment; without the support of and interaction with these sources, the research paper would morph into a different genre of writing (e.g., an encyclopedic article). The research paper serves not only to further the field in which it is written, but also to provide the student with an exceptional opportunity to increase her knowledge in that field. It is also possible to identify a research paper by what it is not.

Research: What it is not.

A research paper is not simply an informed summary of a topic by means of primary and secondary sources. It is neither a book report nor an opinion piece nor an expository essay consisting solely of one's interpretation of a text nor an overview of a particular topic. Instead, it is a genre that requires one to spend time investigating and evaluating sources with the intent to offer interpretations of the texts, and not unconscious regurgitations of those sources. The goal of a research paper is not to inform the reader what others have to say about a topic, but to draw on what others have to say about a topic and engage the sources in order to thoughtfully offer a unique perspective on the issue at hand. This is accomplished through two major types of research papers.

Two major types of research papers.

Argumentative research paper:

The argumentative research paper consists of an introduction in which the writer clearly introduces the topic and informs his audience exactly which stance he intends to take; this stance is often identified as the thesis statement . An important goal of the argumentative research paper is persuasion, which means the topic chosen should be debatable or controversial. For example, it would be difficult for a student to successfully argue in favor of the following stance.

Perhaps 25 years ago this topic would have been debatable; however, today, it is assumed that smoking cigarettes is, indeed, harmful to one's health. A better thesis would be the following.

In this sentence, the writer is not challenging the current accepted stance that both firsthand and secondhand cigarette smoke is dangerous; rather, she is positing that the social acceptance of the latter over the former is indicative of a cultural double-standard of sorts. The student would support this thesis throughout her paper by means of both primary and secondary sources, with the intent to persuade her audience that her particular interpretation of the situation is viable.

Analytical research paper:

The analytical research paper often begins with the student asking a question (a.k.a. a research question) on which he has taken no stance. Such a paper is often an exercise in exploration and evaluation. For example, perhaps one is interested in the Old English poem Beowulf . He has read the poem intently and desires to offer a fresh reading of the poem to the academic community. His question may be as follows.

His research may lead him to the following conclusion.

Though his topic may be debatable and controversial, it is not the student's intent to persuade the audience that his ideas are right while those of others are wrong. Instead, his goal is to offer a critical interpretation of primary and secondary sources throughout the paper--sources that should, ultimately, buttress his particular analysis of the topic. The following is an example of what his thesis statement may look like once he has completed his research.

This statement does not negate the traditional readings of Beowulf ; instead, it offers a fresh and detailed reading of the poem that will be supported by the student's research.

It is typically not until the student has begun the writing process that his thesis statement begins to take solid form. In fact, the thesis statement in an analytical paper is often more fluid than the thesis in an argumentative paper. Such is one of the benefits of approaching the topic without a predetermined stance.

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How to Write a Research Essay

Last Updated: January 12, 2023 Fact Checked

This article was co-authored by Michelle Golden, PhD . Michelle Golden is an English teacher in Athens, Georgia. She received her MA in Language Arts Teacher Education in 2008 and received her PhD in English from Georgia State University in 2015. There are 11 references cited in this article, which can be found at the bottom of the page. This article has been fact-checked, ensuring the accuracy of any cited facts and confirming the authority of its sources. This article has been viewed 386,389 times.

Research essays are extremely common assignments in high school, college, and graduate school, and are not unheard of in middle school. If you are a student, chances are you will sooner or later be faced with the task of researching a topic and writing a paper about it. Knowing how to efficiently and successfully do simple research, synthesize information, and clearly present it in essay form will save you many hours and a lot of frustration.

Researching a Topic

• Be sure to stay within the guidelines you are given by your teacher or professor. For example, if you are free to choose a topic but the general theme must fall under human biology, do not write your essay on plant photosynthesis.
• Stick with topics that are not overly complicated, especially if the subject is not something you plan to continue studying. There's no need to make things harder on yourself!

• Specialty books; these can be found at your local public or school library. A book published on your topic is a great resource and will likely be one of your most reliable options for finding quality information. They also contain lists of references where you can look for more information.
• Academic journals; these are periodicals devoted to scholarly research on a specific field of study. Articles in academic journals are written by experts in that field and scrutinized by other professionals to ensure their accuracy. These are great options if you need to find detailed, sophisticated information on your topic; avoid these if you are only writing a general overview.
• Online encyclopedias; the most reliable information on the internet can be found in online encyclopedias like Encyclopedia.com and Britannica.com. While online wikis can be very helpful, they sometimes contain unverified information that you should probably not rely upon as your primary resources.
• Expert interviews; if possible, interview an expert in the subject of your research. Experts can be professionals working in the field you are studying, professors with advanced degrees in the subject of interest, etc.

• Organize your notes by sub-topic to keep them orderly and so you can easily find references when you are writing.
• If you are using books or physical copies of magazines or journals, use sticky tabs to mark pages or paragraphs where you found useful information. You might even want to number these tabs to correspond with numbers on your note sheet for easy reference.
• By keeping your notes brief and simple, you can make them easier to understand and reference while writing. Don't make your notes so long and detailed that they essentially copy what's already written in your sources, as this won't be helpful to you.

• Sometimes the objective of your research will be obvious to you before you even begin researching the topic; other times, you may have to do a bit of reading before you can determine the direction you want your essay to take.
• If you have an objective in mind from the start, you can incorporate this into online searches about your topic in order to find the most relevant resources. For example, if your objective is to outline the environmental hazards of hydraulic fracturing practices, search for that exact phrase rather than just "hydraulic fracturing."

• Avoid asking your teacher to give you a topic. Unless your topic was assigned to you in the first place, part of the assignment is for you to choose a topic relevant to the broader theme of the class or unit. By asking your teacher to do this for you, you risk admitting laziness or incompetence.
• If you have a few topics in mind but are not sure how to develop objectives for some of them, your teacher can help with this. Plan to discuss your options with your teacher and come to a decision yourself rather than having him or her choose the topic for you from several options.

Organizing your Essay

• Consider what background information is necessary to contextualize your research topic. What questions might the reader have right out of the gate? How do you want the reader to think about the topic? Answering these kinds of questions can help you figure out how to set up your argument.
• Match your paper sections to the objective(s) of your writing. For example, if you are trying to present two sides of a debate, create a section for each and then divide them up according to the aspects of each argument you want to address.

• An outline can be as detailed or general as you want, so long as it helps you figure out how to construct the essay. Some people like to include a few sentences under each heading in their outline to create a sort of "mini-essay" before they begin writing. Others find that a simple ordered list of topics is sufficient. Do whatever works best for you.
• If you have time, write your outline a day or two before you start writing and come back to it several times. This will give you an opportunity to think about how the pieces of your essay will best fit together. Rearrange things in your outline as many times as you want until you have a structure you are happy with.

• Style guides tell you exactly how to quote passages, cite references, construct works cited sections, etc. If you are assigned a specific format, you must take care to adhere to guidelines for text formatting and citations.
• Some computer programs (such as EndNote) allow you to construct a library of resources which you can then set to a specific format type; then you can automatically insert in-text citations from your library and populate a references section at the end of the document. This is an easy way to make sure your citations match your assigned style format.

• You may wish to start by simply assigning yourself a certain number of pages per day. Divide the number of pages you are required to write by the number of days you have to finish the essay; this is the number of pages (minimum) that you must complete each day in order to pace yourself evenly.
• If possible, leave a buffer of at least one day between finishing your paper and the due date. This will allow you to review your finished product and edit it for errors. This will also help in case something comes up that slows your writing progress.

Writing your Essay

• Keep your introduction relatively short. For most papers, one or two paragraphs will suffice. For really long essays, you may need to expand this.
• Don't assume your reader already knows the basics of the topic unless it truly is a matter of common knowledge. For example, you probably don't need to explain in your introduction what biology is, but you should define less general terms such as "eukaryote" or "polypeptide chain."

• You may need to include a special section at the beginning of the essay body for background information on your topic. Alternatively, you can consider moving this to the introductory section, but only if your essay is short and only minimal background discussion is needed.
• This is the part of your paper where organization and structure are most important. Arrange sections within the body so that they flow logically and the reader is introduced to ideas and sub-topics before they are discussed further.
• Depending upon the length and detail of your paper, the end of the body might contain a discussion of findings. This kind of section serves to wrap up your main findings but does not explicitly state your conclusions (which should come in the final section of the essay).
• Avoid repetition in the essay body. Keep your writing concise, yet with sufficient detail to address your objective(s) or research question(s).

• Always use quotation marks when using exact quotes from another source. If someone already said or wrote the words you are using, you must quote them this way! Place your in-text citation at the end of the quote.
• To include someone else's ideas in your essay without directly quoting them, you can restate the information in your own words; this is called paraphrasing. Although this does not require quotation marks, it should still be accompanied by an in-text citation.

• Except for very long essays, keep your conclusion short and to the point. You should aim for one or two paragraphs, if possible.
• Conclusions should directly correspond to research discussed in the essay body. In other words, make sure your conclusions logically connect to the rest of your essay and provide explanations when necessary.
• If your topic is complex and involves lots of details, you should consider including a brief summary of the main points of your research in your conclusion.

• Making changes to the discussion and conclusion sections instead of the introduction often requires a less extensive rewrite. Doing this also prevents you from removing anything from the beginning of your essay that could accidentally make subsequent portions of your writing seem out of place.
• It is okay to revise your thesis once you've finished the first draft of your essay! People's views often change once they've done research on a topic. Just make sure you don't end up straying too far from your assigned topic if you do this.
• You don't necessarily need to wait until you've finished your entire draft to do this step. In fact, it is a good idea to revisit your thesis regularly as you write. This can save you a lot of time in the end by helping you keep your essay content on track.

• Computer software such as EndNote is available for making citation organization as easy and quick as possible. You can create a reference library and link it to your document, adding in-text citations as you write; the program creates a formatted works cited section at the end of your document.
• Be aware of the formatting requirements of your chosen style guide for works cited sections and in-text citations. Reference library programs like EndNote have hundreds of pre-loaded formats to choose from.

• Create a catchy title. Waiting until you have finished your essay before choosing a title ensures that it will closely match the content of your essay. Research papers don't always take on the shape we expect them to, and it's easier to match your title to your essay than vice-versa.
• Read through your paper to identify and rework sentences or paragraphs that are confusing or unclear. Each section of your paper should have a clear focus and purpose; if any of yours seem not to meet these expectations, either rewrite or discard them.
• Review your works cited section (at the end of your essay) to ensure that it conforms to the standards of your chosen or assigned style format. You should at least make sure that the style is consistent throughout this section.
• Run a spell checker on your entire document to catch any spelling or grammar mistakes you may not have noticed during your read-through. All modern word processing programs include this function.

• Note that revising your draft is not the same as proofreading it. Revisions are done to make sure the content and substantive ideas are solid; editing is done to check for spelling and grammar errors. Revisions are arguably a more important part of writing a good paper.
• You may want to have a friend, classmate, or family member read your first draft and give you feedback. This can be immensely helpful when trying to decide how to improve upon your first version of the essay.
• Except in extreme cases, avoid a complete rewrite of your first draft. This will most likely be counterproductive and will waste a lot of time. Your first draft is probably already pretty good -- it likely just needs some tweaking before it is ready to submit.

Community Q&A

• Avoid use of the word "I" in research essay writing, even when conveying your personal opinion about a subject. This makes your writing sound biased and narrow in scope. Thanks Helpful 0 Not Helpful 0
• Even if there is a minimum number of paragraphs, always do 3 or 4 more paragraphs more than needed, so you can always get a good grade. Thanks Helpful 0 Not Helpful 0

• Never plagiarize the work of others! Passing off others' writing as your own can land you in a lot of trouble and is usually grounds for failing an assignment or class. Thanks Helpful 12 Not Helpful 1

You Might Also Like

• ↑ https://owl.purdue.edu/owl/general_writing/common_writing_assignments/research_papers/choosing_a_topic.html
• ↑ https://libguides.mit.edu/select-topic
• ↑ https://www.indeed.com/career-advice/career-development/research-objectives
• ↑ https://www.hunter.cuny.edu/rwc/handouts/the-writing-process-1/organization/Organizing-an-Essay
• ↑ https://www.lynchburg.edu/academics/writing-center/wilmer-writing-center-online-writing-lab/the-writing-process/organizing-your-paper/
• ↑ https://www.mla.org/MLA-Style
• ↑ http://www.apastyle.org/
• ↑ https://writing.wisc.edu/Handbook/PlanResearchPaper.html
• ↑ https://owl.purdue.edu/owl/research_and_citation/apa6_style/apa_formatting_and_style_guide/in_text_citations_the_basics.html
• ↑ https://opentextbc.ca/writingforsuccess/chapter/chapter-12-peer-review-and-final-revisions/
• ↑ https://openoregon.pressbooks.pub/wrd/back-matter/creating-a-works-cited-page/

About This Article

The best way to write a research essay is to find sources, like specialty books, academic journals, and online encyclopedias, about your topic. Take notes as you research, and make sure you note which page and book you got your notes from. Create an outline for the paper that details your argument, various sections, and primary points for each section. Then, write an introduction, build the body of the essay, and state your conclusion. Cite your sources along the way, and follow the assigned format, like APA or MLA, if applicable. To learn more from our co-author with an English Ph.D. about how to choose a thesis statement for your research paper, keep reading! Did this summary help you? Yes No

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Organizing Your Social Sciences Research Assignments

• Annotated Bibliography
• Analyzing a Scholarly Journal Article
• Group Presentations
• Dealing with Nervousness
• Using Visual Aids
• Grading Someone Else's Paper
• Types of Structured Group Activities
• Group Project Survival Skills
• Leading a Class Discussion
• Multiple Book Review Essay
• Reviewing Collected Works
• Writing a Case Analysis Paper
• Writing a Case Study
• About Informed Consent
• Writing Field Notes
• Writing a Policy Memo
• Writing a Reflective Paper
• Writing a Research Proposal
• Generative AI and Writing
• Acknowledgments

Definition and Introduction

Journal article analysis assignments require you to summarize and critically assess the quality of an empirical research study published in a scholarly [a.k.a., academic, peer-reviewed] journal. The article may be assigned by the professor, chosen from course readings listed in the syllabus, or you must locate an article on your own, usually with the requirement that you search using a reputable library database, such as, JSTOR or ProQuest . The article chosen is expected to relate to the overall discipline of the course, specific course content, or key concepts discussed in class. In some cases, the purpose of the assignment is to analyze an article that is part of the literature review for a future research project.

Analysis of an article can be assigned to students individually or as part of a small group project. The final product is usually in the form of a short paper [typically 1- 6 double-spaced pages] that addresses key questions the professor uses to guide your analysis or that assesses specific parts of a scholarly research study [e.g., the research problem, methodology, discussion, conclusions or findings]. The analysis paper may be shared on a digital course management platform and/or presented to the class for the purpose of promoting a wider discussion about the topic of the study. Although assigned in any level of undergraduate and graduate coursework in the social and behavioral sciences, professors frequently include this assignment in upper division courses to help students learn how to effectively identify, read, and analyze empirical research within their major.

Franco, Josue. “Introducing the Analysis of Journal Articles.” Prepared for presentation at the American Political Science Association’s 2020 Teaching and Learning Conference, February 7-9, 2020, Albuquerque, New Mexico; Sego, Sandra A. and Anne E. Stuart. "Learning to Read Empirical Articles in General Psychology." Teaching of Psychology 43 (2016): 38-42; Kershaw, Trina C., Jordan P. Lippman, and Jennifer Fugate. "Practice Makes Proficient: Teaching Undergraduate Students to Understand Published Research." Instructional Science 46 (2018): 921-946; Woodward-Kron, Robyn. "Critical Analysis and the Journal Article Review Assignment." Prospect 18 (August 2003): 20-36; MacMillan, Margy and Allison MacKenzie. "Strategies for Integrating Information Literacy and Academic Literacy: Helping Undergraduate Students make the most of Scholarly Articles." Library Management 33 (2012): 525-535.

Benefits of Journal Article Analysis Assignments

Analyzing and synthesizing a scholarly journal article is intended to help students obtain the reading and critical thinking skills needed to develop and write their own research papers. This assignment also supports workplace skills where you could be asked to summarize a report or other type of document and report it, for example, during a staff meeting or for a presentation.

There are two broadly defined ways that analyzing a scholarly journal article supports student learning:

Improve Reading Skills

Conducting research requires an ability to review, evaluate, and synthesize prior research studies. Reading prior research requires an understanding of the academic writing style , the type of epistemological beliefs or practices underpinning the research design, and the specific vocabulary and technical terminology [i.e., jargon] used within a discipline. Reading scholarly articles is important because academic writing is unfamiliar to most students; they have had limited exposure to using peer-reviewed journal articles prior to entering college or students have yet to gain exposure to the specific academic writing style of their disciplinary major. Learning how to read scholarly articles also requires careful and deliberate concentration on how authors use specific language and phrasing to convey their research, the problem it addresses, its relationship to prior research, its significance, its limitations, and how authors connect methods of data gathering to the results so as to develop recommended solutions derived from the overall research process.

Improve Comprehension Skills

In addition to knowing how to read scholarly journals articles, students must learn how to effectively interpret what the scholar(s) are trying to convey. Academic writing can be dense, multi-layered, and non-linear in how information is presented. In addition, scholarly articles contain footnotes or endnotes, references to sources, multiple appendices, and, in some cases, non-textual elements [e.g., graphs, charts] that can break-up the reader’s experience with the narrative flow of the study. Analyzing articles helps students practice comprehending these elements of writing, critiquing the arguments being made, reflecting upon the significance of the research, and how it relates to building new knowledge and understanding or applying new approaches to practice. Comprehending scholarly writing also involves thinking critically about where you fit within the overall dialogue among scholars concerning the research problem, finding possible gaps in the research that require further analysis, or identifying where the author(s) has failed to examine fully any specific elements of the study.

In addition, journal article analysis assignments are used by professors to strengthen discipline-specific information literacy skills, either alone or in relation to other tasks, such as, giving a class presentation or participating in a group project. These benefits can include the ability to:

• Effectively paraphrase text, which leads to a more thorough understanding of the overall study;
• Identify and describe strengths and weaknesses of the study and their implications;
• Relate the article to other course readings and in relation to particular research concepts or ideas discussed during class;
• Think critically about the research and summarize complex ideas contained within;
• Plan, organize, and write an effective inquiry-based paper that investigates a research study, evaluates evidence, expounds on the author’s main ideas, and presents an argument concerning the significance and impact of the research in a clear and concise manner;
• Model the type of source summary and critique you should do for any college-level research paper; and,
• Increase interest and engagement with the research problem of the study as well as with the discipline.

Kershaw, Trina C., Jennifer Fugate, and Aminda J. O'Hare. "Teaching Undergraduates to Understand Published Research through Structured Practice in Identifying Key Research Concepts." Scholarship of Teaching and Learning in Psychology . Advance online publication, 2020; Franco, Josue. “Introducing the Analysis of Journal Articles.” Prepared for presentation at the American Political Science Association’s 2020 Teaching and Learning Conference, February 7-9, 2020, Albuquerque, New Mexico; Sego, Sandra A. and Anne E. Stuart. "Learning to Read Empirical Articles in General Psychology." Teaching of Psychology 43 (2016): 38-42; Woodward-Kron, Robyn. "Critical Analysis and the Journal Article Review Assignment." Prospect 18 (August 2003): 20-36; MacMillan, Margy and Allison MacKenzie. "Strategies for Integrating Information Literacy and Academic Literacy: Helping Undergraduate Students make the most of Scholarly Articles." Library Management 33 (2012): 525-535; Kershaw, Trina C., Jordan P. Lippman, and Jennifer Fugate. "Practice Makes Proficient: Teaching Undergraduate Students to Understand Published Research." Instructional Science 46 (2018): 921-946.

Structure and Organization

A journal article analysis paper should be written in paragraph format and include an instruction to the study, your analysis of the research, and a conclusion that provides an overall assessment of the author's work, along with an explanation of what you believe is the study's overall impact and significance. Unless the purpose of the assignment is to examine foundational studies published many years ago, you should select articles that have been published relatively recently [e.g., within the past few years].

Since the research has been completed, reference to the study in your paper should be written in the past tense, with your analysis stated in the present tense [e.g., “The author portrayed access to health care services in rural areas as primarily a problem of having reliable transportation. However, I believe the author is overgeneralizing this issue because...”].

Introduction Section

The first section of a journal analysis paper should describe the topic of the article and highlight the author’s main points. This includes describing the research problem and theoretical framework, the rationale for the research, the methods of data gathering and analysis, the key findings, and the author’s final conclusions and recommendations. The narrative should focus on the act of describing rather than analyzing. Think of the introduction as a more comprehensive and detailed descriptive abstract of the study.

Possible questions to help guide your writing of the introduction section may include:

• Who are the authors and what credentials do they hold that contributes to the validity of the study?
• What was the research problem being investigated?
• What type of research design was used to investigate the research problem?
• What theoretical idea(s) and/or research questions were used to address the problem?
• What was the source of the data or information used as evidence for analysis?
• What methods were applied to investigate this evidence?
• What were the author's overall conclusions and key findings?

Critical Analysis Section

The second section of a journal analysis paper should describe the strengths and weaknesses of the study and analyze its significance and impact. This section is where you shift the narrative from describing to analyzing. Think critically about the research in relation to other course readings, what has been discussed in class, or based on your own life experiences. If you are struggling to identify any weaknesses, explain why you believe this to be true. However, no study is perfect, regardless of how laudable its design may be. Given this, think about the repercussions of the choices made by the author(s) and how you might have conducted the study differently. Examples can include contemplating the choice of what sources were included or excluded in support of examining the research problem, the choice of the method used to analyze the data, or the choice to highlight specific recommended courses of action and/or implications for practice over others. Another strategy is to place yourself within the research study itself by thinking reflectively about what may be missing if you had been a participant in the study or if the recommended courses of action specifically targeted you or your community.

Possible questions to help guide your writing of the analysis section may include:

Introduction

• Did the author clearly state the problem being investigated?
• What was your reaction to and perspective on the research problem?
• Was the study’s objective clearly stated? Did the author clearly explain why the study was necessary?
• How well did the introduction frame the scope of the study?
• Did the introduction conclude with a clear purpose statement?

Literature Review

• Did the literature review lay a foundation for understanding the significance of the research problem?
• Did the literature review provide enough background information to understand the problem in relation to relevant contexts [e.g., historical, economic, social, cultural, etc.].
• Did literature review effectively place the study within the domain of prior research? Is anything missing?
• Was the literature review organized by conceptual categories or did the author simply list and describe sources?
• Did the author accurately explain how the data or information were collected?
• Was the data used sufficient in supporting the study of the research problem?
• Was there another methodological approach that could have been more illuminating?
• Give your overall evaluation of the methods used in this article. How much trust would you put in generating relevant findings?

Results and Discussion

• Were the results clearly presented?
• Did you feel that the results support the theoretical and interpretive claims of the author? Why?
• What did the author(s) do especially well in describing or analyzing their results?
• Was the author's evaluation of the findings clearly stated?
• How well did the discussion of the results relate to what is already known about the research problem?
• Was the discussion of the results free of repetition and redundancies?
• What interpretations did the authors make that you think are in incomplete, unwarranted, or overstated?
• Did the conclusion effectively capture the main points of study?
• Did the conclusion address the research questions posed? Do they seem reasonable?
• Were the author’s conclusions consistent with the evidence and arguments presented?
• Has the author explained how the research added new knowledge or understanding?

Overall Writing Style

• If the article included tables, figures, or other non-textual elements, did they contribute to understanding the study?
• Were ideas developed and related in a logical sequence?
• Were transitions between sections of the article smooth and easy to follow?

Overall Evaluation Section

The final section of a journal analysis paper should bring your thoughts together into a coherent assessment of the value of the research study . This section is where the narrative flow transitions from analyzing specific elements of the article to critically evaluating the overall study. Explain what you view as the significance of the research in relation to the overall course content and any relevant discussions that occurred during class. Think about how the article contributes to understanding the overall research problem, how it fits within existing literature on the topic, how it relates to the course, and what it means to you as a student researcher. In some cases, your professor will also ask you to describe your experiences writing the journal article analysis paper as part of a reflective learning exercise.

Possible questions to help guide your writing of the conclusion and evaluation section may include:

• Was the structure of the article clear and well organized?
• Was the topic of current or enduring interest to you?
• What were the main weaknesses of the article? [this does not refer to limitations stated by the author, but what you believe are potential flaws]
• Was any of the information in the article unclear or ambiguous?
• What did you learn from the research? If nothing stood out to you, explain why.
• Assess the originality of the research. Did you believe it contributed new understanding of the research problem?
• Were you persuaded by the author’s arguments?
• If the author made any final recommendations, will they be impactful if applied to practice?
• In what ways could future research build off of this study?
• What implications does the study have for daily life?
• Was the use of non-textual elements, footnotes or endnotes, and/or appendices helpful in understanding the research?
• What lingering questions do you have after analyzing the article?

NOTE: Avoid using quotes. One of the main purposes of writing an article analysis paper is to learn how to effectively paraphrase and use your own words to summarize a scholarly research study and to explain what the research means to you. Using and citing a direct quote from the article should only be done to help emphasize a key point or to underscore an important concept or idea.

Business: The Article Analysis . Fred Meijer Center for Writing, Grand Valley State University; Bachiochi, Peter et al. "Using Empirical Article Analysis to Assess Research Methods Courses." Teaching of Psychology 38 (2011): 5-9; Brosowsky, Nicholaus P. et al. “Teaching Undergraduate Students to Read Empirical Articles: An Evaluation and Revision of the QALMRI Method.” PsyArXi Preprints , 2020; Holster, Kristin. “Article Evaluation Assignment”. TRAILS: Teaching Resources and Innovations Library for Sociology . Washington DC: American Sociological Association, 2016; Kershaw, Trina C., Jennifer Fugate, and Aminda J. O'Hare. "Teaching Undergraduates to Understand Published Research through Structured Practice in Identifying Key Research Concepts." Scholarship of Teaching and Learning in Psychology . Advance online publication, 2020; Franco, Josue. “Introducing the Analysis of Journal Articles.” Prepared for presentation at the American Political Science Association’s 2020 Teaching and Learning Conference, February 7-9, 2020, Albuquerque, New Mexico; Reviewer's Guide . SAGE Reviewer Gateway, SAGE Journals; Sego, Sandra A. and Anne E. Stuart. "Learning to Read Empirical Articles in General Psychology." Teaching of Psychology 43 (2016): 38-42; Kershaw, Trina C., Jordan P. Lippman, and Jennifer Fugate. "Practice Makes Proficient: Teaching Undergraduate Students to Understand Published Research." Instructional Science 46 (2018): 921-946; Gyuris, Emma, and Laura Castell. "To Tell Them or Show Them? How to Improve Science Students’ Skills of Critical Reading." International Journal of Innovation in Science and Mathematics Education 21 (2013): 70-80; Woodward-Kron, Robyn. "Critical Analysis and the Journal Article Review Assignment." Prospect 18 (August 2003): 20-36; MacMillan, Margy and Allison MacKenzie. "Strategies for Integrating Information Literacy and Academic Literacy: Helping Undergraduate Students Make the Most of Scholarly Articles." Library Management 33 (2012): 525-535.

Writing Tip

Not All Scholarly Journal Articles Can Be Critically Analyzed

There are a variety of articles published in scholarly journals that do not fit within the guidelines of an article analysis assignment. This is because the work cannot be empirically examined or it does not generate new knowledge in a way which can be critically analyzed.

If you are required to locate a research study on your own, avoid selecting these types of journal articles:

• Theoretical essays which discuss concepts, assumptions, and propositions, but report no empirical research;
• Statistical or methodological papers that may analyze data, but the bulk of the work is devoted to refining a new measurement, statistical technique, or modeling procedure;
• Articles that review, analyze, critique, and synthesize prior research, but do not report any original research;
• Brief essays devoted to research methods and findings;
• Articles written by scholars in popular magazines or industry trade journals;
• Academic commentary that discusses research trends or emerging concepts and ideas, but does not contain citations to sources; and
• Pre-print articles that have been posted online, but may undergo further editing and revision by the journal's editorial staff before final publication. An indication that an article is a pre-print is that it has no volume, issue, or page numbers assigned to it.

Journal Analysis Assignment - Myers . Writing@CSU, Colorado State University; Franco, Josue. “Introducing the Analysis of Journal Articles.” Prepared for presentation at the American Political Science Association’s 2020 Teaching and Learning Conference, February 7-9, 2020, Albuquerque, New Mexico; Woodward-Kron, Robyn. "Critical Analysis and the Journal Article Review Assignment." Prospect 18 (August 2003): 20-36.

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• How to Do Research for an Excellent Essay: The Complete Guide

One of the biggest secrets to writing a good essay is the Boy Scouts’ motto: ‘be prepared’. Preparing for an essay – by conducting effective research – lays the foundations for a brilliant piece of writing, and it’s every bit as important as the actual writing part. Many students skimp on this crucial stage, or sit in the library not really sure where to start; and it shows in the quality of their essays. This just makes it easier for you to get ahead of your peers, and we’re going to show you how. In this article, we take you through what you need to do in order to conduct effective research and use your research time to best effect.

Allow enough time

First and foremost, it’s vital to allow enough time for your research. For this reason, don’t leave your essay until the last minute . If you start writing without having done adequate research, it will almost certainly show in your essay’s lack of quality. The amount of research time needed will vary according to whether you’re at Sixth Form or university, and according to how well you know the topic and what teaching you’ve had on it, but make sure you factor in more time than you think you’ll need. You may come across a concept that takes you longer to understand than you’d expected, so it’s better to allow too much time than too little.

Read the essay question and thoroughly understand it

If you don’t have a thorough understanding of what the essay question is asking you to do, you put yourself at risk of going in the wrong direction with your research. So take the question, read it several times and pull out the key things it’s asking you to do. The instructions in the question are likely to have some bearing on the nature of your research. If the question says “Compare”, for example, this will set you up for a particular kind of research, during which you’ll be looking specifically for points of comparison; if the question asks you to “Discuss”, your research focus may be more on finding different points of view and formulating your own.

Begin with a brainstorm

Start your research time by brainstorming what you already know. Doing this means that you can be clear about exactly what you’re already aware of, and you can identify the gaps in your knowledge so that you don’t end up wasting time by reading books that will tell you what you already know. This gives your research more of a direction and allows you to be more specific in your efforts to find out certain things. It’s also a gentle way of introducing yourself to the task and putting yourself in the right frame of mind for learning about the topic at hand.

Achieve a basic understanding before delving deeper

If the topic is new to you and your brainstorm has yielded few ideas, you’ll need to acquire a basic understanding of the topic before you begin delving deeper into your research. If you don’t, and you start by your research by jumping straight in at the deep end, as it were, you’ll struggle to grasp the topic. This also means that you may end up being too swayed by a certain source, as you haven’t the knowledge to question it properly. You need sufficient background knowledge to be able to take a critical approach to each of the sources you read. So, start from the very beginning. It’s ok to use Wikipedia or other online resources to give you an introduction to a topic, though bear in mind that these can’t be wholly relied upon. If you’ve covered the topic in class already, re-read the notes you made so that you can refresh your mind before you start further investigation.

Working through your reading list

If you’ve been given a reading list to work from, be organised in how you work through each of the items on it. Try to get hold of as many of the books on it as you can before you start, so that you have them all easily to hand, and can refer back to things you’ve read and compare them with other perspectives. Plan the order in which you’re going to work through them and try to allocate a specific amount of time to each of them; this ensures that you allow enough time to do each of them justice and that focus yourself on making the most of your time with each one. It’s a good idea to go for the more general resources before honing in on the finer points mentioned in more specialised literature. Think of an upside-down pyramid and how it starts off wide at the top and becomes gradually narrower; this is the sort of framework you should apply to your research.

Ask a librarian

Library computer databases can be confusing things, and can add an extra layer of stress and complexity to your research if you’re not used to using them. The librarian is there for a reason, so don’t be afraid to go and ask if you’re not sure where to find a particular book on your reading list. If you’re in need of somewhere to start, they should be able to point you in the direction of the relevant section of the library so that you can also browse for books that may yield useful information.

Use the index

If you haven’t been given specific pages to read in the books on your reading list, make use of the index (and/or table of contents) of each book to help you find relevant material. It sounds obvious, but some students don’t think to do this and battle their way through heaps of irrelevant chapters before finding something that will be useful for their essay.

Taking notes

As you work through your reading, take notes as you go along rather than hoping you’ll remember everything you’ve read. Don’t indiscriminately write down everything – only the bits that will be useful in answering the essay question you’ve been set. If you write down too much, you risk writing an essay that’s full of irrelevant material and getting lower grades as a result. Be concise, and summarise arguments in your own words when you make notes (this helps you learn it better, too, because you actually have to think about how best to summarise it). You may want to make use of small index cards to force you to be brief with what you write about each point or topic. We’ve covered effective note-taking extensively in another article, which you can read here. Note-taking is a major part of the research process, so don’t neglect it. Your notes don’t just come in useful in the short-term, for completing your essay, but they should also be helpful when it comes to revision time, so try to keep them organised.

Research every side of the argument

Never rely too heavily on one resource without referring to other possible opinions; it’s bad academic practice. You need to be able to give a balanced argument in an essay, and that means researching a range of perspectives on whatever problem you’re tackling. Keep a note of the different arguments, along with the evidence in support of or against each one, ready to be deployed into an essay structure that works logically through each one. If you see a scholar’s name cropping up again and again in what you read, it’s worth investigating more about them even if you haven’t specifically been told to do so. Context is vital in academia at any level, so influential figures are always worth knowing about.

Keep a dictionary by your side

You could completely misunderstand a point you read if you don’t know what one important word in the sentence means. For that reason, it’s a good idea to keep a dictionary by your side at all times as you conduct your research. Not only does this help you fully understand what you’re reading, but you also learn new words that you might be able to use in your forthcoming essay or a future one . Growing your vocabulary is never a waste of time!

Start formulating your own opinion

As you work through reading these different points of view, think carefully about what you’ve read and note your own response to different opinions. Get into the habit of questioning sources and make sure you’re not just repeating someone else’s opinion without challenging it. Does an opinion make sense? Does it have plenty of evidence to back it up? What are the counter-arguments, and on balance, which sways you more? Demonstrating your own intelligent thinking will set your essay apart from those of your peers, so think about these things as you conduct your research.

Be careful with web-based research

Although, as we’ve said already, it’s fine to use Wikipedia and other online resources to give you a bit of an introduction to a topic you haven’t covered before, be very careful when using the internet for researching an essay. Don’t take Wikipedia as gospel; don’t forget, anybody can edit it! We wouldn’t advise using the internet as the basis of your essay research – it’s simply not academically rigorous enough, and you don’t know how out of date a particular resource might be. Even if your Sixth Form teachers may not question where you picked up an idea you’ve discussed in your essays, it’s still not a good habit to get into and you’re unlikely to get away with it at a good university. That said, there are still reliable academic resources available via the internet; these can be found in dedicated sites that are essentially online libraries, such as JSTOR. These are likely to be a little too advanced if you’re still in Sixth Form, but you’ll almost certainly come across them once you get to university.

Look out for footnotes

In an academic publication, whether that’s a book or a journal article, footnotes are a great place to look for further ideas for publications that might yield useful information. Plenty can be hidden away in footnotes, and if a writer is disparaging or supporting the ideas of another academic, you could look up the text in question so that you can include their opinion too, and whether or not you agree with them, for extra brownie points.

Don’t save doing all your own references until last

If you’re still in Sixth Form, you might not yet be required to include academic references in your essays, but for the sake of a thorough guide to essay research that will be useful to you in the future, we’re going to include this point anyway (it will definitely come in useful when you get to university, so you may as well start thinking about it now!). As you read through various books and find points you think you’re going to want to make in your essays, make sure you note down where you found these points as you go along (author’s first and last name, the publication title, publisher, publication date and page number). When you get to university you will be expected to identify your sources very precisely, so it’s a good habit to get into. Unfortunately, many students forget to do this and then have a difficult time of going back through their essay adding footnotes and trying to remember where they found a particular point. You’ll save yourself a great deal of time and effort if you simply note down your academic references as you go along. If you are including footnotes, don’t forget to add each publication to a main bibliography, to be included at the end of your essay, at the same time.

Putting in the background work required to write a good essay can seem an arduous task at times, but it’s a fundamental step that can’t simply be skipped. The more effort you put in at this stage, the better your essay will be and the easier it will be to write. Use the tips in this article and you’ll be well on your way to an essay that impresses!

To get even more prepared for essay writing you might also want to consider attending an Oxford Summer School .

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Research Paper Introduction – Writing Guide and Examples

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Research Paper Introduction

Research paper introduction is the first section of a research paper that provides an overview of the study, its purpose, and the research question (s) or hypothesis (es) being investigated. It typically includes background information about the topic, a review of previous research in the field, and a statement of the research objectives. The introduction is intended to provide the reader with a clear understanding of the research problem, why it is important, and how the study will contribute to existing knowledge in the field. It also sets the tone for the rest of the paper and helps to establish the author’s credibility and expertise on the subject.

How to Write Research Paper Introduction

Writing an introduction for a research paper can be challenging because it sets the tone for the entire paper. Here are some steps to follow to help you write an effective research paper introduction:

• Start with a hook : Begin your introduction with an attention-grabbing statement, a question, or a surprising fact that will make the reader interested in reading further.
• Provide background information: After the hook, provide background information on the topic. This information should give the reader a general idea of what the topic is about and why it is important.
• State the research problem: Clearly state the research problem or question that the paper addresses. This should be done in a concise and straightforward manner.
• State the research objectives: After stating the research problem, clearly state the research objectives. This will give the reader an idea of what the paper aims to achieve.
• Provide a brief overview of the paper: At the end of the introduction, provide a brief overview of the paper. This should include a summary of the main points that will be discussed in the paper.
• Revise and refine: Finally, revise and refine your introduction to ensure that it is clear, concise, and engaging.

Structure of Research Paper Introduction

The following is a typical structure for a research paper introduction:

• Background Information: This section provides an overview of the topic of the research paper, including relevant background information and any previous research that has been done on the topic. It helps to give the reader a sense of the context for the study.
• Problem Statement: This section identifies the specific problem or issue that the research paper is addressing. It should be clear and concise, and it should articulate the gap in knowledge that the study aims to fill.
• Research Question/Hypothesis : This section states the research question or hypothesis that the study aims to answer. It should be specific and focused, and it should clearly connect to the problem statement.
• Significance of the Study: This section explains why the research is important and what the potential implications of the study are. It should highlight the contribution that the research makes to the field.
• Methodology: This section describes the research methods that were used to conduct the study. It should be detailed enough to allow the reader to understand how the study was conducted and to evaluate the validity of the results.
• Organization of the Paper : This section provides a brief overview of the structure of the research paper. It should give the reader a sense of what to expect in each section of the paper.

Research Paper Introduction Examples

Research Paper Introduction Examples could be:

Example 1: In recent years, the use of artificial intelligence (AI) has become increasingly prevalent in various industries, including healthcare. AI algorithms are being developed to assist with medical diagnoses, treatment recommendations, and patient monitoring. However, as the use of AI in healthcare grows, ethical concerns regarding privacy, bias, and accountability have emerged. This paper aims to explore the ethical implications of AI in healthcare and propose recommendations for addressing these concerns.

Example 2: Climate change is one of the most pressing issues facing our planet today. The increasing concentration of greenhouse gases in the atmosphere has resulted in rising temperatures, changing weather patterns, and other environmental impacts. In this paper, we will review the scientific evidence on climate change, discuss the potential consequences of inaction, and propose solutions for mitigating its effects.

Example 3: The rise of social media has transformed the way we communicate and interact with each other. While social media platforms offer many benefits, including increased connectivity and access to information, they also present numerous challenges. In this paper, we will examine the impact of social media on mental health, privacy, and democracy, and propose solutions for addressing these issues.

Example 4: The use of renewable energy sources has become increasingly important in the face of climate change and environmental degradation. While renewable energy technologies offer many benefits, including reduced greenhouse gas emissions and energy independence, they also present numerous challenges. In this paper, we will assess the current state of renewable energy technology, discuss the economic and political barriers to its adoption, and propose solutions for promoting the widespread use of renewable energy.

Purpose of Research Paper Introduction

The introduction section of a research paper serves several important purposes, including:

• Providing context: The introduction should give readers a general understanding of the topic, including its background, significance, and relevance to the field.
• Presenting the research question or problem: The introduction should clearly state the research question or problem that the paper aims to address. This helps readers understand the purpose of the study and what the author hopes to accomplish.
• Reviewing the literature: The introduction should summarize the current state of knowledge on the topic, highlighting the gaps and limitations in existing research. This shows readers why the study is important and necessary.
• Outlining the scope and objectives of the study: The introduction should describe the scope and objectives of the study, including what aspects of the topic will be covered, what data will be collected, and what methods will be used.
• Previewing the main findings and conclusions : The introduction should provide a brief overview of the main findings and conclusions that the study will present. This helps readers anticipate what they can expect to learn from the paper.

When to Write Research Paper Introduction

The introduction of a research paper is typically written after the research has been conducted and the data has been analyzed. This is because the introduction should provide an overview of the research problem, the purpose of the study, and the research questions or hypotheses that will be investigated.

Once you have a clear understanding of the research problem and the questions that you want to explore, you can begin to write the introduction. It’s important to keep in mind that the introduction should be written in a way that engages the reader and provides a clear rationale for the study. It should also provide context for the research by reviewing relevant literature and explaining how the study fits into the larger field of research.

Advantages of Research Paper Introduction

The introduction of a research paper has several advantages, including:

• Establishing the purpose of the research: The introduction provides an overview of the research problem, question, or hypothesis, and the objectives of the study. This helps to clarify the purpose of the research and provide a roadmap for the reader to follow.
• Providing background information: The introduction also provides background information on the topic, including a review of relevant literature and research. This helps the reader understand the context of the study and how it fits into the broader field of research.
• Demonstrating the significance of the research: The introduction also explains why the research is important and relevant. This helps the reader understand the value of the study and why it is worth reading.
• Setting expectations: The introduction sets the tone for the rest of the paper and prepares the reader for what is to come. This helps the reader understand what to expect and how to approach the paper.
• Grabbing the reader’s attention: A well-written introduction can grab the reader’s attention and make them interested in reading further. This is important because it can help to keep the reader engaged and motivated to read the rest of the paper.
• Creating a strong first impression: The introduction is the first part of the research paper that the reader will see, and it can create a strong first impression. A well-written introduction can make the reader more likely to take the research seriously and view it as credible.
• Establishing the author’s credibility: The introduction can also establish the author’s credibility as a researcher. By providing a clear and thorough overview of the research problem and relevant literature, the author can demonstrate their expertise and knowledge in the field.
• Providing a structure for the paper: The introduction can also provide a structure for the rest of the paper. By outlining the main sections and sub-sections of the paper, the introduction can help the reader navigate the paper and find the information they are looking for.

About the author

Muhammad Hassan

Researcher, Academic Writer, Web developer

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Exploring DNA Analysis Methods and Genetic Research Applications in Low and Middle-Income Nations: A Study of Sri Lanka

9 Pages Posted: 10 Jul 2024

Prabath Jayathissa

University of Colombo; Post graduate institute of Medicine, University of Colombo

A.T. Rupasinghe

University of Colombo - School of Computing

Date Written: June 3, 2024

Using Sri Lanka as a case study, the paper explores how DNA analysis has transformed genetic research, particularly in low and middle-income countries (LMICs). It discusses various DNA analyzing techniques, from traditional methods like Sanger sequencing to advanced techniques such as next-generation sequencing (NGS) and CRISPR-Cas9, highlighting their applications in disease research, population genetics, and forensic science. Sri Lanka's advancements in genetic research, including DNA sequencing, typing, and recent developments in X-chromosome-based DNA typing, are emphasized. The paper also examines challenges and opportunities in LMICs regarding genetic research and underscores the importance of DNA analysis in advancing personalized medicine and understanding genetic diversity. Additionally, it discusses Sri Lanka's efforts in education and training in molecular biology. It explores the country's rich genetic diversity Original ResearchArticle and demographic history, focusing on ethnic studies and historical interactions among different population groups. Overall, the paper highlights the significance of DNA analysis in genetic research and its potential implications for LMICs. Sri Lanka is a notable example of progress in the field.

Keywords: DNA analysis; genetic research; next-generation sequencing (NGS); population genetics; low-to middle-income nations

Suggested Citation: Suggested Citation

Prabath Jayathissa (Contact Author)

University of colombo ( email ).

Reid Avenue Colombo 3, Western 0094 Sri Lanka

Post graduate institute of Medicine, University of Colombo ( email )

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Software Engineering Institute

Architecture analysis and design language (aadl), created july 2019 • updated february 2022.

As software for avionics, cyber-physical, and autonomous systems becomes increasingly complex, the cost to assure these and other mission- and safety-critical systems is growing. Software attributes that impede analysis and concerns such as performance, safety, and security are responsible for this increase.

The Architecture Analysis and Design Language (AADL) is an SAE international standard that addresses these issues by defining guidelines for design and analysis through a Domain-Specific Modeling Language (DSML).

Abstracting Large Software for Analysis

AADL captures large designs through high-level architectural concepts built after domain expertise: component categories that describe key building blocks, such as processor, devices, threads, and rules to assemble them. Through careful abstractions, complex designs can be captured as smaller models amenable to inspection and analysis.

Analyzing for Multiple Concerns

Design teams can review AADL models, use automated tools to assess conformance to modeling guidelines, and run analyses to uncover design problems or validate a design. Since its inception, the SEI is the driving force of the SAE AADL standard. Our core team demonstrated how to implement and apply tool-supported analysis methods on complex systems. Our portfolio of analysis covers performance, safety, and security. We directed multiple pilot studies that demonstrate the efficiency of the approach on different classes of systems.

Leveraging Digital Engineering

Using SAE AADL, systems architects leverage digital engineering for the design and validation of complex safety-critical systems in two critical phases of a system design:

• During early stages, SAE AADL provides early analysis capabilities to mitigate integration risks. This capability is the core of the Architecture Centric Virtual Integration Process (ACVIP) that is being transitioned to SEI customers.
• During system evolutions, SAE AADL analysis capabilities allow for trade-off analysis to select the best update approach.

As a language, AADL can interoperate with other modeling notations (e.g., SysML, UML) and be integrated into larger Systems Engineering approaches (e.g., MOSA). The SEI and its partners have developed technical reports, open-source software, and teaching course to aid in applying AADL.

Model-Based Development for Safety-Critical Systems

AADL is a modeling language with an architecture-centric, model-based development approach throughout the system lifecycle. AADL is targeted at real-time, safety-critical embedded systems where components are tightly coupled. These systems need specific validation and verification capabilities to demonstrate system correctness across all dimensions: functional, performance, safety, and security.

AADL has rich semantics that can be exercised to analyze and generate the system. AADL is also a standard promoted by SAE International: AS5506C.

Benefits of Using an Open Standard

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• industry-grade: AADL provides textual and graphic notation with precise semantics to model applications and execution platforms.
• ready to use: AADL is supported by commercial and open-source tool solutions
• unambiguous: one model can be analyzed for multiple qualities
• interoperable: AADL can integrate with other modeling notations for systems modeling OMG SysML, FACE and also functional modeling like Matlab Simulink or ANSYS SCADE

Benefits for Your Organization

The SAE AADL standard lowers development and maintenance costs by

• providing a standard for modeling performance-critical systems
• defining precise semantics for conducting multiple analyses on the same model
• supporting large-scale (multi-contractor) architectures from many aspects in a single analyzable model that can be incrementally refined and detailed architectures of subsystems
• focusing on the architecture of a system to evaluate the effect of change, such as the emergent properties of integration (e.g., safety, schedulability, end-to-end latency, and security)
• complementing other notations and approaches like functional simulation through the analysis of the system structure and runtime
• supporting reference architectures for avionics, security or safety, and component-based or product-line development

Collaborators

Several Department of Defense projects have used AADL, including the Joint Multi-Role Technology Demonstrator, Future Vertical Lift, and the DARPA High-Assurance Cyber Military Systems program.

The U.S. Army Joint Multi-Role Technology Demonstrator (JMR TD) , which is helping to develop the DoD’s next-generation rotorcraft fleet (Future Vertical Lift), is accelerating its adoption of AADL after a successful shadow project by the SEI and Adventium Labs showed potential requirements and system-integration issues could be identified early in the development process.

The DARPA High-Assurance Cyber Military Systems program used AADL in its work the Secure Mathematically-Assured Composition of Control Models project to reduce security risks of software in unmanned vehicles. A red team was unable to penetrate their software over a six-week period, despite access to source code, due to their use of contract-based compositional verification, auto-code generation from verified models, and a certified real-time OS kernel.

Flexibility in Augmenting the AADL Model

There are two ways to augment an AADL model to add characteristics other than those defined in the core language: user-defined properties and annexes.

• User-defined AADL properties are a quick and simple way to add new characteristics to the AADL elements (e.g., components, features, OSATE connections) and do not need specific tool support.
• AADL annexes are more complex and augment the core language with new elements. They need a specific parser, so they are not supported natively by the existing complier.

This year, a number of updates were made to the toolset, including enhancements to the graphical editor and several analysis capabilities, and the creation of a workflow layer that will extend its adoption by practitioners.

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regreSSHion: Remote Unauthenticated Code Execution Vulnerability in OpenSSH server

Last updated on: July 11, 2024

Table of Contents

About openssh: securing enterprise communications and infrastructure, affected openssh versions:, potential impact of regresshion, immediate steps to mitigate risk, technical details, qualys qid coverage, discover vulnerable assets using qualys cybersecurity asset management (csam), enhance your security posture with qualys vulnerability management, detection, and response (vmdr).

• Gain exposure visibility and remediation tracking with the regreSSHion Unified Dashboard
• Automatically Patch regreSSHion vulnerability With Qualys Patch Management

Detect and remediate CVE-2024-6387 with Qualys TotalCloud Container Security

Qualys products and customer responsibilities, frequently asked questions (faqs).

The  Qualys Threat Research Unit (TRU)  has discovered a Remote Unauthenticated Code Execution (RCE) vulnerability in OpenSSH’s server (sshd) in glibc-based Linux systems. CVE assigned to this vulnerability is CVE-2024-6387.

The vulnerability, which is a signal handler race condition in OpenSSH’s server (sshd), allows unauthenticated remote code execution (RCE) as root on glibc-based Linux systems; that presents a significant security risk. This race condition affects sshd in its default configuration.

Based on searches using Censys and Shodan, we have identified over 14 million potentially vulnerable OpenSSH server instances exposed to the Internet. Anonymized data from Qualys CSAM 3.0 with External Attack Surface Management data reveals that approximately 700,000 external internet-facing instances are vulnerable. This accounts for 31% of all internet-facing instances with OpenSSH in our global customer base. Interestingly, over 0.14% of vulnerable internet-facing instances with OpenSSH service have an End-Of-Life/End-Of-Support version of OpenSSH running.

In our security analysis, we identified that this vulnerability is a regression of the previously patched vulnerability CVE-2006-5051, which was reported in 2006. A regression in this context means that a flaw, once fixed, has reappeared in a subsequent software release, typically due to changes or updates that inadvertently reintroduce the issue. This incident highlights the crucial role of thorough regression testing to prevent the reintroduction of known vulnerabilities into the environment. This regression was introduced in October 2020 (OpenSSH 8.5p1).

Qualys has developed a working exploit for the regreSSHion vulnerability. As part of the disclosure process, we successfully demonstrated the exploit to the OpenSSH team to assist with their understanding and remediation efforts. We do not release our exploits, as we must allow time for patches to be applied. However, even though the exploit is complex, we believe that other independent researchers will be able to replicate our results.

OpenSSH (Open Secure Shell) is a suite of secure networking utilities based on the Secure Shell (SSH) protocol, which is vital for secure communication over unsecured networks. It provides robust encryption to ensure privacy and secure file transfers, making it an essential tool for remote server management and secure data communication. Known for its extensive security and authentication features, OpenSSH supports various encryption technologies and is standard on multiple Unix-like systems, including macOS and Linux.

OpenSSH’s implementation serves as a critical tool for secure communication. Its enterprise value lies in its scalability and the ability to enforce robust access controls and secure automated processes across various environments. This includes everything from automated backups and batch processing to complex DevOps practices, which involve the secure handling of sensitive data across multiple systems and locations. Its continued development and widespread adoption highlight its importance in maintaining the confidentiality and integrity of network communications worldwide.

OpenSSH stands as a benchmark in software security, exemplifying a robust defense-in-depth approach. Despite the recent vulnerability, its overall track record remains exceptionally strong, serving as both a model and an inspiration in the field.

• OpenSSH versions earlier than 4.4p1 are vulnerable to this signal handler race condition unless they are patched for CVE-2006-5051 and CVE-2008-4109.
• Versions from 4.4p1 up to, but not including, 8.5p1 are not vulnerable due to a transformative patch for CVE-2006-5051, which made a previously unsafe function secure.
• The vulnerability resurfaces in versions from 8.5p1 up to, but not including, 9.8p1 due to the accidental removal of a critical component in a function.

OpenBSD systems are unaffected by this bug, as OpenBSD developed a secure mechanism in 2001 that prevents this vulnerability.

This vulnerability, if exploited, could lead to full system compromise where an attacker can execute arbitrary code with the highest privileges, resulting in a complete system takeover, installation of malware, data manipulation, and the creation of backdoors for persistent access. It could facilitate network propagation, allowing attackers to use a compromised system as a foothold to traverse and exploit other vulnerable systems within the organization.

Moreover, gaining root access would enable attackers to bypass critical security mechanisms such as firewalls, intrusion detection systems, and logging mechanisms, further obscuring their activities. This could also result in significant data breaches and leakage, giving attackers access to all data stored on the system, including sensitive or proprietary information that could be stolen or publicly disclosed.

This vulnerability is challenging to exploit due to its remote race condition nature, requiring multiple attempts for a successful attack. This can cause memory corruption and necessitate overcoming Address Space Layout Randomization (ASLR). Advancements in deep learning may significantly increase the exploitation rate, potentially providing attackers with a substantial advantage in leveraging such security flaws.

Addressing the regreSSHion vulnerability in OpenSSH, which enables remote code execution on Linux systems, demands a focused and layered security approach. Here are concise steps and strategic recommendations for enterprises to safeguard against this significant threat:

• Patch Management : Quickly apply available patches for OpenSSH and prioritize ongoing update processes.
• Enhanced Access Control : Limit SSH access through network-based controls to minimize the attack risks.
• Network Segmentation and Intrusion Detection : Divide networks to restrict unauthorized access and lateral movements within critical environments and deploy systems to monitor and alert on unusual activities indicative of exploitation attempts.
• Custom Assessment and Remediation: Quickly execute mitigation script on required assets. To find out more, check out the FAQ section ‘Are there any mitigations for this vulnerability?’

You can find the technical details of this vulnerability at:  

https://www.qualys.com/2024/07/01/cve-2024-6387/regresshion.txt

Qualys is releasing the QIDs in the table below as they become available, starting with vulnsigs version VULNSIGS-2.6.83-4 and in Linux Cloud Agent manifest version LX_MANIFEST-2.6.83.4-5

It is recommended that Qualys customers use OS-specific QIDs to scan for backported packages on supported Linux distributions.

Please check the Qualys Vulnerability Knowledgebase for the full list of coverage for this vulnerability.

The initial and crucial step in managing this critical vulnerability and mitigating associated risks involves pinpointing all assets susceptible to this specific issue. Use CSAM 3.0 with External Attack Surface Management to identify your organization’s internet-facing instances that have vulnerable versions of OpenSSH or are at their End of Life (EOL) or End of Support (EOS).

Identify internet-facing instances with vulnerable versions of OpenSSH

In the following example, we aim to identify all assets running the OpenSSH:

Qualys VMDR  offers comprehensive coverage and visibility into vulnerabilities, empowering organizations to rapidly respond to, prioritize, and mitigate the associated risks. Additionally, Qualys customers can leverage Qualys Patch Management to remediate these vulnerabilities effectively.

Leverage the power of Qualys VMDR alongside TruRisk and the Qualys Query Language (QQL) to efficiently identify and prioritize vulnerable assets, effectively addressing the vulnerabilities highlighted above.

Try Qualys VMDR at no cost for 30 days

Use this QQL statement:

Gain exposure visibility and remediation tracking with the “regreSSHion” Unified Dashboard

With the Qualys Unified Dashboard, you can track the vulnerability exposure within your organization and view your impacted hosts, their status, distribution across environments, and overall management in real time, allowing you to see your mean time to remediation (MTTR).

To make it easier for customers to track and manage regreSSHion vulnerability in their subscriptions, we have created the Manage regreSSHion dashboard , which you can download and import into your subscription.

Automatically Patch “regreSSHion” vulnerability With Qualys Patch Management

We expect vendors to release patches for this vulnerability shortly. Qualys Patch Management can  automatically deploy those patches to vulnerable assets, when available.

Customers can use the “patch now” button found to the right of the vulnerability to add regreSSHion to a patch job. Once patches are released, Qualys will find the relevant patches for this vulnerability and automatically add those patches to a patch job. This will allow customers to deploy those patches to vulnerable devices, all from the Qualys Cloud Platform.

Qualys Patch Management No-Cost 45-Day Trial

Qualys TotalCloud Container Security offers comprehensive coverage and visibility into vulnerabilities across all your container environments, including managed Kubernetes and on-premises Kubernetes. This empowers organizations to rapidly respond to, prioritize, and mitigate associated risks effectively.

Leverage the power of Qualys TotalCloud Container Security and the Qualys Query Language (QQL) to efficiently identify and prioritize vulnerable assets, ensuring prompt and effective remediation of the vulnerabilities highlighted by CVE-2024-6387.

Qualys is cutting the release cycle short for certain products that are deployed on customer premises. At least one of those products depends on a supplier that will publish a fix release shortly. We intend to release fixes for this Severity HIGH CVE in the coming days to ensure that customers are safe from regreSSHion. Once builds have cleared Quality Assurance, we will provide updates to help customers patch.

Will the Qualys Research Team publish exploit code or include proof-of-concept code for this vulnerability?

No, as part of our commitment to responsible disclosure and maintaining high-security standards, we will not publish exploit codes. Given the complexity of this vulnerability, it is crucial to allow organizations to apply patches effectively without the immediate pressure of public exploits.

Are there any mitigations for this vulnerability?

If sshd can’t be updated or recompiled, set LoginGraceTime to 0 in the config file. This exposes sshd to a denial of service by using up all MaxStartups connections, but it prevents the remote code execution risk.

Using the following Qualys Policy Compliance (PC) Control, you can evaluate whether the suggested mitigation has been applied to the affected assets.

To execute this evaluation, enable your free trial of Policy Compliance – https://www.qualys.com/forms/policy-compliance/

Using Qualys Custom Assessment and Remediation (CAR), you can easily apply this mitigation across affected assets in one go. Just follow these easy steps:

1. Go to CAR Library, look for Zero Day Utilities, and import the mitigation script.

2. You can approve while importing or later on.

3. Execute it across required assets/asset tags.

To execute this mitigation, enable your free trial of CAR – https://www.qualys.com/forms/custom-assessment-remediation/

Is this vulnerability remotely exploitable?

Yes, this vulnerability can be exploited remotely and allows unauthenticated remote code execution (RCE) as root, posing a significant security risk.

Why is the vulnerability named “regreSSHion”?

This is a pun/reference to this being a regression bug affecting OpenSSH.

Should organizations patch these vulnerabilities urgently?

Yes, we would encourage organizations to patch this vulnerability urgently, especially on their internet-facing assets.

How will the new security fix be implemented for different versions?

This fix is part of a major update, making it challenging to backport. Consequently, users will have two update options: upgrading to the latest version released on Monday, July 1st (9.8p1) or applying a fix to older versions as outlined in the advisory, which is the approach most vendors will take.

Does this vulnerability affect macOS or Windows?

The regreSSHion vulnerability is applicable to both macOS and Windows platforms; however, its exploitability on these platforms remains uncertain. Further analysis is required to determine the specific impact.

How can users identify exploitation attempts of this vulnerability?

Exploitation attempts for this vulnerability can be identified by seeing many many lines of “Timeout before authentication” in the logs.

What is the exposure to Qualys infrastructure?

The Qualys security team has taken immediate steps to protect our corporate infrastructure and products from any impact regarding the exploitation of this vulnerability. At this time, we have not experienced any negative impacts or detected any exploitation attempts. In addition, the Qualys security team has implemented enhanced monitoring and response plans to detect and respond to future exploit attempts. Emergency patching procedures have been initiated to fully remediate the vulnerability. To further help the broader security community, we are sharing our detection logic (see FAQ: “How to identify exploitation attempts of this vulnerability?”) to help customers respond should attacks occur before patching and mitigation efforts are completed.

How can users identify systems vulnerable to the OpenSSH regreSSHion vulnerability?

Users can determine if their systems are vulnerable by verifying the version of the OpenSSH server installed. Systems running affected versions should be considered at risk and prioritized for updates.

Under what circumstances might QID 42046 fail to report accurately?

Accurate detection with QID 42046 requires root privileges, as the command used only runs with root access.

Why is a QID categorized as a confirmed or potential vulnerability?

A QID is reported as confirmed in authenticated scan results because these scans can access detailed information that verifies the vulnerability more reliably. On the other hand, remote unauthenticated scans categorize a QID as potential because they primarily depend on the information presented by the OpenSSH service banner. This banner might display a partial version of details, leading to less definitive conclusions about the presence of a vulnerability.

When will the Qualys Detection Score (QDS) be updated?

As the vulnerability begins to trend across various threat intelligence sources, our QDS will utilize these intelligent feeds for dynamic updates. We expect its effectiveness to reach a score of 90 or above.

Has the threat feed been updated to include the regreSSHion vulnerability?

Yes, the Qualys threat feed is updated when emerging threats are tracked and reported from the dark web and other sources. The update activates as soon as a vulnerability trends across various threat intelligence platforms.

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No record found for this QID or CVE in Qualys KB. Great job on reporting however the data set is not published.

“Immediate Steps to Mitigate Risk” there’s a config-based mitigation, this section is just marketing nonsense and it’s irresponsible of you to hide the actual immediate mitigation in the “technical details”

This website helped me to learn about Remote Unauthenticated Code Execution Vulnerability in the OpenSSH server. It made it easy to work on the OpenSSH server.

What should be done for the windows servers marked with active for CVE-2024-6387? The 9.8 patch exists for windows also?

• Open access
• Published: 06 July 2024

Efficacy of relational agents for loneliness across age groups: a systematic review and meta-analysis

• Sia Sha   ORCID: orcid.org/0009-0000-2027-1316 1 ,
• Kate Loveys 2 ,
• Pamela Qualter 3 ,
• Haoran Shi 1 ,
• Dario Krpan   ORCID: orcid.org/0000-0002-3420-4672 1 &
• Matteo Galizzi 1  

BMC Public Health volume  24 , Article number:  1802 ( 2024 ) Cite this article

290 Accesses

Metrics details

Loneliness is a serious public health concern. Although previous interventions have had some success in mitigating loneliness, the field is in search of novel, more effective, and more scalable solutions. Here, we focus on “relational agents”, a form of software agents that are increasingly powered by artificial intelligence and large language models (LLMs). We report on a systematic review and meta-analysis to investigate the impact of relational agents on loneliness across age groups.

In this systematic review and meta-analysis, we searched 11 databases including Ovid MEDLINE and Embase from inception to Sep 16, 2022. We included randomised controlled trials and non-randomised studies of interventions published in English across all age groups. These loneliness interventions, typically attempt to improve social skills, social support, social interaction, and maladaptive cognitions. Peer-reviewed journal articles, books, book chapters, Master’s and PhD theses, or conference papers were eligible for inclusion. Two reviewers independently screened studies, extracted data, and assessed risk of bias via the RoB 2 and ROBINS-I tools. We calculated pooled estimates of Hedge’s g in a random-effects meta-analysis and conducted sensitivity and sub-group analyses. We evaluated publication bias via funnel plots, Egger’s test, and a trim-and-fill algorithm.

Our search identified 3,935 records of which 14 met eligibility criteria and were included in our meta-analysis. Included studies comprised 286 participants with individual study sample sizes ranging from 4 to 42 participants ( x̄  = 20.43, s  = 11.58, x̃  = 20). We used a Bonferroni correction with α Bonferroni  = 0.05 / 4 = 0.0125 and applied Knapp-Hartung adjustments. Relational agents reduced loneliness significantly at an adjusted α Bonferroni ( g  = -0.552; 95% Knapp-Hartung CI, -0.877 to -0.226; P  = 0.003), which corresponds to a moderate reduction in loneliness.

Our results are currently the most comprehensive of their kind and provide promising evidence for the efficacy of relational agents. Relational agents are a promising technology that can alleviate loneliness in a scalable way and that can be a meaningful complement to other approaches. The advent of LLMs should boost their efficacy, and further research is needed to explore the optimal design and use of relational agents. Future research could also address shortcomings of current results, such as small sample sizes and high risk of bias. Particularly young audiences have been overlooked in past research.

Peer Review reports

Loneliness is a subjective experience that emerges when people feel that their social relationships are unsatisfactory [ 1 ]. For some people, loneliness is experienced when they want more people to interact with, but it is also often felt when one’s social relationships are not as fulfilling as one would like. Loneliness is not the same as social isolation (i.e., the objective lack of social interactions) but is often associated with it [ 2 ]. There is strong evidence of the risks associated with loneliness, including poorer physical health outcomes [ 3 ]. Loneliness also affects mental health and psychological wellbeing, with growing evidence that loneliness is associated with the onset of depression and other common mental health problems [ 4 ]. Crucially, poor health and wellbeing can, in turn, exacerbate loneliness, placing those who experience loneliness in a negative feedback loop [ 5 ]. Evidence for a wide range of health effects, therefore, has led scholars to propose that loneliness should be regarded as a public health priority. Governments have consequently looked to offer interventions for people reporting loneliness, and although evidence for intervention efficacy is increasing [ 6 ], the evidence base suffers from some gaps [ 7 ], and potentially effective interventions may lack scalability or fail to produce cost savings [ 8 ]. Governments therefore have developed an interest in digital interventions, such as mobile phone apps or virtual reality [ 9 ]. Yet despite their promise, the efficacy of digital interventions across recent systematic reviews and meta-analyses is mixed [ 10 ].

“Relational agents” are a technology that show promise for delivering loneliness interventions in a scalable and engaging manner. Relational agents are software agents that build relationships with users through their behaviours (e.g., personal conversation, play, empathy), and they may be embodied (e.g., take the shape of humans or animals) or lack embodiment (e.g., voice agents) [ 11 ]. Relational agents can be broadly separated into two types: social robotic agents (e.g., those that possess physical bodies made of carbon or steel), and app-based agents (e.g., those embedded in everyday hardware such as computers and smartphones). Relational agents increasingly employ artificial intelligence (AI) such as emotion recognition for enhanced interactions and large language models (LLMs) to generate highly tailored and relevant speech [ 12 ]. Relational agents may promote engagement with internet-based psychological interventions for loneliness because of the social engagement and presence that they provide [ 13 ]. Moreover, preliminary but promising evidence suggests that relational agents may reduce loneliness by directly providing companionship, and by serving as catalysts for social interaction [ 14 ]. Appendix E provides video links for relational agents.

There are three key reasons research and investment in relational agents are worthwhile. First, not everyone can socialise with other humans. Physical disability, for example, can impact mobility, which in turn can restrict opportunities for socialising, thus contributing to loneliness [ 15 ]. While interventions such as social visits can be effective to alleviate the loneliness of people with physical disabilities, these interventions are constrained: a person who is bedridden may wait for several days before his or her next visitation. Relational agents, on the other hand, can be an on-demand solution. Second, loneliness can be due to the feeling that one is not heard. This, for example, can occur when people do not feel comfortable sharing their secrets due to stigma, and there is indeed evidence that people prefer sharing some secrets with relational agents rather than humans [ 16 , 17 ]. Relational agents, then, are not just an intermediate solution: they are a separate class of intervention with a suitable audience. Here, one might raise the question of “understanding”: that is, whether AI can truly understand people’s self-disclosure. The answer is probably complex, but from a practical perspective it seems that the answer may not matter: people seem to benefit from relational agents as long as they feel they are understood and heard by them – irrespective of whether this is actually the case [ 18 ]. Third, both qualitative and quantitative metrics suggest that human–agent and human–human relationships may have some similar features at times [ 17 , 19 ]. For example, there is a vast literature on how people anthropomorphise machines, imbuing them with human-like traits, personalities, and motivations [ 20 , 21 , 22 ]. People often treat machines like other people, developing similar feelings for them such as pity and even love [ 23 ]. One participant said: “Yes, explicitly I will tell my Replika [relational agent] that I think he is wonderful, that he is fantastic and smart and helps me and makes me feel good about myself and that I enjoy our talks” [ 17 ].

Several scoping reviews have qualitatively summarised the efficacy of relational agents for loneliness [ 14 , 24 , 25 , 26 , 27 ]. Combined, these reviews concluded that some evidence for the efficacy of social robotic relational agents existed but that further work on app-based relational agents was needed. Additionally, one 2019 meta-analysis investigated a sub-set of social robotic relational agents (i.e., robotic pets), but failed to find significant results, most likely due to including only two studies [ 28 ]. Previous reviews, moreover, exclusively focused on elderly samples, and the literature is therefore in need of a comprehensive and up-to-date quantitative synthesis to evaluate the efficacy of relational agents to mitigate loneliness across all age groups.

We preregistered our methodology with PROSPERO: CRD42022359737. We have also made our full paper trail available on the Open Science Framework (OSF): https://osf.io/c6rdk/files/osfstorage . There, the reader can also find the full data set to reproduce the analyses.

Search strategy and selection criteria

In this systematic review and meta-analysis, we searched 11 databases from inception to Sep 16, 2022: Ovid MEDLINE, Ovid Embase, Ovid PsycINFO, Ovid Global Health, EBSCO CINAHL, Scopus, Web of Science, IEEE Xplore, ACM Digital Library, PROSPERO, and ProQuest Dissertations. We also manually searched the bibliographies of selected studies to identify additional papers. We searched titles and abstracts using a range of search terms such as lonel*, robot*, computer* agent*, and relation* agent*. Appendix A outlines the full search strategy.

We included randomised controlled trials (RCTs) and non-randomised studies of interventions (NRSIs). Factorial designs were eligible if they allowed us to collapse relevant intervention arms or drop irrelevant ones. Cluster-randomised trials were eligible if they included sufficient information (e.g., intra-cluster coefficient). Eligible studies had to be published in English and had to be peer-reviewed journal articles, books, book chapters, postgraduate theses, or conference papers. Government reports, company reports, newspaper articles, conference presentations, and similar were ineligible. There was no restriction on populations or settings. All eligible studies had to administer app-based or social robotic relational agents. Agents that did not use relational cues were ineligible. Any non-relational agent comparator made studies eligible (e.g., waiting lists). Finally, eligible studies had to report a quantitative, self-report loneliness outcome where follow-up was at least one week.

Coding of studies

SS, KL, and HS independently double-screened in Covidence the titles and abstracts of citations and then the full texts of remaining studies, using piloted and structured forms. We measured agreement between screeners via Cohen’s κ and resolved disagreements via discussion between screeners. SS, KL, and HS then extracted data in Covidence using a piloted and structured form, and we contacted primary study authors to obtain raw or missing data. Our data extraction forms are available on OSF, and we describe data imputations in Appendix B. Each study was coded for a range of variables such as sample size, research design, and loneliness scale used. Finally, SS, KL, HS, and DK independently double-assessed risk of bias in MS Excel, using the RoB 2 tool for RCTs and ROBINS-I tool for NRSIs.

Meta-analytic procedure

Our main outcome was loneliness for which we calculated a random-effects meta-analysis using the DerSimonian and Laird method because we expected the effects of relational agents to be heterogenous across populations, types of agents, etc. We used Hedge’s g to standardise results from diverse quantitative loneliness scales, and interpreted the magnitude of Hedge’s g according to the rules of thumb in the Cochrane Handbook for Systematic Reviews of Interventions . Hedge’s g itself was computed using standard formulas and relied on a range of data points such as group means and pooled standard deviations [ 29 ]. Our raw data on OSF show exactly how Hedge’s g was computed for each primary study.

We calculated four null hypothesis significance tests and applied a Bonferroni correction: α Bonferroni  = 0.05 / 4 = 0.0125. We also applied Knapp-Hartung adjustments to our 95% confidence intervals. As measures of heterogeneity, we calculated Cochrane’s Q using a p value of 0.1, I 2 , τ 2 , and a prediction interval. We conducted an RCT-only sensitivity analysis and separate sub-group analyses for app-based and social robotic relational agents. We evaluated publication bias via funnel plots and Egger’s test, and we calculated an adjusted estimate of Hedge’s g using Duval and Tweedie’s trim-and-fill algorithm. We conducted all analyses in the Comprehensive Meta-Analysis Software package. The systematic review and meta-analysis followed PRISMA 2020 reporting guidelines [ 30 ].

Characteristics of studies

Our database searches identified 3,935 records and our manual searches 38 records, of which 1,910 were duplicates. We screened the titles and abstracts of 2,063 studies, deeming 1,908 irrelevant. We screened the full texts of 155 studies, with Fig.  1 detailing reasons for exclusions. In the end, we included 14 studies. When screening abstracts and titles, Cohen’s kappa ranged from κ  = 0.46 to κ  = 1 across reviewer pairs; when screening full texts, it ranged from κ  = 0.71 to κ  = 0.81 across pairs.

PRISMA flow diagram

Nine of the 14 included studies were NRSIs [ 31 , 32 , 33 , 34 , 35 , 36 , 37 , 38 , 39 ] and the rest RCTs [ 12 , 40 , 41 , 42 , 43 ]. All nine NRSIs were uncontrolled trials. Coding was generally straightforward, though some data points such as percentage of females in the sample were sometimes missing in manuscripts. Together, studies included 286 participants with individual study sample sizes ranging from 4 to 42 participants ( x̄  = 20.43, s  = 11.58, x̃  = 20). Attrition rates ranged from 0 to 94% ( x̄  = 21.39%, s  = 21.56%, x̃  = 16.50%). Based on guidance, we classified 86% of these studies as feasibility studies, since they included fewer than 25 participants in total, or fewer than 25 participants per group [ 44 ].

Figure A, Figure B, and Figure C provide a tabular summary of included studies, but we also provide below a prose summary. Participants’ age ranged from 19 to 100 years ( x̄  = 75.45, s  = 12.89, x̃  = 77.55). Only two studies reported inclusion of participants younger than 50 years [ 12 , 32 ]. A third study is likely to have included them [ 36 ]. Nevertheless, none of the three studies focused on participants younger than 50 years exclusively, and hence studies only included young participants along with older ones. Remaining studies explicitly reported excluding those younger than 50 [ 31 , 33 , 35 , 37 , 38 , 40 , 41 , 43 ] or their sampling frames implied this [ 34 , 39 , 45 ]. Where reported, the percentages of both females and non-White participants were high in most studies.

Nine studies used social robotic relational agents [ 31 , 32 , 33 , 34 , 35 , 39 , 41 , 43 , 45 ] and five app-based relational agents [ 12 , 36 , 37 , 38 , 40 ]. The social robotic agents included Sony’s AIBO [ 32 , 34 , 41 ], PARO developed by ISRI [ 31 , 33 , 45 ], NAO developed by Aldebaran Robotics [ 35 ], Pepper developed by SoftBank Robotics [ 43 ], and either a robotic cat or dog developed by Joy for All [ 39 ]. The app-based agents included Laura developed by MIT [ 40 ], Elena + developed by ETH Zurich and the University of St. Gallen [ 36 ], Amazon’s Alexa [ 37 ], Bella by Soul Machines [ 46 ], and PACO developed by a consortium of Dutch organisations [ 38 ]. The relational behaviours of these agents varied. AIBO is a robotic puppy, PARO a robotic seal, and together with the robotic pets by Joy for All, these agents simulated live pet behaviour (e.g., the agents expressed emotions via facial cues and body language such as wagging of tails, played with users, learned their own names, and recognised users via their facial recognition capabilities) [ 32 ]. The agents responded to touch (e.g., petting) and adapted behaviour through reinforcement learning [ 33 ]. NAO and Pepper were humanoid robots that simulated human behaviours, customs, and speech. NAO, for example, would bow to users, extend its palm for a handshake, ask if participants would want to hear a poem, and only proceed once receiving a reply [ 35 ]. All app-based relational agents simulated humans. All were embodied, i.e., had a visual form, except for Amazon’s Alexa [ 37 ]. App-based agents primarily or to a significant degree used speech for relational behaviour. Laura, for example, expressed empathy (“I am sorry to hear that”), asked follow-up questions (“How tired are you feeling?”), and attempted to get to know users (“So, are you from the East Coast originally?”) [ 40 ]. Whilst in previous research several agents used “wizard-of-Oz methodologies”, i.e., agents controlled by humans pretending to be autonomous, all agents in this review were autonomous [ 47 ].

Most relational agents in our review acted as direct companions and did not seek to mitigate loneliness via other modalities [ 31 , 32 , 33 , 34 , 35 , 37 , 39 , 40 , 41 , 43 , 45 ], although exceptions existed. Elena + sought to remove cognitive biases and improve social skills [ 36 ]. PACO sought to create opportunities for socialising [ 38 ]. Bella sought to enhance social skills, increase social support, and increase opportunities for socialising [ 12 ].

Studies generally did not mention behavioural theories or behavioural change techniques (BCTs) that underpinned intervention design, although exceptions existed. One study based its intervention on Self-Determination Theory [ 38 ] and another study based its intervention on the COM-B model and the Theory of Planned Behaviour [ 36 ]. Nevertheless, these studies provided little detail on how exactly theories informed design. We classified BCTs according to the BCTTv1 by Michie et al., using below in quotation marks the labels of the original authors [ 48 ]. Only one study confirmed the full range of BCTs it used, and two other studies provided examples of BCTs. One study used six BCTs: “credible source”, “review behaviour goals”, “goal setting”, “instruction on how to perform a behaviour”, “social comparison”, and “social support” [ 38 ]. Another study mentioned seven BCTs: “information about emotional consequences”, “action planning”, “behavioural contract”, “instruction on how to perform a behaviour”, “review behaviour goals”, “reducing exposure to cues for the behaviour”, and “reduce negative emotions” [ 12 ]. A third study mentioned five BCTs: “information about emotional consequences”, “goal setting”, “instruction on how to perform a behaviour”, “reducing exposure to cues for the behaviour”, and “reduce negative emotions” [ 36 ].

All RCTs were at high risk of bias due to potential deviations from the intended interventions [ 40 , 41 , 43 , 45 ] except for one [ 12 ]. All NRSIs were at high risk due to confounds and potential biases in measurements [ 31 , 32 , 33 , 34 , 35 , 36 , 37 , 38 , 39 ]. Figures  2 and 3 illustrate these.

RCT risk of bias domains

NRSI risk of bias domains

Meta-analysis

The pooled estimate of Hedge’s g was -0.552 ( Z  = -3.833; 95% CI, -0.834 to -0.270; P  < 0.001), indicating on average a moderate effect of relational agents on loneliness reduction. This is shown in Fig.  4 . Using a Bonferroni-corrected α Bonferroni  = 0.0125, there was evidence to reject the null hypothesis. Using the Knapp-Hartung adjustment, there was also evidence to reject the null hypothesis ( t  = -3.66; 95% Knapp-Hartung CI, -0.877 to -0.226; P  = 0.003).

Main analysis forest plot

Heterogeneity measures indicated that, as anticipated, the true effect of relational agents varied ( Q  = 45.073; I 2  = 71%; τ 2  = 0.176; τ  = 0.420). Assuming a Gaussian distribution, the 95% prediction interval was estimated to range from -1.519 to 0.415, as seen in Fig.  5 .

Main analysis prediction interval

Funnel plots as well as Egger’s test ( b  = -2.81; t  = 3.5; P  = 0.004) suggested that a small study effect may exist. Figure  6 illustrates this. The small study effect could have been due to effect sizes being larger in smaller studies or due to publication bias. Assuming a severe publication bias, the trim-and-fill algorithm resulted in an adjusted estimate of g  = -0.198 (95% CI, -0.505 to 0.109), which attenuated the original estimate by roughly 64%.

Funnel plot using standard error

Five studies were available for the RCT-only model. Hedge’s g was -0.437 ( Z  = -2.495; 95% CI, -0.781 to -0.094; P  = 0.013), which was 21% less than the estimate of the main model. The results were significant at a traditional α  = 0.05 but not at the α Bonferroni . The Knapp-Hartung adjusted results were not significant ( t  = -2.49; 95% Knapp-Hartung CI, -0.924 to 0.049).

Six studies were available for the app-based relational agent model. The pooled estimate of Hedge’s g was -0.286 ( Z  = -1.611; 95% CI, -0.553 to -0.020; P  = 0.035), which was significant at a traditional α but not α Bonferroni . The Knapp-Hartung adjustment resulted in non-significant results ( t  = -2.11; 95% Knapp-Hartung CI, -0.636 to 0.063). Eight studies were available for the social robotic relational agent model. The pooled estimate of Hedge’s g was -0.774, which was significant at α Bonferroni ( Z  = -2.909; 95% CI, -1.296 to -0.252; P  = 0.004). Using a Knapp-Hartung adjustment, results were significant at a traditional α but not at α Bonferroni ( t  = -2.91; 95% Knapp-Hartung CI, -1.403, -0.145, P  = 0.023).

Our review is the first to provide quantitative evidence for the efficacy of relational agents to reduce loneliness in participants aged 19 to 100 years. Our results are promising, and although the effect size of g  = -0.552 is likely somewhat inflated due to publication bias, it is probably less inflated than our trim-and-fill algorithm suggested. This is because the trim-and-fill algorithm assumed that several studies were suppressed in which relational agent interventions exacerbated loneliness. This, however, is unlikely. Failed loneliness interventions tend to have no effect on loneliness, not exacerbate it [ 10 ]. Our review could have used different algorithms to adjust for publication bias, and alternatives would probably have yielded different adjustments. Recently, for example, researchers have applied four different algorithms to a high-profile meta-analysis, resulting in a mix of significant and non-significant adjustments [ 49 , 50 , 51 ]. Nevertheless, no algorithm for publication bias would provide the “correct” effect size [ 52 ]. Instead, algorithms provide a sensitivity analysis assuming certain parameters, and sometimes these parameters lead to flawed results, e.g., the trim-and-fill algorithm overcorrects under heterogeneity, which was the very assumption of our analysis [ 53 ]. Ultimately, the most likely interpretation is that the true average effect size of relational agents was small to moderate. Table 1 provides a summary of our results.

We believe the above results have two important implications for the current loneliness literature. First, the literature is in search for novel and effective interventions that are scalable. The NHS is already facing resource constraints, these constraints are expected to exacerbate, and the NHS has consequently called for the increased adoption of AI to ease its burden [ 54 ]. Relational agents can be highly scalable, once some groundwork has been completed, and a possible follow-up from our results is a national or regional pilot. Such a pilot, of course, would entail the resolution of complex issues (e.g., digital literacy, access to technology, and privacy). Researchers, for example, will need to determine who will have access to user data and in what form, and such choices can fundamentally impact the success of a pilot.

The second implication of our results is that relational agents may act as a standalone intervention, but they are likely to be more useful in multi-component interventions that are tailored to individual needs. In the UK, the NHS’s current main strategy for loneliness is “social prescribing”, an outsourcing approach in which staff refer individuals to community schemes such as lifestyle interventions (e.g., physical exercise) or social activity interventions (e.g., volunteering) [ 7 , 55 ]. While there are alternative intervention approaches for loneliness, social prescribing is viewed by individuals and service providers as helpful [ 7 ] and cost-effective [ 56 , 57 ]. Social prescribing is, in essence, a sign-posting intervention, and it could sign-post, among other things, to relational agents. This could be valuable because there is currently a notion that interventions improve lives, but that people do not recover from loneliness [ 58 ]. Potentially, this may be because not all loneliness is the same. Two people may feel lonely for two different reasons, and these people may then require different sets of solutions [ 58 ]. Relational agents can extend the set of available solutions, and agents can complement existing human-centred interventions, rather than replace them.

Relational agents, thus, could help in the fight against loneliness. What is more, their full potential has not yet been realised. On the one hand, this is due to the absence of state-of-the-art knowledge integration. For example, the use of behavioural theories and BCTs can enhance intervention efficacy, yet studies in our sample generally did not discuss such theories and BCTs. Similarly, interventions can modify loneliness via multiple modalities. Studies in our review, however, generally used only one of these modalities, and the others—such as the debiasing of social cognition that has shown particular promise [ 56 ]—are yet to be integrated into relational agent design [ 14 ]. On the other hand, relational agents have not yet realised their full potential due to the nascency of AI. Increasingly, LLMs are powering relational agents. These models allow relational agents to produce open-ended, original, and highly tailored conversation, and although much of the conversation of relational agents has already become indistinguishable from human conversation [ 59 ], research on LLMs is burgeoning, and the race is on between organisations such as OpenAI and Google to develop the next generation of LLMs [ 60 ].

Limitations

Our review faced common limitations such as the exclusion of non-English sources and the quality of underlying primary studies, but a particular limitation of our review were the mixed results of the sensitivity and sub-group analyses. There are three potential explanations for this. First, sample sizes in these sub-group analyses were less than 10, and analyses with fewer than 10 studies tend to lack power [ 52 ]. At the same time, it is likely that underlying studies themselves lacked power due to small sample sizes [ 61 ]. Indeed, Appendix C demonstrates that power was likely well below the recommended level of 80% in our sub-group analyses, while Appendix D presents an additional sensitivity analysis indicating that further primary studies would have meaningfully reduced p levels [ 52 ]. Second, our review may have tested for results too conservatively. The Bonferroni correction, as applied in this review, results in Type 2 error rates of roughly 33%, which some have referred to as unacceptably high [ 62 ]. Finally, our review conducted two-tailed significance tests. This is usually anodyne—since interventions can both improve and exacerbate outcomes. Nevertheless, in cases where interventions are unlikely to exacerbate outcomes, one-tailed tests may be warranted [ 52 ]. This, as discussed, is likely to be the case with loneliness and relational agents. Had we conducted one-tailed tests, this would have entailed the halving of p values, which would have made some results statistically significant. Third, execution may have been a problem. Primary studies may not have sufficiently exposed participants to relational agents, or participants may not have interacted with relational agents, or relational agents may not have been correctly designed. Chen et al. [ 63 ], for example, found no significant difference between control and experimental groups at a four-week interval [ 63 ]. They did, however, find a significant difference at an eight-week interval. In our review, the mean time between pre-test and final post-test was 5.92 weeks.

Future research

We lack an understanding of relational agents in several areas, and we suggest that future research could focus on three. First, research on relational agents and loneliness in young people is scarce. Among some youth groups loneliness rates are higher than those of the elderly, and these rates of youth loneliness are increasing [ 64 ]. At the same time, smartphone ownership is high among the young [ 64 ]. Young people therefore are pertinent and amenable for the study of loneliness. Second, the efficacy of relational agents will depend on a variety of population and design factors. On the population side, we suspect that factors such as age, education, and digital literacy may impact efficacy. On the design side, we suspect that a hierarchy of features exists, e.g., certain design features will deliver more bang for your buck, although it is less clear which [ 65 ]. Third, although general attitudes towards relational agents may be favourable, some are concerned about the introduction of relational agents and similar technologies [ 66 ]. Future research could therefore explore how technology should be harnessed to increase its benefits and reduce unintended consequences. Finally, future research could address the shortcomings of current research. Almost all underlying studies in our review suffered from high risk of bias in one or several domains, sample sizes were small, and follow-up periods were brief. Particularly, there is a need for more high-quality RCTs.

The current study is the first meta-analysis to explore the effects of relational agents on loneliness across all age groups. It is also the first meta-analysis to provide statistically significant evidence for the efficacy of relational agents, which on average had a moderate effect on loneliness reduction. Loneliness has serious physical and mental health consequences for individuals, and the monetary costs to the state and employers are staggering [ 67 , 68 , 69 ]. Unfortunately, current interventions for loneliness can suffer from low engagement and scalability [ 58 ]. Relational agents, on the other hand, are an emerging technology that due to advances in AI and LLMs will increase in sophistication and realism. Although a multi-pronged approach is required, relational agents could play a significant role in alleviating a growing public health concern [ 64 ]. Future work is required that addresses weaknesses of current studies such as risk of bias, small study size, and brief follow-up periods.

Availability of data and materials

As a meta-analysis, this study used data reported in the literature. Appendices and derived data for meta-analytic calculations are available the Open Science Framework here https://osf.io/c6rdk/files/osfstorage . Reader can also write directly to the corresponding author.

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Acknowledgements

We would like to thank LSE staff for additional feedback, including Alina Velias, Andra Fry, Jessica Kong, and Georgia Nichols. We thank Nina Shahrizad for proofreading. We would also like to thank all primary authors who made this systematic review and meta-analysis possible.  After our analysis was completed, a final version of one of our included studies [ 36 ] was published, which was a preprint. This final version is available here [ 70 ].

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SS drafted the first version of the protocol and search strategy. All other authors provided feedback and approved the final protocol. SS, KL, and HS screened the titles and abstracts and full texts of citations, and these authors also extracted data from included studies. SS, KL, HS, and DK conducted risk of bias assessment. SS completed the data analysis. SS, KL, and PQ co-wrote the first version of the final manuscript. All authors provided feedback and approved the final manuscript. All authors had access to the underlying data. SS, KL, and HS verified the data.

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Sha, S., Loveys, K., Qualter, P. et al. Efficacy of relational agents for loneliness across age groups: a systematic review and meta-analysis. BMC Public Health 24 , 1802 (2024). https://doi.org/10.1186/s12889-024-19153-x

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DOI : https://doi.org/10.1186/s12889-024-19153-x

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The application of machine learning and deep learning in intelligent transportation: a scientometric analysis and qualitative review of research trends.

1. Introduction

2. research methods, 2.1. data collection, 2.2. tools and methods, 2.3. findings, 3. analysis and findings, 3.1. publication outputs, 3.2. co-authorship, 3.2.1. researcher cooperation, 3.2.2. countries, 3.2.3. organizations, 3.3. keyword co-occurrence, 4. qualitative discussion, 4.1. traffic-flow prediction, 4.2. public transportation, 4.3. intelligent traffic data transmission and sharing, 4.4. intelligent transportation system, 4.5. intelligent parking systems.

• diverse research methods: studies use various ML and DL techniques, including random forest (RF), CatBoost, LSTM, ANN, CNN, and SVM, supplemented with genetic algorithms and Bayesian regularized NN;
• varied innovative points: innovations use contextual data to predict parking utilization rates, integrate renewable energy sources for electric vehicle charging control, and improve intelligent parking rates through advanced DL;
• rich empirical conclusions: the results demonstrate that the proposed models and methods significantly enhance parking utilization rates, profitability, accuracy, and reliability.

4.6. Traffic Congestion

4.7. vehicle detection and tracking, 4.8. vehicle identification and license plate number recognition, 4.9. traffic-light and streetlight system, 5. conclusions.

• developing more sophisticated data processing algorithms and analysis models through the deep integration of big data and artificial intelligence to enhance traffic management and control;
• enhancing information security and privacy protection by innovating encryption technologies and anonymization methods to safeguard personal data;
• utilizing ML and other advanced technologies to improve the accuracy of traffic predictions, optimize traffic flow and accident prediction models, and facilitate more precise traffic decisions;
• pairing quantum technologies with AI to open new research, development, and implementation opportunities (e.g., combinatorial optimization);
• building cross-departmental data sharing and collaboration platforms to enhance overall efficiency and promote optimal information resource allocation;
• advancing the development of autonomous vehicle technologies, including autonomous navigation and safe obstacle avoidance systems, will be critical to driving the next wave of innovations in the transportation sector.

Author Contributions

Data availability statement, conflicts of interest, abbreviations.

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Zhang, J.; Wang, J.; Zang, H.; Ma, N.; Skitmore, M.; Qu, Z.; Skulmoski, G.; Chen, J. The Application of Machine Learning and Deep Learning in Intelligent Transportation: A Scientometric Analysis and Qualitative Review of Research Trends. Sustainability 2024 , 16 , 5879. https://doi.org/10.3390/su16145879

Zhang J, Wang J, Zang H, Ma N, Skitmore M, Qu Z, Skulmoski G, Chen J. The Application of Machine Learning and Deep Learning in Intelligent Transportation: A Scientometric Analysis and Qualitative Review of Research Trends. Sustainability . 2024; 16(14):5879. https://doi.org/10.3390/su16145879

Zhang, Junkai, Jun Wang, Haoyu Zang, Ning Ma, Martin Skitmore, Ziyi Qu, Greg Skulmoski, and Jianli Chen. 2024. "The Application of Machine Learning and Deep Learning in Intelligent Transportation: A Scientometric Analysis and Qualitative Review of Research Trends" Sustainability 16, no. 14: 5879. https://doi.org/10.3390/su16145879

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Research Methods | Definitions, Types, Examples

Research methods are specific procedures for collecting and analyzing data. Developing your research methods is an integral part of your research design . When planning your methods, there are two key decisions you will make.

First, decide how you will collect data . Your methods depend on what type of data you need to answer your research question :

• Qualitative vs. quantitative : Will your data take the form of words or numbers?
• Primary vs. secondary : Will you collect original data yourself, or will you use data that has already been collected by someone else?
• Descriptive vs. experimental : Will you take measurements of something as it is, or will you perform an experiment?

Second, decide how you will analyze the data .

• For quantitative data, you can use statistical analysis methods to test relationships between variables.
• For qualitative data, you can use methods such as thematic analysis to interpret patterns and meanings in the data.

Table of contents

Methods for collecting data, examples of data collection methods, methods for analyzing data, examples of data analysis methods, other interesting articles, frequently asked questions about research methods.

Data is the information that you collect for the purposes of answering your research question . The type of data you need depends on the aims of your research.

Qualitative vs. quantitative data

Your choice of qualitative or quantitative data collection depends on the type of knowledge you want to develop.

For questions about ideas, experiences and meanings, or to study something that can’t be described numerically, collect qualitative data .

If you want to develop a more mechanistic understanding of a topic, or your research involves hypothesis testing , collect quantitative data .

You can also take a mixed methods approach , where you use both qualitative and quantitative research methods.

Primary vs. secondary research

Primary research is any original data that you collect yourself for the purposes of answering your research question (e.g. through surveys , observations and experiments ). Secondary research is data that has already been collected by other researchers (e.g. in a government census or previous scientific studies).

If you are exploring a novel research question, you’ll probably need to collect primary data . But if you want to synthesize existing knowledge, analyze historical trends, or identify patterns on a large scale, secondary data might be a better choice.

Descriptive vs. experimental data

In descriptive research , you collect data about your study subject without intervening. The validity of your research will depend on your sampling method .

In experimental research , you systematically intervene in a process and measure the outcome. The validity of your research will depend on your experimental design .

To conduct an experiment, you need to be able to vary your independent variable , precisely measure your dependent variable, and control for confounding variables . If it’s practically and ethically possible, this method is the best choice for answering questions about cause and effect.

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Your data analysis methods will depend on the type of data you collect and how you prepare it for analysis.

Data can often be analyzed both quantitatively and qualitatively. For example, survey responses could be analyzed qualitatively by studying the meanings of responses or quantitatively by studying the frequencies of responses.

Qualitative analysis methods

Qualitative analysis is used to understand words, ideas, and experiences. You can use it to interpret data that was collected:

• From open-ended surveys and interviews , literature reviews , case studies , ethnographies , and other sources that use text rather than numbers.
• Using non-probability sampling methods .

Qualitative analysis tends to be quite flexible and relies on the researcher’s judgement, so you have to reflect carefully on your choices and assumptions and be careful to avoid research bias .

Quantitative analysis methods

Quantitative analysis uses numbers and statistics to understand frequencies, averages and correlations (in descriptive studies) or cause-and-effect relationships (in experiments).

You can use quantitative analysis to interpret data that was collected either:

• During an experiment .
• Using probability sampling methods .

Because the data is collected and analyzed in a statistically valid way, the results of quantitative analysis can be easily standardized and shared among researchers.

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If you want to know more about statistics , methodology , or research bias , make sure to check out some of our other articles with explanations and examples.

• Chi square test of independence
• Statistical power
• Descriptive statistics
• Degrees of freedom
• Pearson correlation
• Null hypothesis
• Double-blind study
• Case-control study
• Research ethics
• Data collection
• Hypothesis testing
• Structured interviews

Research bias

• Hawthorne effect
• Unconscious bias
• Recall bias
• Halo effect
• Self-serving bias
• Information bias

Quantitative research deals with numbers and statistics, while qualitative research deals with words and meanings.

Quantitative methods allow you to systematically measure variables and test hypotheses . Qualitative methods allow you to explore concepts and experiences in more detail.

In mixed methods research , you use both qualitative and quantitative data collection and analysis methods to answer your research question .

A sample is a subset of individuals from a larger population . Sampling means selecting the group that you will actually collect data from in your research. For example, if you are researching the opinions of students in your university, you could survey a sample of 100 students.

In statistics, sampling allows you to test a hypothesis about the characteristics of a population.

The research methods you use depend on the type of data you need to answer your research question .

• If you want to measure something or test a hypothesis , use quantitative methods . If you want to explore ideas, thoughts and meanings, use qualitative methods .
• If you want to analyze a large amount of readily-available data, use secondary data. If you want data specific to your purposes with control over how it is generated, collect primary data.
• If you want to establish cause-and-effect relationships between variables , use experimental methods. If you want to understand the characteristics of a research subject, use descriptive methods.

Methodology refers to the overarching strategy and rationale of your research project . It involves studying the methods used in your field and the theories or principles behind them, in order to develop an approach that matches your objectives.

Methods are the specific tools and procedures you use to collect and analyze data (for example, experiments, surveys , and statistical tests ).

In shorter scientific papers, where the aim is to report the findings of a specific study, you might simply describe what you did in a methods section .

In a longer or more complex research project, such as a thesis or dissertation , you will probably include a methodology section , where you explain your approach to answering the research questions and cite relevant sources to support your choice of methods.

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