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How To Write A Research Paper

Step-By-Step Tutorial With Examples + FREE Template

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

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

Overview: Writing A Research Paper

What (exactly) is a research paper.

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

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

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

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

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

Research Paper Template

Overview: The 3-Stage Process

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

These three steps are:

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

Let’s dig into each of these.

Need a helping hand?

03 05 the research paper

Step 1: Find a topic and review the literature

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

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

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

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

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

how to use google scholar

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

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

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

Don’t fixate on an article’s citation count in isolation - relevance (to your research question) and recency are also very important.

Step 2: Develop a structure and outline

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

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

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

You need to have a rough outline in place before you start writing your paper - or you’ll end up with a disjointed research paper that rambles on.

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

  • Introduction
  • Literature review
  • Methodology

Let’s take a look at each of these.

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

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

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

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

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

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

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

Step 3: Write and refine

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

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

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

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

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

Recap: Key Takeaways

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

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

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

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How to Write a Research Paper: Parts of the Paper

  • Choosing Your Topic
  • Citation & Style Guides This link opens in a new window
  • Critical Thinking
  • Evaluating Information
  • Parts of the Paper
  • Writing Tips from UNC-Chapel Hill
  • Librarian Contact

Parts of the Research Paper Papers should have a beginning, a middle, and an end. Your introductory paragraph should grab the reader's attention, state your main idea, and indicate how you will support it. The body of the paper should expand on what you have stated in the introduction. Finally, the conclusion restates the paper's thesis and should explain what you have learned, giving a wrap up of your main ideas.

1. The Title The title should be specific and indicate the theme of the research and what ideas it addresses. Use keywords that help explain your paper's topic to the reader. Try to avoid abbreviations and jargon. Think about keywords that people would use to search for your paper and include them in your title.

2. The Abstract The abstract is used by readers to get a quick overview of your paper. Typically, they are about 200 words in length (120 words minimum to  250 words maximum). The abstract should introduce the topic and thesis, and should provide a general statement about what you have found in your research. The abstract allows you to mention each major aspect of your topic and helps readers decide whether they want to read the rest of the paper. Because it is a summary of the entire research paper, it is often written last. 

3. The Introduction The introduction should be designed to attract the reader's attention and explain the focus of the research. You will introduce your overview of the topic,  your main points of information, and why this subject is important. You can introduce the current understanding and background information about the topic. Toward the end of the introduction, you add your thesis statement, and explain how you will provide information to support your research questions. This provides the purpose and focus for the rest of the paper.

4. Thesis Statement Most papers will have a thesis statement or main idea and supporting facts/ideas/arguments. State your main idea (something of interest or something to be proven or argued for or against) as your thesis statement, and then provide your supporting facts and arguments. A thesis statement is a declarative sentence that asserts the position a paper will be taking. It also points toward the paper's development. This statement should be both specific and arguable. Generally, the thesis statement will be placed at the end of the first paragraph of your paper. The remainder of your paper will support this thesis.

Students often learn to write a thesis as a first step in the writing process, but often, after research, a writer's viewpoint may change. Therefore a thesis statement may be one of the final steps in writing. 

Examples of Thesis Statements from Purdue OWL

5. The Literature Review The purpose of the literature review is to describe past important research and how it specifically relates to the research thesis. It should be a synthesis of the previous literature and the new idea being researched. The review should examine the major theories related to the topic to date and their contributors. It should include all relevant findings from credible sources, such as academic books and peer-reviewed journal articles. You will want  to:

  • Explain how the literature helps the researcher understand the topic.
  • Try to show connections and any disparities between the literature.
  • Identify new ways to interpret prior research.
  • Reveal any gaps that exist in the literature.

More about writing a literature review. . .

6. The Discussion ​The purpose of the discussion is to interpret and describe what you have learned from your research. Make the reader understand why your topic is important. The discussion should always demonstrate what you have learned from your readings (and viewings) and how that learning has made the topic evolve, especially from the short description of main points in the introduction.Explain any new understanding or insights you have had after reading your articles and/or books. Paragraphs should use transitioning sentences to develop how one paragraph idea leads to the next. The discussion will always connect to the introduction, your thesis statement, and the literature you reviewed, but it does not simply repeat or rearrange the introduction. You want to: 

  • Demonstrate critical thinking, not just reporting back facts that you gathered.
  • If possible, tell how the topic has evolved over the past and give it's implications for the future.
  • Fully explain your main ideas with supporting information.
  • Explain why your thesis is correct giving arguments to counter points.

7. The Conclusion A concluding paragraph is a brief summary of your main ideas and restates the paper's main thesis, giving the reader the sense that the stated goal of the paper has been accomplished. What have you learned by doing this research that you didn't know before? What conclusions have you drawn? You may also want to suggest further areas of study, improvement of research possibilities, etc. to demonstrate your critical thinking regarding your research.

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  • Last Updated: Feb 13, 2024 8:35 AM
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Home / Guides / Writing Guides / Paper Types / How to Write a Research Paper

How to Write a Research Paper

Research papers are a requirement for most college courses, so knowing how to write a research paper is important. These in-depth pieces of academic writing can seem pretty daunting, but there’s no need to panic. When broken down into its key components, writing your paper should be a manageable and, dare we say it, enjoyable task.

We’re going to look at the required elements of a paper in detail, and you might also find this webpage to be a  useful reference .

Guide Overview

  • What is a research paper?
  • How to start a research paper
  • Get clear instructions
  • Brainstorm ideas
  • Choose a topic
  • Outline your outline
  • Make friends with your librarian
  • Find quality sources
  • Understand your topic
  • A detailed outline
  • Keep it factual
  • Finalize your thesis statement
  • Think about format
  • Cite, cite and cite
  • The editing process
  • Final checks

What is a Research Paper?

A research paper is more than just an extra long essay or encyclopedic regurgitation of facts and figures. The aim of this task is to combine in-depth study of a particular topic with critical thinking and evaluation by the student—that’s you!

There are two main types of research paper: argumentative and analytical.

Argumentative  — takes a stance on a particular topic right from the start, with the aim of persuading the reader of the validity of the argument. These are best suited to topics that are debatable or controversial.

Analytical  — takes no firm stance on a topic initially. Instead it asks a question and should come to an answer through the evaluation of source material. As its name suggests, the aim is to analyze the source material and offer a fresh perspective on the results.

If you wish to further your understanding, you can  learn more here .

A required word count (think thousands!) can make writing that paper seem like an insurmountable task. Don’t worry! Our step-by-step guide will help you write that killer paper with confidence.

How to Start a Research Paper

Don’t rush ahead. Taking care during the planning and preparation stage will save time and hassle later.

Get Clear Instructions

Your lecturer or professor is your biggest ally—after all, they want you to do well. Make sure you get clear guidance from them on both the required format and preferred topics. In some cases, your tutor will assign a topic, or give you a set list to choose from. Often, however, you’ll be expected to select a suitable topic for yourself.

Having a research paper example to look at can also be useful for first-timers, so ask your tutor to supply you with one.

Brainstorm Ideas

Brainstorming research paper ideas is the first step to selecting a topic—and there are various methods you can use to brainstorm, including clustering (also known as mind mapping). Think about the research paper topics that interest you, and identify topics you have a strong opinion on.

Choose a Topic

Once you have a list of potential research paper topics, narrow them down by considering your academic strengths and ‘gaps in the market,’ e.g., don’t choose a common topic that’s been written about many times before. While you want your topic to be fresh and interesting, you also need to ensure there’s enough material available for you to work with. Similarly, while you shouldn’t go for easy research paper topics just for the sake of giving yourself less work, you do need to choose a topic that you feel confident you can do justice to.

Outline Your Outline

It might not be possible to form a full research paper outline until you’ve done some information gathering, but you can think about your overall aim; basically what you want to show and how you’re going to show it. Now’s also a good time to consider your thesis statement, although this might change as you delve into your source material deeper.

Researching the Research

Now it’s time to knuckle down and dig out all the information that’s relevant to your topic. Here are some tips.

Make Friends With Your Librarian

While lots of information gathering can be carried out online from anywhere, there’s still a place for old-fashioned study sessions in the library. A good librarian can help you to locate sources quickly and easily, and might even make suggestions that you hadn’t thought of. They’re great at helping you study and research, but probably can’t save you the best desk by the window.

Find Quality Sources

Not all sources are created equal, so make sure that you’re referring to reputable, reliable information. Examples of sources could include books, magazine articles, scholarly articles, reputable websites, databases and journals. Keywords relating to your topic can help you in your search.

As you search, you should begin to compile a list of references. This will make it much easier later when you are ready to build your paper’s bibliography. Keeping clear notes detailing any sources that you use will help you to avoid accidentally plagiarizing someone else’s work or ideas.

Understand Your Topic

Simply regurgitating facts and figures won’t make for an interesting paper. It’s essential that you fully understand your topic so you can come across as an authority on the subject and present your own ideas on it. You should read around your topic as widely as you can, before narrowing your area of interest for your paper, and critically analyzing your findings.

A Detailed Outline

Once you’ve got a firm grip on your subject and the source material available to you, formulate a detailed outline, including your thesis statement and how you are going to support it. The structure of your paper will depend on the subject type—ask a tutor for a research paper outline example if you’re unsure.

Get Writing!

If you’ve fully understood your topic and gathered quality source materials, bringing it all together should actually be the easy part!

Keep it Factual

There’s no place for sloppy writing in this kind of academic task, so keep your language simple and clear, and your points critical and succinct. The creative part is finding innovative angles and new insights on the topic to make your paper interesting.

Don’t forget about our  verb ,  preposition , and  adverb  pages. You may find useful information to help with your writing!

Finalize Your Thesis Statement

You should now be in a position to finalize your thesis statement, showing clearly what your paper will show, answer or prove. This should usually be a one or two sentence statement; however, it’s the core idea of your paper, and every insight that you include should be relevant to it. Remember, a thesis statement is not merely a summary of your findings. It should present an argument or perspective that the rest of your paper aims to support.

Think About Format

The required style of your research paper format will usually depend on your subject area. For example,  APA format  is normally used for social science subjects, while MLA style is most commonly used for liberal arts and humanities. Still, there are thousands of  more styles . Your tutor should be able to give you clear guidance on how to format your paper, how to structure it, and what elements it should include. Make sure that you follow their instruction. If possible, ask to see a sample research paper in the required format.

Cite, Cite and Cite

As all research paper topics invariably involve referring to other people’s work, it’s vital that you know how to properly cite your sources to avoid unintentional plagiarism. Whether you’re paraphrasing (putting someone else’s ideas into your own words) or directly quoting, the original source needs to be referenced. What style of citation formatting you use will depend on the requirements of your instructor, with common styles including APA and  MLA format , which consist of in-text citations (short citations within the text, enclosed with parentheses) and a reference/works cited list.

The Editing Process

It’s likely that your paper will go through several drafts before you arrive at the very best version. The editing process is your chance to fix any weak points in your paper before submission. You might find that it needs a better balance of both primary and secondary sources (click through to find  more info  on the difference), that an  adjective  could use tweaking, or that you’ve included sources that aren’t relevant or credible. You might even feel that you need to be clearer in your argument, more thorough in your critical analysis, or more balanced in your evaluation.

From a stylistic point of view, you want to ensure that your writing is clear, simple and concise, with no long, rambling sentences or paragraphs. Keeping within the required word count parameters is also important, and another thing to keep in mind is the inclusion of gender-neutral language, to avoid the reinforcement of tired stereotypes.

Don’t forget about our other pages! If you are looking for help with other grammar-related topics, check out our  noun ,  pronoun , and  conjunction  pages.

Final Checks

Once you’re happy with the depth and balance of the arguments and points presented, you can turn your attention to the finer details, such as formatting, spelling, punctuation, grammar and ensuring that your citations are all present and correct. The EasyBib Plus  plagiarism checker  is a handy tool for making sure that your sources are all cited. An EasyBib Plus subscription also comes with access to citation tools that can help you create citations in your choice of format.

Also, double-check your deadline date and the submissions guidelines to avoid any last-minute issues. Take a peek at our other grammar pages while you’re at it. We’ve included numerous links on this page, but we also have an  interjection  page and  determiner  page.

So you’ve done your final checks and handed in your paper according to the submissions guidelines and preferably before deadline day. Congratulations! If your schedule permits, now would be a great time to take a break from your studies. Maybe plan a fun activity with friends or just take the opportunity to rest and relax. A well-earned break from the books will ensure that you return to class refreshed and ready for your next stage of learning—and the next  research paper  requirement your tutor sets!

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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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Research Paper Structure: A Comprehensive Guide

Sumalatha G

Table of Contents

Writing a research paper is a daunting task, but understanding its structure can make the process more manageable and lead to a well-organized, coherent paper. This article provides a step-by-step approach to crafting a research paper, ensuring your work is not only informative but also structured for maximum impact.

Introduction

In any form of written communication, content structure plays a vital role in facilitating understanding. A well-structured research paper provides a framework that guides readers through the content, ensuring they grasp the main points efficiently. Without a clear structure, readers may become lost or confused, leading to a loss of interest and a failure to comprehend the intended message.

When it comes to research papers, structure is particularly important due to the complexity of the subject matter. Research papers often involve presenting and analyzing large amounts of data, theories, and arguments. Without a well-defined structure, readers may struggle to navigate through this information overload, resulting in a fragmented understanding of the topic.

How Structure Enhances Clarity and Coherence

A well-structured research paper not only helps readers follow the flow of ideas but also enhances the clarity and coherence of the content. By organizing information into sections, paragraphs, and sentences, researchers can present their thoughts logically and systematically. This logical organization allows readers to easily connect ideas, resulting in a more coherent and engaging reading experience.

One way in which structure enhances clarity is by providing a clear roadmap for readers to follow. By dividing the research paper into sections and subsections, researchers can guide readers through the different aspects of the topic. This allows readers to anticipate the flow of information and mentally prepare themselves for the upcoming content.

In addition, a well-structured research paper ensures that each paragraph serves a specific purpose and contributes to the overall argument or analysis. By clearly defining the main idea of each paragraph and providing supporting evidence or examples, researchers can avoid confusion and ensure that their points are effectively communicated.

Moreover, a structured research paper helps researchers maintain a consistent focus throughout their writing. By organizing their thoughts and ideas, researchers can ensure that they stay on track and avoid going off on tangents. This not only improves the clarity of the paper but also helps maintain the reader's interest and engagement.

Components of a Research Paper Structure

Title and abstract: the initial impression.

The title and abstract are the first elements readers encounter when accessing a research paper. The title should be concise, informative, and capture the essence of the study. For example, a title like "Exploring the Impact of Climate Change on Biodiversity in Tropical Rainforests" immediately conveys the subject matter and scope of the research. The abstract, on the other hand, provides a brief overview of the research problem, methodology, and findings, enticing readers to delve further into the paper. In a well-crafted abstract, researchers may highlight key results or implications of the study, giving readers a glimpse into the value of the research.

Introduction: Setting the Stage

The introduction serves as an invitation for readers to engage with the research paper. It should provide background information on the topic, highlight the research problem, and present the research question or thesis statement. By establishing the context and relevance of the study, the introduction piques readers' interest and prepares them for the content to follow. For instance, in a study on the impact of social media on mental health, the introduction may discuss the rise of social media platforms and the growing concerns about its effects on individuals' well-being. This contextual information helps readers understand the significance of the research and why it is worth exploring further.

Furthermore, the introduction may also outline the objectives of the study, stating what the researchers aim to achieve through their research. This helps readers understand the purpose and scope of the study, setting clear expectations for what they can expect to learn from the paper.

Literature Review: Building the Foundation

The literature review is a critical component of a research paper, as it demonstrates the researcher's understanding of existing knowledge and provides a foundation for the study. It involves reviewing and analyzing relevant scholarly articles, books, and other sources to identify gaps in research and establish the need for the current study. In a comprehensive literature review, researchers may summarize key findings from previous studies, identify areas of disagreement or controversy, and highlight the limitations of existing research.

Moreover, the literature review may also discuss theoretical frameworks or conceptual models that have been used in previous studies. By examining these frameworks, researchers can identify the theoretical underpinnings of their study and explain how their research fits within the broader academic discourse. This not only adds depth to the research paper but also helps readers understand the theoretical context in which the study is situated.

Methodology: Detailing the Process

The research design, data collection methods, and analysis techniques used in the study are described in the methodology section. It should be presented clearly and concisely, allowing readers to understand how the research was conducted and evaluated. A well-described methodology ensures the study's reliability and allows other researchers to replicate or build upon the findings.

Within the methodology section, researchers may provide a detailed description of the study population or sample, explaining how participants were selected and why they were chosen. This helps readers understand the generalizability of the findings and the extent to which they can be applied to a broader population.

In addition, researchers may also discuss any ethical considerations that were taken into account during the study. This could include obtaining informed consent from participants, ensuring confidentiality and anonymity, and following ethical guidelines set by relevant professional organizations. By addressing these ethical concerns, researchers demonstrate their commitment to conducting research in an ethical and responsible manner.

Results: Presenting the Findings

The results section represents the study findings. Researchers should organize their results in a logical manner, using tables, graphs, and descriptive statistics to support their conclusions. The results should be presented objectively, without interpretation or analysis. For instance, for a study on the effectiveness of a new drug in treating a specific medical condition, researchers may present the percentage of patients who experienced positive outcomes, along with any statistical significance associated with the results.

In addition to presenting the main findings, researchers may also include supplementary data or sub-analyses that provide further insights into the research question. This could include subgroup analyses, sensitivity analyses, or additional statistical tests that help explore the robustness of the findings.

Discussion: Interpreting the Results

In the discussion section, researchers analyze and interpret the results in light of the research question or thesis statement. This is an opportunity to explore the implications of the findings, compare them with existing literature, and offer insights into the broader significance of the study. The discussion should be supported by evidence and it is advised to avoid speculation.

Researchers may also discuss the limitations of their study, acknowledging any potential biases or confounding factors that may have influenced the results. By openly addressing these limitations, researchers demonstrate their commitment to transparency and scientific rigor.

Conclusion: Wrapping It Up

The conclusion provides a concise summary of the research paper, restating the main findings and their implications. It should also reflect on the significance of the study and suggest potential avenues for future research. A well-written conclusion leaves a lasting impression on readers, highlighting the importance of the research and its potential impact. By summarizing the key takeaways from the study, researchers ensure that readers walk away with a clear understanding of the research's contribution to the field.

Tips for Organizing Your Research Paper

Starting with a strong thesis statement.

A strong and clear thesis statement serves as the backbone of your research paper. It provides focus and direction, guiding the organization of ideas and arguments throughout the paper. Take the time to craft a well-defined thesis statement that encapsulates the core message of your research.

Creating an Outline: The Blueprint of Your Paper

An outline acts as a blueprint for your research paper, ensuring a logical flow of ideas and preventing disorganization. Divide your paper into sections and subsections, noting the main points and supporting arguments for each. This will help you maintain coherence and clarity throughout the writing process.

Balancing Depth and Breadth in Your Paper

When organizing your research paper, strike a balance between delving deeply into specific points and providing a broader overview. While depth is important for thorough analysis, too much detail can overwhelm readers. Consider your target audience and their level of familiarity with the topic to determine the appropriate level of depth and breadth for your paper.

By understanding the importance of research paper structure and implementing effective organizational strategies, researchers can ensure their work is accessible, engaging, and influential. A well-structured research paper not only communicates ideas clearly but also enhances the overall impact of the study. With careful planning and attention to detail, researchers can master the art of structuring their research papers, making them a valuable contribution to their field of study.

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How to start your research paper [step-by-step guide]

03 05 the research paper

1. Choose your topic

2. find information on your topic, 3. create a thesis statement, 4. create a research paper outline, 5. organize your notes, 6. write your introduction, 7. write your first draft of the body, 9. write your conclusion, 10. revise again, edit, and proofread, frequently asked questions about starting your research paper, related articles.

Research papers can be short or in-depth, but no matter what type of research paper, they all follow pretty much the same pattern and have the same structure .

A research paper is a paper that makes an argument about a topic based on research and analysis.

There will be some basic differences, but if you can write one type of research paper, you can write another. Below is a step-by-step guide to starting and completing your research paper.

Choose a topic that interests you. Writing your research paper will be so much more pleasant with a topic that you actually want to know more about. Your interest will show in the way you write and effort you put into the paper. Consider these issues when coming up with a topic:

  • make sure your topic is not too broad
  • narrow it down if you're using terms that are too general

Academic search engines are a great source to find background information on your topic. Your institution's library will most likely provide access to plenty of online research databases. Take a look at our guide on how to efficiently search online databases for academic research to learn how to gather all the information needed on your topic.

Tip: If you’re struggling with finding research, consider meeting with an academic librarian to help you come up with more balanced keywords.

If you’re struggling to find a topic for your thesis, take a look at our guide on how to come up with a thesis topic .

The thesis statement is one of the most important elements of any piece of academic writing. It can be defined as a very brief statement of what the main point or central message of your paper is. Our thesis statement guide will help you write an excellent thesis statement.

In the next step, you need to create your research paper outline . 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.

Then, fill out your outline with the following components:

  • the main ideas that you want to cover in the paper
  • the types of evidence that you will use to support your argument
  • quotes from secondary sources that you may want to use

Organizing all the information you have gathered according to your outline will help you later on in the writing process. Analyze your notes, check for accuracy, verify the information, and make sure you understand all the information you have gathered in a way that you can communicate your findings effectively.

Start with the introduction. It will set the direction of your paper and help you a lot as you write. Waiting to write it at the end can leave you with a poorly written setup to an otherwise well-written paper.

The body of your paper argues, explains or describes your topic. Start with the first topic from your outline. Ideally, you have organized your notes in a way that you can work through your research paper outline and have all the notes ready.

After your first draft, take some time to check the paper for content errors. Rearrange ideas, make changes and check if the order of your paragraphs makes sense. At this point, it is helpful to re-read the research paper guidelines and make sure you have followed the format requirements. You can also use free grammar and proof reading checkers such as Grammarly .

Tip: Consider reading your paper from back to front when you undertake your initial revision. This will help you ensure that your argument and organization are sound.

Write your conclusion last and avoid including any new information that has not already been presented in the body of the paper. Your conclusion should wrap up your paper and show that your research question has been answered.

Allow a few days to pass after you finished writing the final draft of your research paper, and then start making your final corrections. The University of North Carolina at Chapel Hill gives some great advice here on how to revise, edit, and proofread your paper.

Tip: Take a break from your paper before you start your final revisions. Then, you’ll be able to approach your paper with fresh eyes.

As part of your final revision, be sure to check that you’ve cited everything correctly and that you have a full bibliography. Use a reference manager like Paperpile to organize your research and to create accurate citations.

The first step to start writing a research paper is to choose a topic. Make sure your topic is not too broad; narrow it down if you're using terms that are too general.

The format of your research paper will vary depending on the journal you submit to. Make sure to check first which citation style does the journal follow, in order to format your paper accordingly. Check Getting started with your research paper outline to have an idea of what a research paper looks like.

The last step of your research paper should be proofreading. Allow a few days to pass after you finished writing the final draft of your research paper, and then start making your final corrections. The University of North Carolina at Chapel Hill gives some great advice here on how to revise, edit and proofread your paper.

There are plenty of software you can use to write a research paper. We recommend our own citation software, Paperpile , as well as grammar and proof reading checkers such as Grammarly .

03 05 the research paper

Purdue Online Writing Lab Purdue OWL® College of Liberal Arts

Writing a Research Paper

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Welcome to the Purdue OWL

This page is brought to you by the OWL at Purdue University. When printing this page, you must include the entire legal notice.

Copyright ©1995-2018 by The Writing Lab & The OWL at Purdue and Purdue University. All rights reserved. This material may not be published, reproduced, broadcast, rewritten, or redistributed without permission. Use of this site constitutes acceptance of our terms and conditions of fair use.

The Research Paper

There will come a time in most students' careers when they are assigned a research paper. Such an assignment often creates a great deal of unneeded anxiety in the student, which may result in procrastination and a feeling of confusion and inadequacy. This anxiety frequently stems from the fact that many students are unfamiliar and inexperienced with this genre of writing. Never fear—inexperience and unfamiliarity are situations you can change through practice! Writing a research paper is an essential aspect of academics and should not be avoided on account of one's anxiety. In fact, the process of writing a research paper can be one of the more rewarding experiences one may encounter in academics. What is more, many students will continue to do research throughout their careers, which is one of the reasons this topic is so important.

Becoming an experienced researcher and writer in any field or discipline takes a great deal of practice. There are few individuals for whom this process comes naturally. Remember, even the most seasoned academic veterans have had to learn how to write a research paper at some point in their career. Therefore, with diligence, organization, practice, a willingness to learn (and to make mistakes!), and, perhaps most important of all, patience, students will find that they can achieve great things through their research and writing.

The pages in this section cover the following topic areas related to the process of writing a research paper:

  • Genre - This section will provide an overview for understanding the difference between an analytical and argumentative research paper.
  • Choosing a Topic - This section will guide the student through the process of choosing topics, whether the topic be one that is assigned or one that the student chooses themselves.
  • Identifying an Audience - This section will help the student understand the often times confusing topic of audience by offering some basic guidelines for the process.
  • Where Do I Begin - This section concludes the handout by offering several links to resources at Purdue, and also provides an overview of the final stages of writing a research paper.
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How to Write a Research Paper

Last Updated: February 18, 2024 Fact Checked

This article was co-authored by Chris Hadley, PhD . Chris Hadley, PhD is part of the wikiHow team and works on content strategy and data and analytics. Chris Hadley earned his PhD in Cognitive Psychology from UCLA in 2006. Chris' academic research has been published in numerous scientific journals. There are 14 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 4,184,752 times.

Whether you’re in a history, literature, or science class, you’ll probably have to write a research paper at some point. It may seem daunting when you’re just starting out, but staying organized and budgeting your time can make the process a breeze. Research your topic, find reliable sources, and come up with a working thesis. Then create an outline and start drafting your paper. Be sure to leave plenty of time to make revisions, as editing is essential if you want to hand in your best work!

Sample Research Papers and Outlines

03 05 the research paper

Researching Your Topic

Step 1 Focus your research on a narrow topic.

  • For instance, you might start with a general subject, like British decorative arts. Then, as you read, you home in on transferware and pottery. Ultimately, you focus on 1 potter in the 1780s who invented a way to mass-produce patterned tableware.

Tip: If you need to analyze a piece of literature, your task is to pull the work apart into literary elements and explain how the author uses those parts to make their point.

Step 2 Search for credible sources online and at a library.

  • Authoritative, credible sources include scholarly articles (especially those other authors reference), government websites, scientific studies, and reputable news bureaus. Additionally, check your sources' dates, and make sure the information you gather is up to date.
  • Evaluate how other scholars have approached your topic. Identify authoritative sources or works that are accepted as the most important accounts of the subject matter. Additionally, look for debates among scholars, and ask yourself who presents the strongest evidence for their case. [3] X Trustworthy Source Purdue Online Writing Lab Trusted resource for writing and citation guidelines Go to source
  • You’ll most likely need to include a bibliography or works cited page, so keep your sources organized. List your sources, format them according to your assigned style guide (such as MLA or Chicago ), and write 2 or 3 summary sentences below each one. [4] X Research source

Step 3 Come up with a preliminary thesis.

  • Imagine you’re a lawyer in a trial and are presenting a case to a jury. Think of your readers as the jurors; your opening statement is your thesis and you’ll present evidence to the jury to make your case.
  • A thesis should be specific rather than vague, such as: “Josiah Spode’s improved formula for bone china enabled the mass production of transfer-printed wares, which expanded the global market for British pottery.”

Drafting Your Essay

Step 1 Create an outline

  • Your outline is your paper’s skeleton. After making the outline, all you’ll need to do is fill in the details.
  • For easy reference, include your sources where they fit into your outline, like this: III. Spode vs. Wedgewood on Mass Production A. Spode: Perfected chemical formula with aims for fast production and distribution (Travis, 2002, 43) B. Wedgewood: Courted high-priced luxury market; lower emphasis on mass production (Himmelweit, 2001, 71) C. Therefore: Wedgewood, unlike Spode, delayed the expansion of the pottery market.

Step 2 Present your thesis...

  • For instance, your opening line could be, “Overlooked in the present, manufacturers of British pottery in the eighteenth and nineteenth centuries played crucial roles in England’s Industrial Revolution.”
  • After presenting your thesis, lay out your evidence, like this: “An examination of Spode’s innovative production and distribution techniques will demonstrate the importance of his contributions to the industry and Industrial Revolution at large.”

Tip: Some people prefer to write the introduction first and use it to structure the rest of the paper. However, others like to write the body, then fill in the introduction. Do whichever seems natural to you. If you write the intro first, keep in mind you can tweak it later to reflect your finished paper’s layout.

Step 3 Build your argument in the body paragraphs.

  • After setting the context, you'd include a section on Josiah Spode’s company and what he did to make pottery easier to manufacture and distribute.
  • Next, discuss how targeting middle class consumers increased demand and expanded the pottery industry globally.
  • Then, you could explain how Spode differed from competitors like Wedgewood, who continued to court aristocratic consumers instead of expanding the market to the middle class.
  • The right number of sections or paragraphs depends on your assignment. In general, shoot for 3 to 5, but check your prompt for your assigned length.

Step 4 Address a counterargument to strengthen your case.

  • If you bring up a counterargument, make sure it’s a strong claim that’s worth entertaining instead of ones that's weak and easily dismissed.
  • Suppose, for instance, you’re arguing for the benefits of adding fluoride to toothpaste and city water. You could bring up a study that suggested fluoride produced harmful health effects, then explain how its testing methods were flawed.

Step 5 Summarize your argument...

  • Sum up your argument, but don’t simply rewrite your introduction using slightly different wording. To make your conclusion more memorable, you could also connect your thesis to a broader topic or theme to make it more relatable to your reader.
  • For example, if you’ve discussed the role of nationalism in World War I, you could conclude by mentioning nationalism’s reemergence in contemporary foreign affairs.

Revising Your Paper

Step 1 Ensure your paper...

  • This is also a great opportunity to make sure your paper fulfills the parameters of the assignment and answers the prompt!
  • It’s a good idea to put your essay aside for a few hours (or overnight, if you have time). That way, you can start editing it with fresh eyes.

Tip: Try to give yourself at least 2 or 3 days to revise your paper. It may be tempting to simply give your paper a quick read and use the spell-checker to make edits. However, revising your paper properly is more in-depth.

Step 2 Cut out unnecessary words and other fluff.

  • The passive voice, such as “The door was opened by me,” feels hesitant and wordy. On the other hand, the active voice, or “I opened the door,” feels strong and concise.
  • Each word in your paper should do a specific job. Try to avoid including extra words just to fill up blank space on a page or sound fancy.
  • For instance, “The author uses pathos to appeal to readers’ emotions” is better than “The author utilizes pathos to make an appeal to the emotional core of those who read the passage.”

Step 3 Proofread

  • Read your essay out loud to help ensure you catch every error. As you read, check for flow as well and, if necessary, tweak any spots that sound awkward. [13] X Trustworthy Source University of North Carolina Writing Center UNC's on-campus and online instructional service that provides assistance to students, faculty, and others during the writing process Go to source

Step 4 Ask a friend, relative, or teacher to read your work before you submit it.

  • It’s wise to get feedback from one person who’s familiar with your topic and another who’s not. The person who knows about the topic can help ensure you’ve nailed all the details. The person who’s unfamiliar with the topic can help make sure your writing is clear and easy to understand.

Community Q&A

Community Answer

  • Remember that your topic and thesis should be as specific as possible. Thanks Helpful 5 Not Helpful 0
  • Researching, outlining, drafting, and revising are all important steps, so do your best to budget your time wisely. Try to avoid waiting until the last minute to write your paper. Thanks Helpful 6 Not Helpful 2

03 05 the research paper

You Might Also Like

Get Started With a Research Project

  • ↑ https://writing.wisc.edu/handbook/assignments/planresearchpaper/
  • ↑ https://writingcenter.unc.edu/tips-and-tools/evaluating-print-sources/
  • ↑ https://owl.purdue.edu/owl/research_and_citation/conducting_research/research_overview/index.html
  • ↑ https://poorvucenter.yale.edu/writing/graduate-writing-lab/writing-through-graduate-school/working-sources
  • ↑ https://opentextbc.ca/writingforsuccess/chapter/chapter-5-putting-the-pieces-together-with-a-thesis-statement/
  • ↑ https://owl.purdue.edu/owl/general_writing/the_writing_process/developing_an_outline/index.html
  • ↑ https://writingcenter.unc.edu/tips-and-tools/introductions/
  • ↑ https://academicguides.waldenu.edu/writingcenter/writingprocess/counterarguments
  • ↑ https://writingcenter.fas.harvard.edu/pages/ending-essay-conclusions
  • ↑ https://writingcenter.unc.edu/tips-and-tools/revising-drafts/
  • ↑ https://academicguides.waldenu.edu/formandstyle/writing/scholarlyvoice/activepassive
  • ↑ https://writingcenter.unc.edu/tips-and-tools/editing-and-proofreading/
  • ↑ https://writingcenter.unc.edu/tips-and-tools/reading-aloud/
  • ↑ https://owl.purdue.edu/owl/general_writing/the_writing_process/proofreading/index.html

About This Article

Chris Hadley, PhD

To write a research paper, start by researching your topic at the library, online, or using an academic database. As you conduct your research and take notes, zero in on a specific topic that you want to write about and create a 1-2 sentence thesis to state the focus of your paper. Then, create an outline that includes an introduction, 3 to 5 body paragraphs to present your arguments, and a conclusion to sum up your main points. Once you have your paper's structure organized, draft your paragraphs, focusing on 1 argument per paragraph. Use the information you found through your research to back up your claims and prove your thesis statement. Finally, proofread and revise your content until it's polished and ready to submit. For more information on researching and citing sources, read on! Did this summary help you? Yes No

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Research Method

Home » Research Paper Format – Types, Examples and Templates

Research Paper Format – Types, Examples and Templates

Table of Contents

Research Paper Formats

Research paper format is an essential aspect of academic writing that plays a crucial role in the communication of research findings . The format of a research paper depends on various factors such as the discipline, style guide, and purpose of the research. It includes guidelines for the structure, citation style, referencing , and other elements of the paper that contribute to its overall presentation and coherence. Adhering to the appropriate research paper format is vital for ensuring that the research is accurately and effectively communicated to the intended audience. In this era of information, it is essential to understand the different research paper formats and their guidelines to communicate research effectively, accurately, and with the required level of detail. This post aims to provide an overview of some of the common research paper formats used in academic writing.

Research Paper Formats

Research Paper Formats are as follows:

  • APA (American Psychological Association) format
  • MLA (Modern Language Association) format
  • Chicago/Turabian style
  • IEEE (Institute of Electrical and Electronics Engineers) format
  • AMA (American Medical Association) style
  • Harvard style
  • Vancouver style
  • ACS (American Chemical Society) style
  • ASA (American Sociological Association) style
  • APSA (American Political Science Association) style

APA (American Psychological Association) Format

Here is a general APA format for a research paper:

  • Title Page: The title page should include the title of your paper, your name, and your institutional affiliation. It should also include a running head, which is a shortened version of the title, and a page number in the upper right-hand corner.
  • Abstract : The abstract is a brief summary of your paper, typically 150-250 words. It should include the purpose of your research, the main findings, and any implications or conclusions that can be drawn.
  • Introduction: The introduction should provide background information on your topic, state the purpose of your research, and present your research question or hypothesis. It should also include a brief literature review that discusses previous research on your topic.
  • Methods: The methods section should describe the procedures you used to collect and analyze your data. It should include information on the participants, the materials and instruments used, and the statistical analyses performed.
  • Results: The results section should present the findings of your research in a clear and concise manner. Use tables and figures to help illustrate your results.
  • Discussion : The discussion section should interpret your results and relate them back to your research question or hypothesis. It should also discuss the implications of your findings and any limitations of your study.
  • References : The references section should include a list of all sources cited in your paper. Follow APA formatting guidelines for your citations and references.

Some additional tips for formatting your APA research paper:

  • Use 12-point Times New Roman font throughout the paper.
  • Double-space all text, including the references.
  • Use 1-inch margins on all sides of the page.
  • Indent the first line of each paragraph by 0.5 inches.
  • Use a hanging indent for the references (the first line should be flush with the left margin, and all subsequent lines should be indented).
  • Number all pages, including the title page and references page, in the upper right-hand corner.

APA Research Paper Format Template

APA Research Paper Format Template is as follows:

Title Page:

  • Title of the paper
  • Author’s name
  • Institutional affiliation
  • A brief summary of the main points of the paper, including the research question, methods, findings, and conclusions. The abstract should be no more than 250 words.

Introduction:

  • Background information on the topic of the research paper
  • Research question or hypothesis
  • Significance of the study
  • Overview of the research methods and design
  • Brief summary of the main findings
  • Participants: description of the sample population, including the number of participants and their characteristics (age, gender, ethnicity, etc.)
  • Materials: description of any materials used in the study (e.g., survey questions, experimental apparatus)
  • Procedure: detailed description of the steps taken to conduct the study
  • Presentation of the findings of the study, including statistical analyses if applicable
  • Tables and figures may be included to illustrate the results

Discussion:

  • Interpretation of the results in light of the research question and hypothesis
  • Implications of the study for the field
  • Limitations of the study
  • Suggestions for future research

References:

  • A list of all sources cited in the paper, in APA format

Formatting guidelines:

  • Double-spaced
  • 12-point font (Times New Roman or Arial)
  • 1-inch margins on all sides
  • Page numbers in the top right corner
  • Headings and subheadings should be used to organize the paper
  • The first line of each paragraph should be indented
  • Quotations of 40 or more words should be set off in a block quote with no quotation marks
  • In-text citations should include the author’s last name and year of publication (e.g., Smith, 2019)

APA Research Paper Format Example

APA Research Paper Format Example is as follows:

The Effects of Social Media on Mental Health

University of XYZ

This study examines the relationship between social media use and mental health among college students. Data was collected through a survey of 500 students at the University of XYZ. Results suggest that social media use is significantly related to symptoms of depression and anxiety, and that the negative effects of social media are greater among frequent users.

Social media has become an increasingly important aspect of modern life, especially among young adults. While social media can have many positive effects, such as connecting people across distances and sharing information, there is growing concern about its impact on mental health. This study aims to examine the relationship between social media use and mental health among college students.

Participants: Participants were 500 college students at the University of XYZ, recruited through online advertisements and flyers posted on campus. Participants ranged in age from 18 to 25, with a mean age of 20.5 years. The sample was 60% female, 40% male, and 5% identified as non-binary or gender non-conforming.

Data was collected through an online survey administered through Qualtrics. The survey consisted of several measures, including the Patient Health Questionnaire-9 (PHQ-9) for depression symptoms, the Generalized Anxiety Disorder-7 (GAD-7) for anxiety symptoms, and questions about social media use.

Procedure :

Participants were asked to complete the online survey at their convenience. The survey took approximately 20-30 minutes to complete. Data was analyzed using descriptive statistics, correlations, and multiple regression analysis.

Results indicated that social media use was significantly related to symptoms of depression (r = .32, p < .001) and anxiety (r = .29, p < .001). Regression analysis indicated that frequency of social media use was a significant predictor of both depression symptoms (β = .24, p < .001) and anxiety symptoms (β = .20, p < .001), even when controlling for age, gender, and other relevant factors.

The results of this study suggest that social media use is associated with symptoms of depression and anxiety among college students. The negative effects of social media are greater among frequent users. These findings have important implications for mental health professionals and educators, who should consider addressing the potential negative effects of social media use in their work with young adults.

References :

References should be listed in alphabetical order according to the author’s last name. For example:

  • Chou, H. T. G., & Edge, N. (2012). “They are happier and having better lives than I am”: The impact of using Facebook on perceptions of others’ lives. Cyberpsychology, Behavior, and Social Networking, 15(2), 117-121.
  • Twenge, J. M., Joiner, T. E., Rogers, M. L., & Martin, G. N. (2018). Increases in depressive symptoms, suicide-related outcomes, and suicide rates among U.S. adolescents after 2010 and links to increased new media screen time. Clinical Psychological Science, 6(1), 3-17.

Note: This is just a sample Example do not use this in your assignment.

MLA (Modern Language Association) Format

MLA (Modern Language Association) Format is as follows:

  • Page Layout : Use 8.5 x 11-inch white paper, with 1-inch margins on all sides. The font should be 12-point Times New Roman or a similar serif font.
  • Heading and Title : The first page of your research paper should include a heading and a title. The heading should include your name, your instructor’s name, the course title, and the date. The title should be centered and in title case (capitalizing the first letter of each important word).
  • In-Text Citations : Use parenthetical citations to indicate the source of your information. The citation should include the author’s last name and the page number(s) of the source. For example: (Smith 23).
  • Works Cited Page : At the end of your paper, include a Works Cited page that lists all the sources you used in your research. Each entry should include the author’s name, the title of the work, the publication information, and the medium of publication.
  • Formatting Quotations : Use double quotation marks for short quotations and block quotations for longer quotations. Indent the entire quotation five spaces from the left margin.
  • Formatting the Body : Use a clear and readable font and double-space your text throughout. The first line of each paragraph should be indented one-half inch from the left margin.

MLA Research Paper Template

MLA Research Paper Format Template is as follows:

  • Use 8.5 x 11 inch white paper.
  • Use a 12-point font, such as Times New Roman.
  • Use double-spacing throughout the entire paper, including the title page and works cited page.
  • Set the margins to 1 inch on all sides.
  • Use page numbers in the upper right corner, beginning with the first page of text.
  • Include a centered title for the research paper, using title case (capitalizing the first letter of each important word).
  • Include your name, instructor’s name, course name, and date in the upper left corner, double-spaced.

In-Text Citations

  • When quoting or paraphrasing information from sources, include an in-text citation within the text of your paper.
  • Use the author’s last name and the page number in parentheses at the end of the sentence, before the punctuation mark.
  • If the author’s name is mentioned in the sentence, only include the page number in parentheses.

Works Cited Page

  • List all sources cited in alphabetical order by the author’s last name.
  • Each entry should include the author’s name, title of the work, publication information, and medium of publication.
  • Use italics for book and journal titles, and quotation marks for article and chapter titles.
  • For online sources, include the date of access and the URL.

Here is an example of how the first page of a research paper in MLA format should look:

Headings and Subheadings

  • Use headings and subheadings to organize your paper and make it easier to read.
  • Use numerals to number your headings and subheadings (e.g. 1, 2, 3), and capitalize the first letter of each word.
  • The main heading should be centered and in boldface type, while subheadings should be left-aligned and in italics.
  • Use only one space after each period or punctuation mark.
  • Use quotation marks to indicate direct quotes from a source.
  • If the quote is more than four lines, format it as a block quote, indented one inch from the left margin and without quotation marks.
  • Use ellipses (…) to indicate omitted words from a quote, and brackets ([…]) to indicate added words.

Works Cited Examples

  • Book: Last Name, First Name. Title of Book. Publisher, Publication Year.
  • Journal Article: Last Name, First Name. “Title of Article.” Title of Journal, volume number, issue number, publication date, page numbers.
  • Website: Last Name, First Name. “Title of Webpage.” Title of Website, publication date, URL. Accessed date.

Here is an example of how a works cited entry for a book should look:

Smith, John. The Art of Writing Research Papers. Penguin, 2021.

MLA Research Paper Example

MLA Research Paper Format Example is as follows:

Your Professor’s Name

Course Name and Number

Date (in Day Month Year format)

Word Count (not including title page or Works Cited)

Title: The Impact of Video Games on Aggression Levels

Video games have become a popular form of entertainment among people of all ages. However, the impact of video games on aggression levels has been a subject of debate among scholars and researchers. While some argue that video games promote aggression and violent behavior, others argue that there is no clear link between video games and aggression levels. This research paper aims to explore the impact of video games on aggression levels among young adults.

Background:

The debate on the impact of video games on aggression levels has been ongoing for several years. According to the American Psychological Association, exposure to violent media, including video games, can increase aggression levels in children and adolescents. However, some researchers argue that there is no clear evidence to support this claim. Several studies have been conducted to examine the impact of video games on aggression levels, but the results have been mixed.

Methodology:

This research paper used a quantitative research approach to examine the impact of video games on aggression levels among young adults. A sample of 100 young adults between the ages of 18 and 25 was selected for the study. The participants were asked to complete a questionnaire that measured their aggression levels and their video game habits.

The results of the study showed that there was a significant correlation between video game habits and aggression levels among young adults. The participants who reported playing violent video games for more than 5 hours per week had higher aggression levels than those who played less than 5 hours per week. The study also found that male participants were more likely to play violent video games and had higher aggression levels than female participants.

The findings of this study support the claim that video games can increase aggression levels among young adults. However, it is important to note that the study only examined the impact of video games on aggression levels and did not take into account other factors that may contribute to aggressive behavior. It is also important to note that not all video games promote violence and aggression, and some games may have a positive impact on cognitive and social skills.

Conclusion :

In conclusion, this research paper provides evidence to support the claim that video games can increase aggression levels among young adults. However, it is important to conduct further research to examine the impact of video games on other aspects of behavior and to explore the potential benefits of video games. Parents and educators should be aware of the potential impact of video games on aggression levels and should encourage young adults to engage in a variety of activities that promote cognitive and social skills.

Works Cited:

  • American Psychological Association. (2017). Violent Video Games: Myths, Facts, and Unanswered Questions. Retrieved from https://www.apa.org/news/press/releases/2017/08/violent-video-games
  • Ferguson, C. J. (2015). Do Angry Birds make for angry children? A meta-analysis of video game influences on children’s and adolescents’ aggression, mental health, prosocial behavior, and academic performance. Perspectives on Psychological Science, 10(5), 646-666.
  • Gentile, D. A., Swing, E. L., Lim, C. G., & Khoo, A. (2012). Video game playing, attention problems, and impulsiveness: Evidence of bidirectional causality. Psychology of Popular Media Culture, 1(1), 62-70.
  • Greitemeyer, T. (2014). Effects of prosocial video games on prosocial behavior. Journal of Personality and Social Psychology, 106(4), 530-548.

Chicago/Turabian Style

Chicago/Turabian Formate is as follows:

  • Margins : Use 1-inch margins on all sides of the paper.
  • Font : Use a readable font such as Times New Roman or Arial, and use a 12-point font size.
  • Page numbering : Number all pages in the upper right-hand corner, beginning with the first page of text. Use Arabic numerals.
  • Title page: Include a title page with the title of the paper, your name, course title and number, instructor’s name, and the date. The title should be centered on the page and in title case (capitalize the first letter of each word).
  • Headings: Use headings to organize your paper. The first level of headings should be centered and in boldface or italics. The second level of headings should be left-aligned and in boldface or italics. Use as many levels of headings as necessary to organize your paper.
  • In-text citations : Use footnotes or endnotes to cite sources within the text of your paper. The first citation for each source should be a full citation, and subsequent citations can be shortened. Use superscript numbers to indicate footnotes or endnotes.
  • Bibliography : Include a bibliography at the end of your paper, listing all sources cited in your paper. The bibliography should be in alphabetical order by the author’s last name, and each entry should include the author’s name, title of the work, publication information, and date of publication.
  • Formatting of quotations: Use block quotations for quotations that are longer than four lines. Indent the entire quotation one inch from the left margin, and do not use quotation marks. Single-space the quotation, and double-space between paragraphs.
  • Tables and figures: Use tables and figures to present data and illustrations. Number each table and figure sequentially, and provide a brief title for each. Place tables and figures as close as possible to the text that refers to them.
  • Spelling and grammar : Use correct spelling and grammar throughout your paper. Proofread carefully for errors.

Chicago/Turabian Research Paper Template

Chicago/Turabian Research Paper Template is as folows:

Title of Paper

Name of Student

Professor’s Name

I. Introduction

A. Background Information

B. Research Question

C. Thesis Statement

II. Literature Review

A. Overview of Existing Literature

B. Analysis of Key Literature

C. Identification of Gaps in Literature

III. Methodology

A. Research Design

B. Data Collection

C. Data Analysis

IV. Results

A. Presentation of Findings

B. Analysis of Findings

C. Discussion of Implications

V. Conclusion

A. Summary of Findings

B. Implications for Future Research

C. Conclusion

VI. References

A. Bibliography

B. In-Text Citations

VII. Appendices (if necessary)

A. Data Tables

C. Additional Supporting Materials

Chicago/Turabian Research Paper Example

Title: The Impact of Social Media on Political Engagement

Name: John Smith

Class: POLS 101

Professor: Dr. Jane Doe

Date: April 8, 2023

I. Introduction:

Social media has become an integral part of our daily lives. People use social media platforms like Facebook, Twitter, and Instagram to connect with friends and family, share their opinions, and stay informed about current events. With the rise of social media, there has been a growing interest in understanding its impact on various aspects of society, including political engagement. In this paper, I will examine the relationship between social media use and political engagement, specifically focusing on how social media influences political participation and political attitudes.

II. Literature Review:

There is a growing body of literature on the impact of social media on political engagement. Some scholars argue that social media has a positive effect on political participation by providing new channels for political communication and mobilization (Delli Carpini & Keeter, 1996; Putnam, 2000). Others, however, suggest that social media can have a negative impact on political engagement by creating filter bubbles that reinforce existing beliefs and discourage political dialogue (Pariser, 2011; Sunstein, 2001).

III. Methodology:

To examine the relationship between social media use and political engagement, I conducted a survey of 500 college students. The survey included questions about social media use, political participation, and political attitudes. The data was analyzed using descriptive statistics and regression analysis.

Iv. Results:

The results of the survey indicate that social media use is positively associated with political participation. Specifically, respondents who reported using social media to discuss politics were more likely to have participated in a political campaign, attended a political rally, or contacted a political representative. Additionally, social media use was found to be associated with more positive attitudes towards political engagement, such as increased trust in government and belief in the effectiveness of political action.

V. Conclusion:

The findings of this study suggest that social media has a positive impact on political engagement, by providing new opportunities for political communication and mobilization. However, there is also a need for caution, as social media can also create filter bubbles that reinforce existing beliefs and discourage political dialogue. Future research should continue to explore the complex relationship between social media and political engagement, and develop strategies to harness the potential benefits of social media while mitigating its potential negative effects.

Vii. References:

  • Delli Carpini, M. X., & Keeter, S. (1996). What Americans know about politics and why it matters. Yale University Press.
  • Pariser, E. (2011). The filter bubble: What the Internet is hiding from you. Penguin.
  • Putnam, R. D. (2000). Bowling alone: The collapse and revival of American community. Simon & Schuster.
  • Sunstein, C. R. (2001). Republic.com. Princeton University Press.

IEEE (Institute of Electrical and Electronics Engineers) Format

IEEE (Institute of Electrical and Electronics Engineers) Research Paper Format is as follows:

  • Title : A concise and informative title that accurately reflects the content of the paper.
  • Abstract : A brief summary of the paper, typically no more than 250 words, that includes the purpose of the study, the methods used, the key findings, and the main conclusions.
  • Introduction : An overview of the background, context, and motivation for the research, including a clear statement of the problem being addressed and the objectives of the study.
  • Literature review: A critical analysis of the relevant research and scholarship on the topic, including a discussion of any gaps or limitations in the existing literature.
  • Methodology : A detailed description of the methods used to collect and analyze data, including any experiments or simulations, data collection instruments or procedures, and statistical analyses.
  • Results : A clear and concise presentation of the findings, including any relevant tables, graphs, or figures.
  • Discussion : A detailed interpretation of the results, including a comparison of the findings with previous research, a discussion of the implications of the results, and any recommendations for future research.
  • Conclusion : A summary of the key findings and main conclusions of the study.
  • References : A list of all sources cited in the paper, formatted according to IEEE guidelines.

In addition to these elements, an IEEE research paper should also follow certain formatting guidelines, including using 12-point font, double-spaced text, and numbered headings and subheadings. Additionally, any tables, figures, or equations should be clearly labeled and referenced in the text.

AMA (American Medical Association) Style

AMA (American Medical Association) Style Research Paper Format:

  • Title Page: This page includes the title of the paper, the author’s name, institutional affiliation, and any acknowledgments or disclaimers.
  • Abstract: The abstract is a brief summary of the paper that outlines the purpose, methods, results, and conclusions of the study. It is typically limited to 250 words or less.
  • Introduction: The introduction provides a background of the research problem, defines the research question, and outlines the objectives and hypotheses of the study.
  • Methods: The methods section describes the research design, participants, procedures, and instruments used to collect and analyze data.
  • Results: The results section presents the findings of the study in a clear and concise manner, using graphs, tables, and charts where appropriate.
  • Discussion: The discussion section interprets the results, explains their significance, and relates them to previous research in the field.
  • Conclusion: The conclusion summarizes the main points of the paper, discusses the implications of the findings, and suggests future research directions.
  • References: The reference list includes all sources cited in the paper, listed in alphabetical order by author’s last name.

In addition to these sections, the AMA format requires that authors follow specific guidelines for citing sources in the text and formatting their references. The AMA style uses a superscript number system for in-text citations and provides specific formats for different types of sources, such as books, journal articles, and websites.

Harvard Style

Harvard Style Research Paper format is as follows:

  • Title page: This should include the title of your paper, your name, the name of your institution, and the date of submission.
  • Abstract : This is a brief summary of your paper, usually no more than 250 words. It should outline the main points of your research and highlight your findings.
  • Introduction : This section should introduce your research topic, provide background information, and outline your research question or thesis statement.
  • Literature review: This section should review the relevant literature on your topic, including previous research studies, academic articles, and other sources.
  • Methodology : This section should describe the methods you used to conduct your research, including any data collection methods, research instruments, and sampling techniques.
  • Results : This section should present your findings in a clear and concise manner, using tables, graphs, and other visual aids if necessary.
  • Discussion : This section should interpret your findings and relate them to the broader research question or thesis statement. You should also discuss the implications of your research and suggest areas for future study.
  • Conclusion : This section should summarize your main findings and provide a final statement on the significance of your research.
  • References : This is a list of all the sources you cited in your paper, presented in alphabetical order by author name. Each citation should include the author’s name, the title of the source, the publication date, and other relevant information.

In addition to these sections, a Harvard Style research paper may also include a table of contents, appendices, and other supplementary materials as needed. It is important to follow the specific formatting guidelines provided by your instructor or academic institution when preparing your research paper in Harvard Style.

Vancouver Style

Vancouver Style Research Paper format is as follows:

The Vancouver citation style is commonly used in the biomedical sciences and is known for its use of numbered references. Here is a basic format for a research paper using the Vancouver citation style:

  • Title page: Include the title of your paper, your name, the name of your institution, and the date.
  • Abstract : This is a brief summary of your research paper, usually no more than 250 words.
  • Introduction : Provide some background information on your topic and state the purpose of your research.
  • Methods : Describe the methods you used to conduct your research, including the study design, data collection, and statistical analysis.
  • Results : Present your findings in a clear and concise manner, using tables and figures as needed.
  • Discussion : Interpret your results and explain their significance. Also, discuss any limitations of your study and suggest directions for future research.
  • References : List all of the sources you cited in your paper in numerical order. Each reference should include the author’s name, the title of the article or book, the name of the journal or publisher, the year of publication, and the page numbers.

ACS (American Chemical Society) Style

ACS (American Chemical Society) Style Research Paper format is as follows:

The American Chemical Society (ACS) Style is a citation style commonly used in chemistry and related fields. When formatting a research paper in ACS Style, here are some guidelines to follow:

  • Paper Size and Margins : Use standard 8.5″ x 11″ paper with 1-inch margins on all sides.
  • Font: Use a 12-point serif font (such as Times New Roman) for the main text. The title should be in bold and a larger font size.
  • Title Page : The title page should include the title of the paper, the authors’ names and affiliations, and the date of submission. The title should be centered on the page and written in bold font. The authors’ names should be centered below the title, followed by their affiliations and the date.
  • Abstract : The abstract should be a brief summary of the paper, no more than 250 words. It should be on a separate page and include the title of the paper, the authors’ names and affiliations, and the text of the abstract.
  • Main Text : The main text should be organized into sections with headings that clearly indicate the content of each section. The introduction should provide background information and state the research question or hypothesis. The methods section should describe the procedures used in the study. The results section should present the findings of the study, and the discussion section should interpret the results and provide conclusions.
  • References: Use the ACS Style guide to format the references cited in the paper. In-text citations should be numbered sequentially throughout the text and listed in numerical order at the end of the paper.
  • Figures and Tables: Figures and tables should be numbered sequentially and referenced in the text. Each should have a descriptive caption that explains its content. Figures should be submitted in a high-quality electronic format.
  • Supporting Information: Additional information such as data, graphs, and videos may be included as supporting information. This should be included in a separate file and referenced in the main text.
  • Acknowledgments : Acknowledge any funding sources or individuals who contributed to the research.

ASA (American Sociological Association) Style

ASA (American Sociological Association) Style Research Paper format is as follows:

  • Title Page: The title page of an ASA style research paper should include the title of the paper, the author’s name, and the institutional affiliation. The title should be centered and should be in title case (the first letter of each major word should be capitalized).
  • Abstract: An abstract is a brief summary of the paper that should appear on a separate page immediately following the title page. The abstract should be no more than 200 words in length and should summarize the main points of the paper.
  • Main Body: The main body of the paper should begin on a new page following the abstract page. The paper should be double-spaced, with 1-inch margins on all sides, and should be written in 12-point Times New Roman font. The main body of the paper should include an introduction, a literature review, a methodology section, results, and a discussion.
  • References : The reference section should appear on a separate page at the end of the paper. All sources cited in the paper should be listed in alphabetical order by the author’s last name. Each reference should include the author’s name, the title of the work, the publication information, and the date of publication.
  • Appendices : Appendices are optional and should only be included if they contain information that is relevant to the study but too lengthy to be included in the main body of the paper. If you include appendices, each one should be labeled with a letter (e.g., Appendix A, Appendix B, etc.) and should be referenced in the main body of the paper.

APSA (American Political Science Association) Style

APSA (American Political Science Association) Style Research Paper format is as follows:

  • Title Page: The title page should include the title of the paper, the author’s name, the name of the course or instructor, and the date.
  • Abstract : An abstract is typically not required in APSA style papers, but if one is included, it should be brief and summarize the main points of the paper.
  • Introduction : The introduction should provide an overview of the research topic, the research question, and the main argument or thesis of the paper.
  • Literature Review : The literature review should summarize the existing research on the topic and provide a context for the research question.
  • Methods : The methods section should describe the research methods used in the paper, including data collection and analysis.
  • Results : The results section should present the findings of the research.
  • Discussion : The discussion section should interpret the results and connect them back to the research question and argument.
  • Conclusion : The conclusion should summarize the main findings and implications of the research.
  • References : The reference list should include all sources cited in the paper, formatted according to APSA style guidelines.

In-text citations in APSA style use parenthetical citation, which includes the author’s last name, publication year, and page number(s) if applicable. For example, (Smith 2010, 25).

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How to Write the Discussion Section of a Research Paper

The discussion section of a research paper analyzes and interprets the findings, provides context, compares them with previous studies, identifies limitations, and suggests future research directions.

Updated on September 15, 2023

researchers writing the discussion section of their research paper

Structure your discussion section right, and you’ll be cited more often while doing a greater service to the scientific community. So, what actually goes into the discussion section? And how do you write it?

The discussion section of your research paper is where you let the reader know how your study is positioned in the literature, what to take away from your paper, and how your work helps them. It can also include your conclusions and suggestions for future studies.

First, we’ll define all the parts of your discussion paper, and then look into how to write a strong, effective discussion section for your paper or manuscript.

Discussion section: what is it, what it does

The discussion section comes later in your paper, following the introduction, methods, and results. The discussion sets up your study’s conclusions. Its main goals are to present, interpret, and provide a context for your results.

What is it?

The discussion section provides an analysis and interpretation of the findings, compares them with previous studies, identifies limitations, and suggests future directions for research.

This section combines information from the preceding parts of your paper into a coherent story. By this point, the reader already knows why you did your study (introduction), how you did it (methods), and what happened (results). In the discussion, you’ll help the reader connect the ideas from these sections.

Why is it necessary?

The discussion provides context and interpretations for the results. It also answers the questions posed in the introduction. While the results section describes your findings, the discussion explains what they say. This is also where you can describe the impact or implications of your research.

Adds context for your results

Most research studies aim to answer a question, replicate a finding, or address limitations in the literature. These goals are first described in the introduction. However, in the discussion section, the author can refer back to them to explain how the study's objective was achieved. 

Shows what your results actually mean and real-world implications

The discussion can also describe the effect of your findings on research or practice. How are your results significant for readers, other researchers, or policymakers?

What to include in your discussion (in the correct order)

A complete and effective discussion section should at least touch on the points described below.

Summary of key findings

The discussion should begin with a brief factual summary of the results. Concisely overview the main results you obtained.

Begin with key findings with supporting evidence

Your results section described a list of findings, but what message do they send when you look at them all together?

Your findings were detailed in the results section, so there’s no need to repeat them here, but do provide at least a few highlights. This will help refresh the reader’s memory and help them focus on the big picture.

Read the first paragraph of the discussion section in this article (PDF) for an example of how to start this part of your paper. Notice how the authors break down their results and follow each description sentence with an explanation of why each finding is relevant. 

State clearly and concisely

Following a clear and direct writing style is especially important in the discussion section. After all, this is where you will make some of the most impactful points in your paper. While the results section often contains technical vocabulary, such as statistical terms, the discussion section lets you describe your findings more clearly. 

Interpretation of results

Once you’ve given your reader an overview of your results, you need to interpret those results. In other words, what do your results mean? Discuss the findings’ implications and significance in relation to your research question or hypothesis.

Analyze and interpret your findings

Look into your findings and explore what’s behind them or what may have caused them. If your introduction cited theories or studies that could explain your findings, use these sources as a basis to discuss your results.

For example, look at the second paragraph in the discussion section of this article on waggling honey bees. Here, the authors explore their results based on information from the literature.

Unexpected or contradictory results

Sometimes, your findings are not what you expect. Here’s where you describe this and try to find a reason for it. Could it be because of the method you used? Does it have something to do with the variables analyzed? Comparing your methods with those of other similar studies can help with this task.

Context and comparison with previous work

Refer to related studies to place your research in a larger context and the literature. Compare and contrast your findings with existing literature, highlighting similarities, differences, and/or contradictions.

How your work compares or contrasts with previous work

Studies with similar findings to yours can be cited to show the strength of your findings. Information from these studies can also be used to help explain your results. Differences between your findings and others in the literature can also be discussed here. 

How to divide this section into subsections

If you have more than one objective in your study or many key findings, you can dedicate a separate section to each of these. Here’s an example of this approach. You can see that the discussion section is divided into topics and even has a separate heading for each of them. 

Limitations

Many journals require you to include the limitations of your study in the discussion. Even if they don’t, there are good reasons to mention these in your paper.

Why limitations don’t have a negative connotation

A study’s limitations are points to be improved upon in future research. While some of these may be flaws in your method, many may be due to factors you couldn’t predict.

Examples include time constraints or small sample sizes. Pointing this out will help future researchers avoid or address these issues. This part of the discussion can also include any attempts you have made to reduce the impact of these limitations, as in this study .

How limitations add to a researcher's credibility

Pointing out the limitations of your study demonstrates transparency. It also shows that you know your methods well and can conduct a critical assessment of them.  

Implications and significance

The final paragraph of the discussion section should contain the take-home messages for your study. It can also cite the “strong points” of your study, to contrast with the limitations section.

Restate your hypothesis

Remind the reader what your hypothesis was before you conducted the study. 

How was it proven or disproven?

Identify your main findings and describe how they relate to your hypothesis.

How your results contribute to the literature

Were you able to answer your research question? Or address a gap in the literature?

Future implications of your research

Describe the impact that your results may have on the topic of study. Your results may show, for instance, that there are still limitations in the literature for future studies to address. There may be a need for studies that extend your findings in a specific way. You also may need additional research to corroborate your findings. 

Sample discussion section

This fictitious example covers all the aspects discussed above. Your actual discussion section will probably be much longer, but you can read this to get an idea of everything your discussion should cover.

Our results showed that the presence of cats in a household is associated with higher levels of perceived happiness by its human occupants. These findings support our hypothesis and demonstrate the association between pet ownership and well-being. 

The present findings align with those of Bao and Schreer (2016) and Hardie et al. (2023), who observed greater life satisfaction in pet owners relative to non-owners. Although the present study did not directly evaluate life satisfaction, this factor may explain the association between happiness and cat ownership observed in our sample.

Our findings must be interpreted in light of some limitations, such as the focus on cat ownership only rather than pets as a whole. This may limit the generalizability of our results.

Nevertheless, this study had several strengths. These include its strict exclusion criteria and use of a standardized assessment instrument to investigate the relationships between pets and owners. These attributes bolster the accuracy of our results and reduce the influence of confounding factors, increasing the strength of our conclusions. Future studies may examine the factors that mediate the association between pet ownership and happiness to better comprehend this phenomenon.

This brief discussion begins with a quick summary of the results and hypothesis. The next paragraph cites previous research and compares its findings to those of this study. Information from previous studies is also used to help interpret the findings. After discussing the results of the study, some limitations are pointed out. The paper also explains why these limitations may influence the interpretation of results. Then, final conclusions are drawn based on the study, and directions for future research are suggested.

How to make your discussion flow naturally

If you find writing in scientific English challenging, the discussion and conclusions are often the hardest parts of the paper to write. That’s because you’re not just listing up studies, methods, and outcomes. You’re actually expressing your thoughts and interpretations in words.

  • How formal should it be?
  • What words should you use, or not use?
  • How do you meet strict word limits, or make it longer and more informative?

Always give it your best, but sometimes a helping hand can, well, help. Getting a professional edit can help clarify your work’s importance while improving the English used to explain it. When readers know the value of your work, they’ll cite it. We’ll assign your study to an expert editor knowledgeable in your area of research. Their work will clarify your discussion, helping it to tell your story. Find out more about AJE Editing.

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Ensure your structure and ideas are consistent and clearly communicated

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Humanities LibreTexts

5.10: The Traditional Research Paper is Best

  • Last updated
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  • Page ID 65300

  • Cheryl E. Ball & Drew M. Loewe ed.
  • West Virginia University via Digital Publishing Institute and West Virginia University Libraries

Author: Alexandria Lockett, English, Spelman College

To understand the research paper and its contemporary significance, we must acknowledge how the Internet makes the process of research and of writing research much more complex. A vast majority of Internet users use the web and social media multiple times per day. Long gone are the days when one major function of the research paper was to bring students into contact with libraries. Today’s students need to also know how to navigate the Internet—a vast digital source of information whose system architecture affects the work of teaching and research.

Typically, a first-year college student’s research paper assignment might require 5–10 sources, whereas advanced students are probably asked to cite no more than 30 sources. These figures may stem from research concerns that emerged during an entirely different technological history. This number makes sense if we consider the physical labor involved in visiting the library, communicating with a librarian, finding the card catalog, writing down serial numbers, walking up several flights of stairs, locating the correct stack, browsing the stack, and using a step stool to reach the source in question—rinse and repeat. These spatio-temporal aspects of composing a research paper most likely affected source selection. For example, some textbook writers used to complain about how research papers often lacked primary sources and relied on questionable secondary materials despite physical libraries’ numerous resources.

The number of sources a paper should include remains an essential guideline that defines the research paper, which affects how students prioritize their efforts. Most college students will not have to worry about physically setting foot in a library building to meet the research paper’s quantitative source requirement. In fact, finding the number of sources is the easiest part for student writers, because a broad search will take less than one full second to retrieve millions and millions of sources on any given subject.

Of course, finding sources may be easy, but strategically incorporating them into an argument may seem impossible to today’s writers. How could any teacher reasonably expect a student to come up with a thesis when they are seconds away from an uncountable selection of sources and communities of knowledge? What incentive does any researcher have to make new ideas in the data deluge? When almost anything that can be conceived is searchable via the Internet, what is the researcher really responsible for? Verifying data? Deliberating about its significance? Informing their social media networks?

Unfortunately, the labor involved in researching and using the Internet for research tends to be ignored. Instructors may underestimate the nuances of popular databases and overestimate students’ frequent use of databases as competency. However, Internet research really is a lot of work. Researching “the research paper” via Google, Google News, and Google Scholar retrieves almost 19,000,000 results. Unaccompanied by quotes, the number of results exceeds one billion. Without awareness of the importance of Boolean logic, or operators that affect the scale of results, a researcher may find herself drowning in data. When plugged into proprietary databases available to most college and university students such as Proquest, JSTOR, ScienceDirect, and Academic Search Complete, the research paper displays several thousands of sources per database.

Consuming data dumps, whether by the dozens, hundreds, or thousands, would take decades to read, summarize, annotate, interpret, and analyze. These processes do not include the creative task of evaluating the patterns between data or learning more about the backgrounds, values, and beliefs of their authors—all of which were easy to take for granted when working with a limited number of print sources. Therefore, the 21st-century politics of research is defined by the problem of scope. There is simply too much information.

Although traditional research papers undoubtedly address the problem of how to evaluate and integrate sources, a contemporary first-year college writing student will probably be sensitive to her limitations as a single writer. What kind of original contribution can teachers reasonably expect the average high school or college student to create that they can’t instantly access via the Internet? It hardly seems appropriate, or fair, to ask any student, regardless of classification, to wade through oceanic swaths of online data for the purposes of making an original contribution, as a single author, to some public policy debate or academic discipline.

Moreover, there are few incentives to ethically conduct research when the paper is taught as a bureaucratic necessity of the high school or college experience. I could wax poetic about the joys of discovery and the wonderment of wandering aimlessly through scholarly work, but the research paper does not tend to encourage this openness. Students may believe that if they include a certain number of sources of a particular kind, and use the instructor’s preferred documentation style, that their research paper will be successful. Too often this simplistic approach is mistaken for laziness. But, most people cannot handle the chore of deciphering the data deluge. Plagiarism, then, becomes a major effect of the Internet’s causal effect on teaching and learning the research paper.

Thousands, if not millions, of students will use Google and Wikipedia as first steps towards plagiarizing work—plunging into an abyss of boredom or cultivating their curiosity about a subject. Their teachers will obediently, and sometimes zealously, police plagiarism with the assistance of Google’s robust search engines and Turnitin. Both the student and teacher will use social media to talk about their frustrations and joys in real-time. The student’s plagiarism will most certainly deserve a status update, some likes, and perhaps some comments. The teacher’s boring instruction and the difficulty of the assignment will end up discussed in text messages, and who knows which social media platforms or blogs. At worst, the student will complain about it to RateMyProfessor. com or in the teacher’s evaluations. These examples illustrate that the Internet and mobile technologies extend the reach of the research paper far beyond classrooms and institutions. In fact, Research 2.0 converges with offline human activity, extending its causal force across several media, very much affecting real life.

The Research Paper 2.0

The entire Internet user experience is embedded in knowledge economies, which impact how people learn. For example, Internet users’ attention is managed and directed by large private corporations like Apple, Microsoft, Facebook, Amazon, and their partnerships and affiliations with the handful of multinational

conglomerates that produce and own the media. The data collection practices and design of these companies’ websites direct users’ attention, which affects their research skills. The same Internet users will also participate in the development of revolutionary open-source, collaborative archives like Wikipedia, which models an unprecedented effort in collective intelligence.

By virtue of accessing and using the Internet, its users are researchers. As a landscape of big data, the Internet’s primary purpose is to facilitate research and its subsequent acts of storing, producing, and retrieving huge amounts of information (as it was when it was conceived at CERN). Unfortunately, the Internet’s global multidisciplinary, multi-sector, and multi-generational history and culture are largely unknown by most contemporary students—even though they interact with it every single day. Thus, the research paper in contemporary web settings should be designed to directly address any of the technological politics of blended learning and emerging technologies.

At best, research papers 2.0 will encourage students and instructors to reflect on how the Internet and its complex networked features mediate their research and writing process. Specifically, research 2.0 might include a much stronger emphasis on collaborative and professional writing. Students may organize online writing groups via Google+ or LinkedIn based on their topical interests to provide evidence of their ability to lead and contribute to a team. They might also contribute to crowdsourced, annotated bibliographies of paper mill websites to help the school’s integrity office, or participate in one of the Wikipedia edit-a-thons sponsored by Art + Feminism. Research 2.0—be it delivered through a paper, ePortfolio, Wikipedia, or Prezi—might include ethical evaluations of research scandals, the legality of citizen surveillance footage of police brutality, and a comparative analysis of big data websites like Data.gov or WikiLeaks.com. But not all of its topics need to be digitally themed, but it can and should use digital technologies and resources to refresh what the research paper can do in the 21st century.

One of research paper 2.0’s primary objectives should be bringing students into contact with research communities that synergize online experiences with offline social events. Towards this end, Wikipedia is an ideal space for (and subject of) research in 2.0 because it has been a subject associated with research writing conduct for over a decade. Most students’ experience with Wikipedia and academic writing is that its use is strictly forbidden.

When it is cited as a source in a research paper, teachers are annoyed or infuriated because they can’t understand why students don’t know better. Regardless of how much suspicion surrounds the veracity of Wikipedians’ knowledge, every Internet user consults this information resource. Furthermore, students and teachers would have a much different experience with Wikipedia, and research, if students understood the site from the perspective of its editors. Thus, the Wiki Education Foundation, an affiliate of the Wikimedia Foundation—the non-profit organization that runs Wikipedia among several other projects—has made strong attempts to connect Wikipedia to educational institutions through their Wikiedu.org platform.

Due to technological, and thus pedagogical limitations, the traditional research paper is incapable of translating the affordances of research writing to online environments. Therefore, research 2.0 should respond to the significance of human interaction with the Internet and the politics of big data. We live in a superabundance of learning spaces, and thus, infinite possibilities for research. However, few educational institutions and disciplines are cultivating the technical, scientific, and artistic competencies necessary for editing, navigating, and managing the Internet’s infinite retrieval mechanisms. When students are taught how to recognize that they have the power to diversify Internet content with high-quality research, the research paper 2.0 could play a major role in balancing the dynamics of knowledge production between traditional institutions and emerging media.

Further Reading

To learn more about how the purpose and genre of the American research paper has changed since the late 19th century, see John Scott Clark’s A Briefer Practical Rhetoric . Also important is Robert Morell Schmitz’s Preparing the Research Paper, A Handbook for Undergraduates. Additionally, Cecile Williams and Allan Stevenson’s A Research Manual and Florence Hilbish’s The Research Paper show that the research paper continued to be the central subject of writing manuals and textbooks throughout the mid-20th century.

For more information about the popularity of the research paper assignment, as well as teacher training in the genre, see James E. Ford and Dennis R. Perry’s Research Paper Instruction in the Undergraduate Writing Program , and Rethinking the Research Paper , written by Bruce Ballenger. Robert Davis and Mark Shadle’s Building a Mystery: Alternative Research Writing and the Academic Act of Seeking.

also discusses non-traditional approaches to research writing. Researchers Tere Vaden and Juha Suoranta have critically evaluated some of the ways in which educators ought to make sense of the politics of making information in Web 2.0 contexts in their book Wikiworld . In addition, for information on how researchers are measuring data and its volume, the following studies may be useful: “UC San Diego Experts Calculate How Much Information Americans Consume”; J.E. Short, R.E. Bohn, & C. Baru’s study, “How much information”; and Martin Hilbert’s “How to Measure ‘How Much Information?’ Theoretical, Methodological, and Statistical Challenges for the Social Sciences.”

big data, Boolean logic, data deluge, traditional research paper, web 2.0

Alexandria Lockett is an assistant professor of English at Spelman College. Her areas of applied expertise include technical and professional writing, teaching with technology, and writing program administration, with research interests in digital history, new media, surveillance, social movements, discourse theory, transdisciplinary communication, and cultural rhetoric. In the capacities of tutor, mentor, editor, career assistant, administrator, and instructor, she’s worked with diverse groups of college writers representing all classification levels including multilingual (ESL), first-generation, and students from underrepresented and diverse backgrounds at the University of Oklahoma and Pennsylvania State University. Her twitter handle is @MzJaneNova. Her public portfolio link is www.alexandrialockett.com

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What the data says about crime in the U.S.

A growing share of Americans say reducing crime should be a top priority for the president and Congress to address this year. Around six-in-ten U.S. adults (58%) hold that view today, up from 47% at the beginning of Joe Biden’s presidency in 2021.

We conducted this analysis to learn more about U.S. crime patterns and how those patterns have changed over time.

The analysis relies on statistics published by the FBI, which we accessed through the Crime Data Explorer , and the Bureau of Justice Statistics (BJS), which we accessed through the  National Crime Victimization Survey data analysis tool .

To measure public attitudes about crime in the U.S., we relied on survey data from Pew Research Center and Gallup.

Additional details about each data source, including survey methodologies, are available by following the links in the text of this analysis.

A line chart showing that, since 2021, concerns about crime have grown among both Republicans and Democrats.

With the issue likely to come up in this year’s presidential election, here’s what we know about crime in the United States, based on the latest available data from the federal government and other sources.

How much crime is there in the U.S.?

It’s difficult to say for certain. The  two primary sources of government crime statistics  – the Federal Bureau of Investigation (FBI) and the Bureau of Justice Statistics (BJS) – paint an incomplete picture.

The FBI publishes  annual data  on crimes that have been reported to law enforcement, but not crimes that haven’t been reported. Historically, the FBI has also only published statistics about a handful of specific violent and property crimes, but not many other types of crime, such as drug crime. And while the FBI’s data is based on information from thousands of federal, state, county, city and other police departments, not all law enforcement agencies participate every year. In 2022, the most recent full year with available statistics, the FBI received data from 83% of participating agencies .

BJS, for its part, tracks crime by fielding a  large annual survey of Americans ages 12 and older and asking them whether they were the victim of certain types of crime in the past six months. One advantage of this approach is that it captures both reported and unreported crimes. But the BJS survey has limitations of its own. Like the FBI, it focuses mainly on a handful of violent and property crimes. And since the BJS data is based on after-the-fact interviews with crime victims, it cannot provide information about one especially high-profile type of offense: murder.

All those caveats aside, looking at the FBI and BJS statistics side-by-side  does  give researchers a good picture of U.S. violent and property crime rates and how they have changed over time. In addition, the FBI is transitioning to a new data collection system – known as the National Incident-Based Reporting System – that eventually will provide national information on a much larger set of crimes , as well as details such as the time and place they occur and the types of weapons involved, if applicable.

Which kinds of crime are most and least common?

A bar chart showing that theft is most common property crime, and assault is most common violent crime.

Property crime in the U.S. is much more common than violent crime. In 2022, the FBI reported a total of 1,954.4 property crimes per 100,000 people, compared with 380.7 violent crimes per 100,000 people.  

By far the most common form of property crime in 2022 was larceny/theft, followed by motor vehicle theft and burglary. Among violent crimes, aggravated assault was the most common offense, followed by robbery, rape, and murder/nonnegligent manslaughter.

BJS tracks a slightly different set of offenses from the FBI, but it finds the same overall patterns, with theft the most common form of property crime in 2022 and assault the most common form of violent crime.

How have crime rates in the U.S. changed over time?

Both the FBI and BJS data show dramatic declines in U.S. violent and property crime rates since the early 1990s, when crime spiked across much of the nation.

Using the FBI data, the violent crime rate fell 49% between 1993 and 2022, with large decreases in the rates of robbery (-74%), aggravated assault (-39%) and murder/nonnegligent manslaughter (-34%). It’s not possible to calculate the change in the rape rate during this period because the FBI  revised its definition of the offense in 2013 .

Line charts showing that U.S. violent and property crime rates have plunged since 1990s, regardless of data source.

The FBI data also shows a 59% reduction in the U.S. property crime rate between 1993 and 2022, with big declines in the rates of burglary (-75%), larceny/theft (-54%) and motor vehicle theft (-53%).

Using the BJS statistics, the declines in the violent and property crime rates are even steeper than those captured in the FBI data. Per BJS, the U.S. violent and property crime rates each fell 71% between 1993 and 2022.

While crime rates have fallen sharply over the long term, the decline hasn’t always been steady. There have been notable increases in certain kinds of crime in some years, including recently.

In 2020, for example, the U.S. murder rate saw its largest single-year increase on record – and by 2022, it remained considerably higher than before the coronavirus pandemic. Preliminary data for 2023, however, suggests that the murder rate fell substantially last year .

How do Americans perceive crime in their country?

Americans tend to believe crime is up, even when official data shows it is down.

In 23 of 27 Gallup surveys conducted since 1993 , at least 60% of U.S. adults have said there is more crime nationally than there was the year before, despite the downward trend in crime rates during most of that period.

A line chart showing that Americans tend to believe crime is up nationally, less so locally.

While perceptions of rising crime at the national level are common, fewer Americans believe crime is up in their own communities. In every Gallup crime survey since the 1990s, Americans have been much less likely to say crime is up in their area than to say the same about crime nationally.

Public attitudes about crime differ widely by Americans’ party affiliation, race and ethnicity, and other factors . For example, Republicans and Republican-leaning independents are much more likely than Democrats and Democratic leaners to say reducing crime should be a top priority for the president and Congress this year (68% vs. 47%), according to a recent Pew Research Center survey.

How does crime in the U.S. differ by demographic characteristics?

Some groups of Americans are more likely than others to be victims of crime. In the  2022 BJS survey , for example, younger people and those with lower incomes were far more likely to report being the victim of a violent crime than older and higher-income people.

There were no major differences in violent crime victimization rates between male and female respondents or between those who identified as White, Black or Hispanic. But the victimization rate among Asian Americans (a category that includes Native Hawaiians and other Pacific Islanders) was substantially lower than among other racial and ethnic groups.

The same BJS survey asks victims about the demographic characteristics of the offenders in the incidents they experienced.

In 2022, those who are male, younger people and those who are Black accounted for considerably larger shares of perceived offenders in violent incidents than their respective shares of the U.S. population. Men, for instance, accounted for 79% of perceived offenders in violent incidents, compared with 49% of the nation’s 12-and-older population that year. Black Americans accounted for 25% of perceived offenders in violent incidents, about twice their share of the 12-and-older population (12%).

As with all surveys, however, there are several potential sources of error, including the possibility that crime victims’ perceptions about offenders are incorrect.

How does crime in the U.S. differ geographically?

There are big geographic differences in violent and property crime rates.

For example, in 2022, there were more than 700 violent crimes per 100,000 residents in New Mexico and Alaska. That compares with fewer than 200 per 100,000 people in Rhode Island, Connecticut, New Hampshire and Maine, according to the FBI.

The FBI notes that various factors might influence an area’s crime rate, including its population density and economic conditions.

What percentage of crimes are reported to police? What percentage are solved?

Line charts showing that fewer than half of crimes in the U.S. are reported, and fewer than half of reported crimes are solved.

Most violent and property crimes in the U.S. are not reported to police, and most of the crimes that  are  reported are not solved.

In its annual survey, BJS asks crime victims whether they reported their crime to police. It found that in 2022, only 41.5% of violent crimes and 31.8% of household property crimes were reported to authorities. BJS notes that there are many reasons why crime might not be reported, including fear of reprisal or of “getting the offender in trouble,” a feeling that police “would not or could not do anything to help,” or a belief that the crime is “a personal issue or too trivial to report.”

Most of the crimes that are reported to police, meanwhile,  are not solved , at least based on an FBI measure known as the clearance rate . That’s the share of cases each year that are closed, or “cleared,” through the arrest, charging and referral of a suspect for prosecution, or due to “exceptional” circumstances such as the death of a suspect or a victim’s refusal to cooperate with a prosecution. In 2022, police nationwide cleared 36.7% of violent crimes that were reported to them and 12.1% of the property crimes that came to their attention.

Which crimes are most likely to be reported to police? Which are most likely to be solved?

Bar charts showing that most vehicle thefts are reported to police, but relatively few result in arrest.

Around eight-in-ten motor vehicle thefts (80.9%) were reported to police in 2022, making them by far the most commonly reported property crime tracked by BJS. Household burglaries and trespassing offenses were reported to police at much lower rates (44.9% and 41.2%, respectively), while personal theft/larceny and other types of theft were only reported around a quarter of the time.

Among violent crimes – excluding homicide, which BJS doesn’t track – robbery was the most likely to be reported to law enforcement in 2022 (64.0%). It was followed by aggravated assault (49.9%), simple assault (36.8%) and rape/sexual assault (21.4%).

The list of crimes  cleared  by police in 2022 looks different from the list of crimes reported. Law enforcement officers were generally much more likely to solve violent crimes than property crimes, according to the FBI.

The most frequently solved violent crime tends to be homicide. Police cleared around half of murders and nonnegligent manslaughters (52.3%) in 2022. The clearance rates were lower for aggravated assault (41.4%), rape (26.1%) and robbery (23.2%).

When it comes to property crime, law enforcement agencies cleared 13.0% of burglaries, 12.4% of larcenies/thefts and 9.3% of motor vehicle thefts in 2022.

Are police solving more or fewer crimes than they used to?

Nationwide clearance rates for both violent and property crime are at their lowest levels since at least 1993, the FBI data shows.

Police cleared a little over a third (36.7%) of the violent crimes that came to their attention in 2022, down from nearly half (48.1%) as recently as 2013. During the same period, there were decreases for each of the four types of violent crime the FBI tracks:

Line charts showing that police clearance rates for violent crimes have declined in recent years.

  • Police cleared 52.3% of reported murders and nonnegligent homicides in 2022, down from 64.1% in 2013.
  • They cleared 41.4% of aggravated assaults, down from 57.7%.
  • They cleared 26.1% of rapes, down from 40.6%.
  • They cleared 23.2% of robberies, down from 29.4%.

The pattern is less pronounced for property crime. Overall, law enforcement agencies cleared 12.1% of reported property crimes in 2022, down from 19.7% in 2013. The clearance rate for burglary didn’t change much, but it fell for larceny/theft (to 12.4% in 2022 from 22.4% in 2013) and motor vehicle theft (to 9.3% from 14.2%).

Note: This is an update of a post originally published on Nov. 20, 2020.

  • Criminal Justice

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John Gramlich is an associate director at Pew Research Center

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This paper is in the following e-collection/theme issue:

Published on 30.4.2024 in Vol 26 (2024)

Physician Versus Large Language Model Chatbot Responses to Web-Based Questions From Autistic Patients in Chinese: Cross-Sectional Comparative Analysis

Authors of this article:

Author Orcid Image

Original Paper

  • Wenjie He 1, 2 * , MSc   ; 
  • Wenyan Zhang 3 * , MSc   ; 
  • Ya Jin 4 * , MSc   ; 
  • Qiang Zhou 2 , BS   ; 
  • Huadan Zhang 2 , BE   ; 
  • Qing Xia 1 , MD  

1 Tianjin University of Traditional Chinese Medicine, Tianjin, China

2 Dongguan Rehabilitation Experimental School, Dongguan, China

3 Lanzhou University Second Hospital, Lanzhou University, Lanzhou, China

4 Dongguan Songshan Lake Central Hospital, Guangdong Medical University, Dongguan, China

*these authors contributed equally

Corresponding Author:

Qing Xia, MD

Tianjin University of Traditional Chinese Medicine

10 Poyang Lake Road

Tuanpo New Town West, Jinghai District

Tianjin, 301617

Phone: 86 13820689541

Email: [email protected]

Background: There is a dearth of feasibility assessments regarding using large language models (LLMs) for responding to inquiries from autistic patients within a Chinese-language context. Despite Chinese being one of the most widely spoken languages globally, the predominant research focus on applying these models in the medical field has been on English-speaking populations.

Objective: This study aims to assess the effectiveness of LLM chatbots, specifically ChatGPT-4 (OpenAI) and ERNIE Bot (version 2.2.3; Baidu, Inc), one of the most advanced LLMs in China, in addressing inquiries from autistic individuals in a Chinese setting.

Methods: For this study, we gathered data from DXY—a widely acknowledged, web-based, medical consultation platform in China with a user base of over 100 million individuals. A total of 100 patient consultation samples were rigorously selected from January 2018 to August 2023, amounting to 239 questions extracted from publicly available autism-related documents on the platform. To maintain objectivity, both the original questions and responses were anonymized and randomized. An evaluation team of 3 chief physicians assessed the responses across 4 dimensions: relevance, accuracy, usefulness, and empathy. The team completed 717 evaluations. The team initially identified the best response and then used a Likert scale with 5 response categories to gauge the responses, each representing a distinct level of quality. Finally, we compared the responses collected from different sources.

Results: Among the 717 evaluations conducted, 46.86% (95% CI 43.21%-50.51%) of assessors displayed varying preferences for responses from physicians, with 34.87% (95% CI 31.38%-38.36%) of assessors favoring ChatGPT and 18.27% (95% CI 15.44%-21.10%) of assessors favoring ERNIE Bot. The average relevance scores for physicians, ChatGPT, and ERNIE Bot were 3.75 (95% CI 3.69-3.82), 3.69 (95% CI 3.63-3.74), and 3.41 (95% CI 3.35-3.46), respectively. Physicians (3.66, 95% CI 3.60-3.73) and ChatGPT (3.73, 95% CI 3.69-3.77) demonstrated higher accuracy ratings compared to ERNIE Bot (3.52, 95% CI 3.47-3.57). In terms of usefulness scores, physicians (3.54, 95% CI 3.47-3.62) received higher ratings than ChatGPT (3.40, 95% CI 3.34-3.47) and ERNIE Bot (3.05, 95% CI 2.99-3.12). Finally, concerning the empathy dimension, ChatGPT (3.64, 95% CI 3.57-3.71) outperformed physicians (3.13, 95% CI 3.04-3.21) and ERNIE Bot (3.11, 95% CI 3.04-3.18).

Conclusions: In this cross-sectional study, physicians’ responses exhibited superiority in the present Chinese-language context. Nonetheless, LLMs can provide valuable medical guidance to autistic patients and may even surpass physicians in demonstrating empathy. However, it is crucial to acknowledge that further optimization and research are imperative prerequisites before the effective integration of LLMs in clinical settings across diverse linguistic environments can be realized.

Trial Registration: Chinese Clinical Trial Registry ChiCTR2300074655; https://www.chictr.org.cn/bin/project/edit?pid=199432

Introduction

Artificial intelligence (AI) has revolutionized human-computer interaction, reshaping communication, learning, and creativity paradigms [ 1 , 2 ]. A significant advancement in this realm is the emergence of large language models (LLMs), which have enabled the development of versatile digital assistants capable of understanding and generating human language [ 3 - 5 ]. Through extensive training on textual data, LLMs have acquired profound knowledge across diverse domains, facilitating coherent and contextually relevant interactions in natural language conversations. These models find applications in various domains, including natural language processing, question answering, language generation, and interactive dialogues [ 6 - 10 ]. Moreover, several studies have documented the use of LLMs in the medical field such as medication consultation [ 11 ], health education [ 12 ], and medical guidance [ 13 , 14 ].

Autism spectrum disorder (ASD) is a lifelong neurodevelopmental condition characterized by profound social and psychological challenges [ 15 , 16 ]. The estimated prevalence of ASD is approximately 1 in 36 children, with China reporting a prevalence of 1% [ 17 - 19 ], making it a significant public health concern. However, constraints on health care infrastructure development in China have led to resource shortages in numerous regions [ 20 , 21 ], exacerbating the burden on families and society. AI assistants represent underused resources for enhancing diagnosis and treatment efficiency in health care [ 22 ]. ChatGPT (OpenAI) [ 23 ] and ERNIE Bot (Baidu, Inc) [ 24 ] represent AI technologies powered by advancements in LLM. ChatGPT is a model with 20 billion parameters [ 25 ]. ERNIE Bot’s training data, as promoted at ERNIE Bot conference, includes trillions of web page data, billions of search data and image data, tens of billions of daily voice call data, and 550 billion facts of a knowledge graph, which distinguishes Baidu’s Chinese-language processing capabilities [ 26 ]. While ChatGPT gained widespread recognition for its ability to generate humanlike text across diverse topics [ 27 , 28 ], ERNIE Bot represents the forefront of AI technology in China [ 29 ]. Despite their original non–health care focus, their potential to assist in addressing patient inquiries remains unexplored mainly [ 30 - 32 ]. Implementing tiered diagnosis and treatment systems to optimize medical resource use may limit patients’ access to high-quality health care [ 33 ].

This study aims to investigate the performance of 2 conversational agents, ERNIE Bot and ChatGPT, in supporting individuals with ASD during web-based interactions. Our hypotheses are 2-fold. First, we hypothesize that ERNIE Bot, developed in China and trained on a data set that includes more Chinese text, may exhibit superior performance compared to ChatGPT, particularly regarding cultural relevance and linguistic nuances. Second, we anticipate that both ERNIE Bot and ChatGPT will demonstrate efficacy in assisting individuals with ASD, as evidenced by their ability to engage users effectively and provide helpful responses during conversational exchanges. Researchers have conducted numerous studies in English evaluating the benefits of LLMs in the medical field. Given the global significance of the Chinese language, this study aims to assess the capability of LLMs to provide high-quality and empathetic responses to health care queries posed by autistic individuals in China.

Data Source

This cross-sectional study aimed to construct a database of inquiries from autistic individuals by aggregating publicly available data from the web-based medical consultation platform DXY [ 34 ]. In China, chatbots are not permitted in clinical settings due to existing regulations, prompting the consideration of DXY as a feasible substitute. DXY is a prominent digital health care technology company with a 2-decade track record. The company offers a range of health-related applications, including high-quality health information dissemination, general knowledge services, a web-based medical consultation platform, health product e-commerce, and offline medical treatment. DXY caters to more than 100 million general users and has a user base of 5.5 million professionals, including 2.1 million physicians, constituting approximately 71% of the total number of physicians in the country.

The objective of this cross-sectional study was to analyze 200 cases to detect a 10% disparity (45% vs 55%) in responses provided by physicians and chatbots, with an assumed statistical power of 80%. We planned to use publicly accessible autism-related consultation records from the DXY website. Our sample comprised 100 randomly selected patients from the consultation records from January 2018 to August 2023. Each patient posed 1 to 3 questions, resulting in a total collection of 239 consultation queries. The qualifications of the responding health care professionals ranged from general to chief physicians.

Ethical Considerations

We adhered strictly to the terms and conditions of DXY for all analyses, and the medical ethics committee of Lanzhou University Second Hospital approved them (approval 2023A-420). The study used publicly available data from the consultation platform, did not involve personal patient information or direct test subjects, and thus did not require informed consent. We registered the study on the Chinese Clinical Trial Registry (ChiCTR2300074655).

Text Generation With an LLM Chatbot

To closely simulate an authentic medical consultation process, original questions were introduced into a new chatbot conversation from August 16, 2023, to August 30, 2023. In this dialogue, any questions previously posed with a potential impact on the outcomes were deliberately excluded. Both GPT-4 and ERNIE Bot 2.2.3 versions were used for this purpose. After eliminating expressions indicative of AI features, all responses were systematically collected and organized into a structured question-and-answer data set. The consultation content, which includes regional dialects and typographical errors, was carefully maintained to replicate a medical consultation authentically. The directly quoted content was used to prompt responses from the chatbot. The chatbot simulated a physician’s responses to mimic them while closely hiding its AI identity.

Expert Evaluation

A team of 3 chief physicians specializing in child psychiatry and pediatric health care from distinct hospitals comprehensively reviewed the original questions and physicians’ and chatbot’s responses. The evaluators were presented with complete patient questions and physician and chatbot responses. The responders’ identities were anonymized; randomized; and labeled as responses 1, 2, or 3 to ensure that evaluators remained blinded. The evaluators were instructed to thoroughly examine the entire patient question and 3 responses before assessing the quality of the interactions. The evaluation process commenced with identifying the superior response and evaluating the responses across the 4 dimensions using a Likert scale: relevance, correctness, usefulness, and humaneness. The Likert-scale options for each dimension were as follows: relevance (irrelevant, somewhat relevant, partially relevant, relevant, or very relevant), correctness (incorrect, primarily incorrect, partially correct, correct, or very correct), usefulness (useless, of limited use, somewhat useful, useful, or very useful), and humaneness (lacking, slightly humane, moderately humane, humane, or very humane). Researchers assigned ratings on a 1-5 scale, with 1 representing the lowest quality and 5 representing the highest quality. Finally, a comparative assessment of the 3 responses was performed, with the quality dimensions for response evaluation detailed in Textbox 1 .

  • This dimension evaluates the alignment of responses with test results, emphasizing the system’s ability to generate appropriate text addressing specific issues rather than diverging into unrelated scenarios.

Correctness

  • The correctness dimension focuses exclusively on the accuracy of information within the response, irrespective of the patient’s question. It gauges the scientific and technical precision of explanations based on best medical evidence and practices.
  • This dimension combines the relevance and correctness of the system and evaluates its ability to provide non-obvious insights to patients, non-professionals, and laypersons. It includes providing appropriate recommendations, supplying relevant and accurate information, enhancing patient understanding of test results, and advising actions that optimize health care service use for the patient’s benefit.
  • Empathy involves demonstrating abundant respect, effective communication, compassion, and seeking emotional connections with patients. It encompasses recognizing and empathizing with their experience, respecting their thoughts, addressing their concerns patiently, and sincerely promoting their physical and mental well-being. Additionally, empathy entails humanely fulfilling patients’ and their families’ physical, psychological, social, and spiritual needs.

Data Analysis

We used the Kruskal-Wallis H test to assess and compare the quality of the responses provided by physicians, ChatGPT, and ERNIE Bot along 4 dimensions: relevance, correctness, usefulness, and empathy. We presented the distribution of responses from each source including preferences for physicians, ChatGPT, and ERNIE Bot. Furthermore, we examined the proportion of responses that exceeded or fell below critical thresholds such as relevance, correctness, and usefulness. We compared the distribution of these threshold proportions among responses from physicians, ChatGPT, and ERNIE Bot. All statistical analyses were performed using SPSS (version 27.0; IBM), with a significance level set at P <.05 (2-tailed).

Preferred Responses

This study included 717 evaluations of 239 randomly selected consultation questions. Evaluators indicated their preferences for physicians, ChatGPT, or ERNIE Bot at proportions of 46.86% (336/717; 95% CI 43.21%-50.51%), 34.87% (250/717; 95% CI 31.38%-38.36%), and 18.27% (131/717; 95% CI 15.44%-21.10%), respectively.

The distribution of the relevance scores among the 3 groups was not entirely uniform, exhibiting statistically significant differences (H=111.67, P <.001). Physician responses demonstrated higher relevance than chatbots (ChatGPT or ERNIE Bot). Specifically, the mean relevance score for physician responses was 3.75 (95% CI 3.69-3.82), whereas the mean relevance scores for ChatGPT and ERNIE Bot were 3.69 (95% CI 3.63-3.74) and 3.41 (95% CI 3.35-3.46), respectively ( Figure 1 ). The proportion of responses rated as off topic (score <4) was lower for physicians (176/717, 24.55%; 95% CI 21.40%-27.70%) than for ChatGPT (258/717, 35.98%; 95% CI 32.47%-39.49%) and ERNIE Bot (366/717, 51.05%; 95% CI 47.39%-54.71%). Post hoc pairwise comparisons using the Bonferroni correction for significance levels revealed statistically significant differences in relevance scores between all 3 groups, specifically between physicians and ChatGPT ( P <.001), physicians and ERNIE Bot ( P <.001), and ChatGPT and ERNIE Bot ( P <.001).

03 05 the research paper

The mean correctness scores for physicians, ChatGPT, and ERNIE Bot were 3.66 (95% CI 3.60-3.73), 3.73 (95% CI 3.69-3.77), and 3.52 (95% CI 3.47-3.57), respectively ( Figure 2 ). Physicians and ChatGPT achieved higher correctness scores among these 3 groups than ERNIE Bot. The distribution of the correctness scores exhibited statistically significant differences among the 3 groups (H=49.99, P <.001). When comparing the correctness scores between the 3 groups, the differences between physicians and ChatGPT ( P =.58) were not statistically significant. However, the differences between physicians and ERNIE Bot ( P <.001) and between ChatGPT and ERNIE Bot ( P <.001) were both statistically significant. The proportion of responses with errors (score <4) was similar for physicians (196/717, 27.34%; 95% CI 24.08%-30.60%) and ChatGPT (211/717, 29.43%; 95% CI 26.09%-32.77%) and lower for ERNIE Bot (309/717, 43.10%; 95% CI 39.48%-46.72%).

03 05 the research paper

Among the 3 response groups, physician responses exhibited higher levels of usefulness than chatbots (ChatGPT or ERNIE Bot). Specifically, the mean usefulness score for physician responses was 3.54 (95% CI 3.47-3.62), whereas the mean usefulness scores for ChatGPT and ERNIE Bot were 3.40 (95% CI 3.34-3.47) and 3.05 (95% CI 2.99-3.12), respectively ( Figure 3 ). The proportion of responses rated as useful (score ≥4) was more significant for physicians (428/717, 59.69%; 95% CI 56.10%-63.28%) than for the chatbots (ChatGPT: 362/717, 50.49%; 95% CI 46.83%-54.15%; ERNIE Bot: 215/717, 29.99%; 95% CI 26.64%-33.34%). The distribution of the usefulness scores among the 3 groups displayed statistically significant differences (H=135.81, P <.001). Notably, all 3 pairwise comparisons of usefulness scores were statistically significant, with adjusted P values indicating significance, specifically between physicians and ChatGPT ( P <.001), physicians and ERNIE Bot ( P <.001), and ChatGPT and ERNIE Bot ( P <.001).

03 05 the research paper

The mean empathy score for ChatGPT was 3.64 (95% CI 3.57-3.71), whereas the mean empathy scores for physicians and ERNIE Bot were 3.13 (95% CI 3.04-3.21) and 3.11 (95% CI 3.04-3.18), respectively ( Figure 4 ). ChatGPT’s responses received higher empathy scores than physicians and ERNIE Bot within the 3 response groups. Specifically, the proportion of responses displaying empathy (score ≥4) was higher for ChatGPT (447/717, 62.34%; 95% CI 58.79%-65.89%) than for physicians (312/717, 43.51%; 95% CI 39.88%-47.14%) and ERNIE Bot (258/717, 35.98%; 95% CI 32.47%-39.49%). The distribution of empathy scores among the 3 groups revealed significant differences (H=118.58, P <.001). When assessing empathy scores among the 3 groups, the differences between physicians and ChatGPT ( P <.001) and between ChatGPT and ERNIE Bot ( P <.001) both demonstrated statistical significance. However, the disparities between physicians and ERNIE Bot ( P =.14) were not significant.

The evaluators performed a reliability assessment, which revealed robust repeatability. The intraclass correlation coefficient values for the 4 response categories (relevance, correctness, usefulness, and empathy) were 0.812 ( P <.001), 0.831 ( P <.001), 0.818 ( P <.001), and 0.863 ( P <.001), respectively.

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Principal Findings

This study evaluated the capabilities of LLMs, such as ChatGPT and ERNIE Bot, in delivering quality and empathetic responses to medical queries from Chinese autistic individuals. To simulate genuine clinical scenarios, publicly accessible data from web-based medical consultation platforms were used in this cross-sectional investigation. Notably, prevailing regulations in China strictly prohibit the use of AI-generated prescriptions. The study results revealed that expert evaluators favored responses from physicians over those generated by chatbots (ChatGPT or ERNIE Bot). In contrast to previous ophthalmology research that demonstrated chatbots outperforming physicians, our findings indicated that physicians received higher scores in relevance, correctness, and usefulness, with only a slight margin behind ChatGPT in terms of empathy. Conversely, ERNIE Bot obtained the lowest scores across all 4 dimensions: relevance, correctness, usefulness, and empathy.

Bernstein et al [ 35 ] compared the occurrence of incorrect or inappropriate content, potential harm, and degree of harm in responses from chatbots and humans. The study indicated that chatbot responses exhibited a similar likelihood of containing incorrect or inappropriate material compared with human responses (prevalence ratio [PR] 0.92, 95% CI 0.77-1.10). Moreover, no significant differences were observed between chatbot and human responses regarding potential harm (PR 0.84, 95% CI 0.67-1.07) or the degree of harm (PR 0.99, 95% CI 0.80-1.22). These results suggested that LLMs can provide appropriate ophthalmological advice for varying levels of complexity in patient questions. Shao et al [ 36 ] developed a set of 37 questions for patient education on thoracic surgery during the perioperative period, covering topics such as disease information, diagnostic procedures, perioperative complications, treatment measures, disease prevention, and perioperative care instructions. An assessment of responses in both English and Chinese contexts revealed that 92% (n=34) were considered appropriate and comprehensive. This study highlighted the potential feasibility of using ChatGPT for patient education in thoracic surgery in both English and Chinese settings. Zhu et al [ 37 ] investigated the application of ChatGPT as a mediator between physicians and patients in Chinese-speaking outpatient settings, focusing mainly on the Chinese Physician Qualification Examination. The study reported an average score of 72.4% in the clinical knowledge section, which was placed within the top 20 percentile. These findings suggested that ChatGPT can facilitate physician-patient communication in Chinese-speaking outpatient settings. Ayers et al [ 38 ] used publicly available data from a social media forum, Reddit, to compare physician responses and the ChatGPT. They randomly selected 195 dialogues with questions answered by physicians and generated chatbot responses by inputting the original questions into a new ChatGPT session. Evaluators assessed the responses from both physicians and the ChatGPT using a Likert scale, considering preferences, information quality, and empathy or interpersonal style. In 585 evaluations, 78.6% (95% CI 75%-81.8%) of evaluators preferred chatbot responses over those from physicians. These studies highlight the significant potential of chatbots in the field of medicine.

In our study, which consisted of 717 evaluations, evaluators preferred physician responses over those from chatbots, namely ChatGPT or ERNIE Bot. The preferences for physicians, ChatGPT, and ERNIE Bot were 46.86% (n=336; 95% CI 43.21%-50.51%), 34.87% (n=250; 95% CI 31.38%-38.36%), and 18.27% (n=131; 95% CI 15.44%-21.10%), respectively. Physician responses achieved higher scores in relevance, accuracy, and usefulness, with the only exception being the dimension of empathy, which ChatGPT surpassed. Our cross-sectional study’s results differed from previous reports due to several factors. First, unlike previous research primarily conducted in English-speaking settings, this study was conducted in a Chinese-speaking environment. Second, we preserved the original medical questions from autistic patients without modification to simulate authentic clinical consultations, including errors or nonstandard expressions in the queries such as misspellings or dialects. Our study contrasted with previous research, which often relies on professionally standardized queries. Furthermore, autistic patients’ queries frequently entail subjective matters such as seeking recommendations for specialist physicians or autism-related resources, lacking standardized responses, and reflecting significant cultural variations. Finally, our study used samples from a paid web-based medical consultation platform, whereas Ayers et al [ 38 ] used dialogues from public social forums on Reddit. Physicians may exhibit more proactive and diligent engagement in paid consultations.

Our study compared the performance of ChatGPT and ERNIE Bot in physician-patient interactions, with ERNIE Bot trained in Chinese and ChatGPT in English. While one might assume that ERNIE Bot’s training in Chinese would result in greater empathy toward Chinese-speaking users than ChatGPT, the results challenge this notion. The findings suggest that factors beyond the language of training influence the empathetic responsiveness of LLMs, highlighting the complexity of human-AI interactions and emphasizing the need for further exploration of the relationship between language and empathy. Physicians responded better when patients asked for recommendations on specific Chinese books about ASD. Physicians also effectively handled situations where the patient’s condition was misstated, whereas LLMs provided inaccurate information. Additionally, creating user-friendly interfaces to accommodate patients with varying levels of technological proficiency could improve the accessibility and usability of AI models in health care settings.

Limitations

This study had several notable limitations. First, reliance on web-based consultation platform records constrained each autistic patient to a maximum of 3 questions per web-based consultation, potentially limiting the ability to replicate real-world patient-physician interactions comprehensively. Moreover, the study exclusively examined text-based responses to patient inquiries, neglecting the potential for health care professionals to tailor their responses based on individual patient characteristics such as occupation and emotional state. The extent to which clinical professionals can adapt their responses to such personalization remains uncertain. Additionally, the study did not assess the chatbot’s capacity to extract information from health records, representing an area of potential improvement. Finally, although the evaluators have been single blinded, they potentially introduced bias into their assessments because they are coauthors of the paper and may hope that there are apparent differences between the groups in the results to make extreme scores.

Conclusions

The findings of this cross-sectional study show that physician responses outperform those of LLMs in the Chinese context, responding to inquiries from autistic patients in text-based formats compared with responses from current state-of-the-art LLMs. Nevertheless, these LLMs can offer medical guidance for autistic patients and demonstrate greater empathy compared with physicians, particularly ChatGPT-4. It is essential to emphasize that further refinement and comprehensive research are prerequisites before deploying LLMs effectively in clinical settings across diverse linguistic environments.

Acknowledgments

The authors extend their appreciation to the assessors for their professional contributions in conducting the measurements in this study. Special thanks are extended to Shanghai Tengyun Biotechnology Co, Ltd for developing the Hiplot Pro platform and their valuable technical assistance and tools for data visualization. This research received financial support from the National Natural Science Foundation of China (82105021). The funders were not involved in the study design, execution, or reporting. This study represents an inaugural assessment of the effectiveness of 2 prominent large language models, ChatGPT from the United States and ERNIE Bot from China, in providing high-quality and empathetic responses to medical inquiries from Chinese-speaking autistic patients.

Data Availability

All data generated or analyzed during this study are included in this published article. The data for this study are contained in Multimedia Appendix 1 .

Authors' Contributions

QX initiated and designed this study. WH collected and analyzed the data and drafted the manuscript. WZ guided English writing. YJ created the figures and tables. QZ and HZ conducted literature searches and participated in participant recruitment. QX revised the manuscript. QX managed the project and secured funding. All the authors have reviewed and approved the manuscript.

Conflicts of Interest

None declared.

The raw data.

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Abbreviations

Edited by T Leung, S Ma; submitted 20.11.23; peer-reviewed by N Singh, J Li; comments to author 29.02.24; revised version received 20.03.24; accepted 02.04.24; published 30.04.24.

©Wenjie He, Wenyan Zhang, Ya Jin, Qiang Zhou, Huadan Zhang, Qing Xia. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 30.04.2024.

This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on https://www.jmir.org/, as well as this copyright and license information must be included.

AZ31-MWCNT Composites Fabricated Through Powder Metallurgy for Aerospace Applications

2024-01-1938.

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  1. Research Paper

    Definition: Research Paper is a written document that presents the author's original research, analysis, and interpretation of a specific topic or issue. It is typically based on Empirical Evidence, and may involve qualitative or quantitative research methods, or a combination of both. The purpose of a research paper is to contribute new ...

  2. 03.05 The Research Paper.docx

    Susan Prigozen AP Literature Mrs. Sayre 18 November 2020 03.05 Research Paper Humans have an innate need to explain phenomenon that continually reappears in life; one way to attempt at explaining this is in literature such as explaining the innate good and evil in us in Dr. Jekyll and Mr. Hyde. John Steinbeck is quoted as saying "We only have one story.

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    Step 1: Find a topic and review the literature. As we mentioned earlier, in a research paper, you, as the researcher, will try to answer a question.More specifically, that's called a research question, and it sets the direction of your entire paper. What's important to understand though is that you'll need to answer that research question with the help of high-quality sources - for ...

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    Research paper format is an essential aspect of academic writing that plays a crucial role in the communication of research findings.The format of a research paper depends on various factors such as the discipline, style guide, and purpose of the research. It includes guidelines for the structure, citation style, referencing, and other elements of the paper that contribute to its overall ...

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    Background: There is a dearth of feasibility assessments regarding using large language models (LLMs) for responding to inquiries from autistic patients within a Chinese-language context. Despite Chinese being one of the most widely spoken languages globally, the predominant research focus on applying these models in the medical field has been on English-speaking populations.

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    This research explores the synthesis and characterization of MWCNT-reinforced AZ31 magnesium alloy composites. The weight fractions of MWCNTs were varied from 0.3% to 1.2% in steps of 0.3%. Powder metallurgy technique has been used to develop the composite. Ball milling was used to blend the composite mixture of AZ31 & CNTs.

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