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How to Write a Research Paper: the LEAP approach (+cheat sheet)

In this article I will show you how to write a research paper using the four LEAP writing steps. The LEAP academic writing approach is a step-by-step method for turning research results into a published paper .

The LEAP writing approach has been the cornerstone of the 70 + research papers that I have authored and the 3700+ citations these paper have accumulated within 9 years since the completion of my PhD. I hope the LEAP approach will help you just as much as it has helped me to make an real, tangible impact with my research.

What is the LEAP research paper writing approach?

I designed the LEAP writing approach not only for merely writing the papers. My goal with the writing system was to show young scientists how to first think about research results and then how to efficiently write each section of the research paper.

In other words, you will see how to write a research paper by first analyzing the results and then building a logical, persuasive arguments. In this way, instead of being afraid of writing research paper, you will be able to rely on the paper writing process to help you with what is the most demanding task in getting published – thinking.

The four research paper writing steps according to the LEAP approach:

LEAP research paper writing step 1: L

I will show each of these steps in detail. And you will be able to download the LEAP cheat sheet for using with every paper you write.

But before I tell you how to efficiently write a research paper, I want to show you what is the problem with the way scientists typically write a research paper and why the LEAP approach is more efficient.

How scientists typically write a research paper (and why it isn’t efficient)

Writing a research paper can be tough, especially for a young scientist. Your reasoning needs to be persuasive and thorough enough to convince readers of your arguments. The description has to be derived from research evidence, from prior art, and from your own judgment. This is a tough feat to accomplish.

The figure below shows the sequence of the different parts of a typical research paper. Depending on the scientific journal, some sections might be merged or nonexistent, but the general outline of a research paper will remain very similar.

Outline of a research paper, including Title, Abstract, Keywords, Introduction, Objective, Methods, Results, Discussion, Conclusions, References and Annexes

Here is the problem: Most people make the mistake of writing in this same sequence.

While the structure of scientific articles is designed to help the reader follow the research, it does little to help the scientist write the paper. This is because the layout of research articles starts with the broad (introduction) and narrows down to the specifics (results). See in the figure below how the research paper is structured in terms of the breath of information that each section entails.

How to write a research paper according to the LEAP approach

For a scientist, it is much easier to start writing a research paper with laying out the facts in the narrow sections (i.e. results), step back to describe them (i.e. write the discussion), and step back again to explain the broader picture in the introduction.

For example, it might feel intimidating to start writing a research paper by explaining your research’s global significance in the introduction, while it is easy to plot the figures in the results. When plotting the results, there is not much room for wiggle: the results are what they are.

Starting to write a research papers from the results is also more fun because you finally get to see and understand the complete picture of the research that you have worked on.

Most importantly, following the LEAP approach will help you first make sense of the results yourself and then clearly communicate them to the readers. That is because the sequence of writing allows you to slowly understand the meaning of the results and then develop arguments for presenting to your readers.

I have personally been able to write and submit a research article in three short days using this method.

Step 1: Lay Out the Facts

LEAP research paper writing step 1: Prepare charts and graphics, and describe what you see

You have worked long hours on a research project that has produced results and are no doubt curious to determine what they exactly mean. There is no better way to do this than by preparing figures, graphics and tables. This is what the first LEAP step is focused on – diving into the results.

How to p repare charts and tables for a research paper

Your first task is to try out different ways of visually demonstrating the research results. In many fields, the central items of a journal paper will be charts that are based on the data generated during research. In other fields, these might be conceptual diagrams, microscopy images, schematics and a number of other types of scientific graphics which should visually communicate the research study and its results to the readers. If you have reasonably small number of data points, data tables might be useful as well.

Tips for preparing charts and tables

  • Try multiple chart types but in the finished paper only use the one that best conveys the message you want to present to the readers
  • Follow the eight chart design progressions for selecting and refining a data chart for your paper: https://peerrecognized.com/chart-progressions
  • Prepare scientific graphics and visualizations for your paper using the scientific graphic design cheat sheet: https://peerrecognized.com/tools-for-creating-scientific-illustrations/

How to describe the results of your research

Now that you have your data charts, graphics and tables laid out in front of you – describe what you see in them. Seek to answer the question: What have I found?  Your statements should progress in a logical sequence and be backed by the visual information. Since, at this point, you are simply explaining what everyone should be able to see for themselves, you can use a declarative tone: The figure X demonstrates that…

Tips for describing the research results :

  • Answer the question: “ What have I found? “
  • Use declarative tone since you are simply describing observations

Step 2: Explain the results

LEAP research paper writing step 2: Define the message, discuss the results, write conclusions, refine the objective, and describe methodology

The core aspect of your research paper is not actually the results; it is the explanation of their meaning. In the second LEAP step, you will do some heavy lifting by guiding the readers through the results using logic backed by previous scientific research.

How to define the Message of a research paper

To define the central message of your research paper, imagine how you would explain your research to a colleague in 20 seconds . If you succeed in effectively communicating your paper’s message, a reader should be able to recount your findings in a similarly concise way even a year after reading it. This clarity will increase the chances that someone uses the knowledge you generated, which in turn raises the likelihood of citations to your research paper. 

Tips for defining the paper’s central message :

  • Write the paper’s core message in a single sentence or two bullet points
  • Write the core message in the header of the research paper manuscript

How to write the Discussion section of a research paper

In the discussion section you have to demonstrate why your research paper is worthy of publishing. In other words, you must now answer the all-important So what? question . How well you do so will ultimately define the success of your research paper.

Here are three steps to get started with writing the discussion section:

  • Write bullet points of the things that convey the central message of the research article (these may evolve into subheadings later on).
  • Make a list with the arguments or observations that support each idea.
  • Finally, expand on each point to make full sentences and paragraphs.

Tips for writing the discussion section:

  • What is the meaning of the results?
  • Was the hypothesis confirmed?
  • Write bullet points that support the core message
  • List logical arguments for each bullet point, group them into sections
  • Instead of repeating research timeline, use a presentation sequence that best supports your logic
  • Convert arguments to full paragraphs; be confident but do not overhype
  • Refer to both supportive and contradicting research papers for maximum credibility

How to write the Conclusions of a research paper

Since some readers might just skim through your research paper and turn directly to the conclusions, it is a good idea to make conclusion a standalone piece. In the first few sentences of the conclusions, briefly summarize the methodology and try to avoid using abbreviations (if you do, explain what they mean).

After this introduction, summarize the findings from the discussion section. Either paragraph style or bullet-point style conclusions can be used. I prefer the bullet-point style because it clearly separates the different conclusions and provides an easy-to-digest overview for the casual browser. It also forces me to be more succinct.

Tips for writing the conclusion section :

  • Summarize the key findings, starting with the most important one
  • Make conclusions standalone (short summary, avoid abbreviations)
  • Add an optional take-home message and suggest future research in the last paragraph

How to refine the Objective of a research paper

The objective is a short, clear statement defining the paper’s research goals. It can be included either in the final paragraph of the introduction, or as a separate subsection after the introduction. Avoid writing long paragraphs with in-depth reasoning, references, and explanation of methodology since these belong in other sections. The paper’s objective can often be written in a single crisp sentence.

Tips for writing the objective section :

  • The objective should ask the question that is answered by the central message of the research paper
  • The research objective should be clear long before writing a paper. At this point, you are simply refining it to make sure it is addressed in the body of the paper.

How to write the Methodology section of your research paper

When writing the methodology section, aim for a depth of explanation that will allow readers to reproduce the study . This means that if you are using a novel method, you will have to describe it thoroughly. If, on the other hand, you applied a standardized method, or used an approach from another paper, it will be enough to briefly describe it with reference to the detailed original source.

Remember to also detail the research population, mention how you ensured representative sampling, and elaborate on what statistical methods you used to analyze the results.

Tips for writing the methodology section :

  • Include enough detail to allow reproducing the research
  • Provide references if the methods are known
  • Create a methodology flow chart to add clarity
  • Describe the research population, sampling methodology, statistical methods for result analysis
  • Describe what methodology, test methods, materials, and sample groups were used in the research.

Step 3: Advertize the research

Step 3 of the LEAP writing approach is designed to entice the casual browser into reading your research paper. This advertising can be done with an informative title, an intriguing abstract, as well as a thorough explanation of the underlying need for doing the research within the introduction.

LEAP research paper writing step 3: Write introduction, prepare the abstract, compose title, and prepare highlights and graphical abstract

How to write the Introduction of a research paper

The introduction section should leave no doubt in the mind of the reader that what you are doing is important and that this work could push scientific knowledge forward. To do this convincingly, you will need to have a good knowledge of what is state-of-the-art in your field. You also need be able to see the bigger picture in order to demonstrate the potential impacts of your research work.

Think of the introduction as a funnel, going from wide to narrow, as shown in the figure below:

  • Start with a brief context to explain what do we already know,
  • Follow with the motivation for the research study and explain why should we care about it,
  • Explain the research gap you are going to bridge within this research paper,
  • Describe the approach you will take to solve the problem.

Context - Motivation - Research gap - Approach funnel for writing the introduction

Tips for writing the introduction section :

  • Follow the Context – Motivation – Research gap – Approach funnel for writing the introduction
  • Explain how others tried and how you plan to solve the research problem
  • Do a thorough literature review before writing the introduction
  • Start writing the introduction by using your own words, then add references from the literature

How to prepare the Abstract of a research paper

The abstract acts as your paper’s elevator pitch and is therefore best written only after the main text is finished. In this one short paragraph you must convince someone to take on the time-consuming task of reading your whole research article. So, make the paper easy to read, intriguing, and self-explanatory; avoid jargon and abbreviations.

How to structure the abstract of a research paper:

  • The abstract is a single paragraph that follows this structure:
  • Problem: why did we research this
  • Methodology: typically starts with the words “Here we…” that signal the start of own contribution.
  • Results: what we found from the research.
  • Conclusions: show why are the findings important

How to compose a research paper Title

The title is the ultimate summary of a research paper. It must therefore entice someone looking for information to click on a link to it and continue reading the article. A title is also used for indexing purposes in scientific databases, so a representative and optimized title will play large role in determining if your research paper appears in search results at all.

Tips for coming up with a research paper title:

  • Capture curiosity of potential readers using a clear and descriptive title
  • Include broad terms that are often searched
  • Add details that uniquely identify the researched subject of your research paper
  • Avoid jargon and abbreviations
  • Use keywords as title extension (instead of duplicating the words) to increase the chance of appearing in search results

How to prepare Highlights and Graphical Abstract

Highlights are three to five short bullet-point style statements that convey the core findings of the research paper. Notice that the focus is on the findings, not on the process of getting there.

A graphical abstract placed next to the textual abstract visually summarizes the entire research paper in a single, easy-to-follow figure. I show how to create a graphical abstract in my book Research Data Visualization and Scientific Graphics.

Tips for preparing highlights and graphical abstract:

  • In highlights show core findings of the research paper (instead of what you did in the study).
  • In graphical abstract show take-home message or methodology of the research paper. Learn more about creating a graphical abstract in this article.

Step 4: Prepare for submission

LEAP research paper writing step 4: Select the journal, fulfill journal requirements, write a cover letter, suggest reviewers, take a break and edit, address review comments.

Sometimes it seems that nuclear fusion will stop on the star closest to us (read: the sun will stop to shine) before a submitted manuscript is published in a scientific journal. The publication process routinely takes a long time, and after submitting the manuscript you have very little control over what happens. To increase the chances of a quick publication, you must do your homework before submitting the manuscript. In the fourth LEAP step, you make sure that your research paper is published in the most appropriate journal as quickly and painlessly as possible.

How to select a scientific Journal for your research paper

The best way to find a journal for your research paper is it to review which journals you used while preparing your manuscript. This source listing should provide some assurance that your own research paper, once published, will be among similar articles and, thus, among your field’s trusted sources.

writing a research paper while high

After this initial selection of hand-full of scientific journals, consider the following six parameters for selecting the most appropriate journal for your research paper (read this article to review each step in detail):

  • Scope and publishing history
  • Ranking and Recognition
  • Publishing time
  • Acceptance rate
  • Content requirements
  • Access and Fees

How to select a journal for your research paper:

  • Use the six parameters to select the most appropriate scientific journal for your research paper
  • Use the following tools for journal selection: https://peerrecognized.com/journals
  • Follow the journal’s “Authors guide” formatting requirements

How to Edit you manuscript

No one can write a finished research paper on their first attempt. Before submitting, make sure to take a break from your work for a couple of days, or even weeks. Try not to think about the manuscript during this time. Once it has faded from your memory, it is time to return and edit. The pause will allow you to read the manuscript from a fresh perspective and make edits as necessary.

I have summarized the most useful research paper editing tools in this article.

Tips for editing a research paper:

  • Take time away from the research paper to forget about it; then returning to edit,
  • Start by editing the content: structure, headings, paragraphs, logic, figures
  • Continue by editing the grammar and language; perform a thorough language check using academic writing tools
  • Read the entire paper out loud and correct what sounds weird

How to write a compelling Cover Letter for your paper

Begin the cover letter by stating the paper’s title and the type of paper you are submitting (review paper, research paper, short communication). Next, concisely explain why your study was performed, what was done, and what the key findings are. State why the results are important and what impact they might have in the field. Make sure you mention how your approach and findings relate to the scope of the journal in order to show why the article would be of interest to the journal’s readers.

I wrote a separate article that explains what to include in a cover letter here. You can also download a cover letter template from the article.

Tips for writing a cover letter:

  • Explain how the findings of your research relate to journal’s scope
  • Tell what impact the research results will have
  • Show why the research paper will interest the journal’s audience
  • Add any legal statements as required in journal’s guide for authors

How to Answer the Reviewers

Reviewers will often ask for new experiments, extended discussion, additional details on the experimental setup, and so forth. In principle, your primary winning tactic will be to agree with the reviewers and follow their suggestions whenever possible. After all, you must earn their blessing in order to get your paper published.

Be sure to answer each review query and stick to the point. In the response to the reviewers document write exactly where in the paper you have made any changes. In the paper itself, highlight the changes using a different color. This way the reviewers are less likely to re-read the entire article and suggest new edits.

In cases when you don’t agree with the reviewers, it makes sense to answer more thoroughly. Reviewers are scientifically minded people and so, with enough logical and supported argument, they will eventually be willing to see things your way.

Tips for answering the reviewers:

  • Agree with most review comments, but if you don’t, thoroughly explain why
  • Highlight changes in the manuscript
  • Do not take the comments personally and cool down before answering

The LEAP research paper writing cheat sheet

Imagine that you are back in grad school and preparing to take an exam on the topic: “How to write a research paper”. As an exemplary student, you would, most naturally, create a cheat sheet summarizing the subject… Well, I did it for you.

This one-page summary of the LEAP research paper writing technique will remind you of the key research paper writing steps. Print it out and stick it to a wall in your office so that you can review it whenever you are writing a new research paper.

The LEAP research paper writing cheat sheet

Now that we have gone through the four LEAP research paper writing steps, I hope you have a good idea of how to write a research paper. It can be an enjoyable process and once you get the hang of it, the four LEAP writing steps should even help you think about and interpret the research results. This process should enable you to write a well-structured, concise, and compelling research paper.

Have fund with writing your next research paper. I hope it will turn out great!

Learn writing papers that get cited

The LEAP writing approach is a blueprint for writing research papers. But to be efficient and write papers that get cited, you need more than that.

My name is Martins Zaumanis and in my interactive course Research Paper Writing Masterclass I will show you how to  visualize  your research results,  frame a message  that convinces your readers, and write  each section  of the paper. Step-by-step.

And of course – you will learn to respond the infamous  Reviewer No.2.

Research Paper Writing Masterclass by Martins Zaumanis

Hey! My name is Martins Zaumanis and I am a materials scientist in Switzerland ( Google Scholar ). As the first person in my family with a PhD, I have first-hand experience of the challenges starting scientists face in academia. With this blog, I want to help young researchers succeed in academia. I call the blog “Peer Recognized”, because peer recognition is what lifts academic careers and pushes science forward.

Besides this blog, I have written the Peer Recognized book series and created the Peer Recognized Academy offering interactive online courses.

Related articles:

Six journal selection steps

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Grad Coach

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?

writing a research paper while high

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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Referencing in Word

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

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

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

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

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

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

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writing a research paper while high

How to Write a Research Paper in High School

What’s covered:, how to pick a compelling research paper topic, how to format your research paper, tips for writing a research paper, do research paper grades impact your college chances.

A research paper can refer to a broad range of expanded essays used to explain your interpretation of a topic. This task is highly likely to be a common assignment in high school , so it’s always better to get a grasp on this sooner than later. Getting comfortable writing research papers does not have to be difficult, and can actually be pretty interesting when you’re genuinely intrigued by what you’re researching. 

Regardless of what kind of research paper you are writing, getting started with a topic is the first step, and sometimes the hardest step. Here are some tips to get you started with your paper and get the writing to begin! 

Pick A Topic You’re Genuinely Interested In

Nothing comes across as half-baked as much as a topic that is evidently uninteresting, not to the reader, but the writer. You can only get so far with a topic that you yourself are not genuinely happy writing, and this lack of enthusiasm cannot easily be created artificially. Instead, read about things that excite you, such as some specific concepts about the structure of atoms in chemistry. Take what’s interesting to you and dive further with a research paper. 

If you need some ideas, check out our post on 52 interesting research paper topics .

The Topic Must Be A Focal Point

Your topic can almost be considered as the skeletal structure of the research paper. But in order to better understand this we need to understand what makes a good topic. Here’s an example of a good topic:

How does the amount of pectin in a vegetable affect its taste and other qualities?

This topic is pretty specific in explaining the goals of the research paper. If I had instead written something more vague such as Factors that affect taste in vegetables , the scope of the research immediately increased to a more herculean task simply because there is more to write about, some of which is overtly unnecessary. This is avoided by specifications in the topic that help guide the writer into a focused path.

By creating this specific topic, we can route back to it during the writing process to check if we’re addressing it often, and if we are then our writing is going fine! Otherwise, we’d have to reevaluate the progression of our paper and what to change. A good topic serves as a blueprint for writing the actual essay because everything you need to find out is in the topic itself, it’s almost like a sort of plan/instruction. 

Formatting a research paper is important to not only create a “cleaner” more readable end product, but it also helps streamline the writing process by making it easier to navigate. The following guidelines on formatting are considered a standard for research papers, and can be altered as per the requirements of your specific assignments, just check with your teacher/grader!

Start by using a standard font like Times New Roman or Arial, in 12 or 11 sized font. Also, add one inch margins for the pages, along with some double spacing between lines. These specifications alone get you started on a more professional and cleaner looking research paper.

Paper Citations 

If you’re creating a research paper for some sort of publication, or submission, you must use citations to refer to the sources you’ve used for the research of your topic. The APA citation style, something you might be familiar with, is the most popular citation style and it works as follows:

Author Last Name, First Initial, Publication Year, Book/Movie/Source title, Publisher/Organization

This can be applied to any source of media/news such as a book, a video, or even a magazine! Just make sure to use citation as much as possible when using external data and sources for your research, as it could otherwise land you in trouble with unwanted plagiarism. 

Structuring The Paper

Structuring your paper is also important, but not complex either. Start by creating an introductory paragraph that’s short and concise, and tells the reader what they’re going to be reading about. Then move onto more contextual information and actual presentation of research. In the case of a paper like this, you could start with stating your hypothesis in regard to what you’re researching, or even state your topic again with more clarification!

As the paper continues you should be bouncing between views that support and go against your claim/hypothesis to maintain a neutral tone. Eventually you will reach a conclusion on whether or not your hypothesis was valid, and from here you can begin to close the paper out with citations and reflections on the research process.

Talk To Your Teacher

Before the process of searching for a good topic, start by talking to your teachers first! You should form close relations with them so they can help guide you with better inspiration and ideas.

Along the process of writing, you’re going to find yourself needing help when you hit walls. Specifically there will be points at which the scope of your research could seem too shallow to create sizable writing off of it, therefore a third person point of view could be useful to help think of workarounds in such situations. 

You might be writing a research paper as a part of a submission in your applications to colleges, which is a great way to showcase your skills! Therefore, to really have a good chance to showcase yourself as a quality student, aim for a topic that doesn’t sell yourself short. It would be easier to tackle a topic that is not as intense to research, but the end results would be less worthwhile and could come across as lazy. Focus on something genuinely interesting and challenging so admissions offices know you are a determined and hard-working student!

Don’t Worry About Conclusions

The issue many students have with writing research papers, is that they aren’t satisfied with arriving at conclusions that do not support their original hypothesis. It’s important to remember that not arriving at a specific conclusion that your hypothesis was planning on, is totally fine! The whole point of a research paper is not to be correct, but it’s to showcase the trial and error behind learning and understanding something new. 

If your findings clash against your initial hypothesis, all that means is you’ve arrived at a new conclusion that can help form a new hypothesis or claim, with sound reasoning! Getting rid of this mindset that forces you to warp around your hypothesis and claims can actually improve your research writing by a lot!

Colleges won’t ever see the grades for individual assignments, but they do care a bit more about the grades you achieve in your courses. Research papers may play towards your overall course grade based on the kind of class you’re in. Therefore to keep those grades up, you should try your absolute best on your essays and make sure they get high-quality reviews to check them too!

Luckily, CollegeVine’s peer review for essays does exactly that! This great feature allows you to get your essay checked by other users, and hence make a higher-quality essay that boosts your chances of admission into a university. 

Want more info on your chances for college admissions? Check out CollegeVine’s admissions calculator, an intuitive tool that takes numerous factors into account as inputs before generating your unique chance of admission into an institute of your selection!

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writing a research paper while high

  • How to write a research paper

Last updated

11 January 2024

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

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

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

  • What is a research paper?

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

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

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

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

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

  • How long should a research paper be?

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

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

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

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

1. Gaining a deep understanding of any expectations

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

This preparation step entails

Deeply understanding the task or assignment

Being clear about the expected format and length

Familiarizing yourself with the citation and referencing requirements 

Understanding any defined limits for your research contribution

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

2. Choose your research topic

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

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

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

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

3. Gather preliminary research

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

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

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

4. Define your research question

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

5. Write a thesis statement

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

A strong thesis statement is:

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

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

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

Here are three thesis statement examples from different disciplines:

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

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

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

6. Conduct in-depth research

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

7. Determine supporting evidence

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

8. Write a research paper outline

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

9. Write your first draft

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

10. Cite your sources correctly

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

11. Ensure your work is original

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

12. Revise, edit, and proofread

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

  • The best research paper format 

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

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

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

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

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

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

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

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

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

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

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

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

  • General style and formatting guidelines

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

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

Here’s how each style guide is typically used:

Chicago Manual of Style (CMOS):

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

American Psychological Association (APA):

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

Modern Language Association (MLA):

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

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

Citing sources

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

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

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

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

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

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

10 research paper writing tips:

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

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

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

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

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

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

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

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

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

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

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

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

7 research tips 

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

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

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

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

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

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

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

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

  • The real-world impact of research papers

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

How do I publish my research paper? 

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

What is a good opening sentence for a research paper? 

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

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

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

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

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

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How to Write a Research Paper

Mastering the Art of Research Paper Writing: A Comprehensive Guide

Undergrads often write research papers each semester, causing stress. Yet, it’s simpler than believing if you know how to write a research paper . Divide the task, get tips, a plan, and tools for an outstanding paper. Simplify research, writing, topic choice, and illustration use!

A research paper is an academic document that involves deep, independent research to offer analysis, interpretation, and argument. Unlike academic essays, research papers are lengthier and more detailed, aiming to evaluate your writing and scholarly research abilities. To write one, you must showcase expertise in your subject, interact with diverse sources, and provide a unique perspective to the discussion. 

Research papers are a foundational element of contemporary science and the most efficient means of disseminating knowledge throughout a broad network. Nonetheless, individuals usually encounter research papers during their education; they are frequently employed in college courses to assess a student’s grasp of a specific field or their aptitude for research. 

Given their significance, research papers adopt a research paper format – a formal, unadorned style that eliminates any subjective influence from the writing. Scientists present their discoveries straightforwardly, accompanied by relevant supporting proof, enabling other researchers to integrate the paper into their investigations.

This guide leads you through every steps to write a research paper , from grasping your task to refining your ultimate draft and will teach you how to write a research paper.

Understanding The Research Paper

A research paper is a meticulously structured document that showcases the outcomes of an inquiry, exploration, or scrutiny undertaken on a specific subject. It embodies a formal piece of academic prose that adds novel information, perspectives, or interpretations to a particular domain of study. Typically authored by scholars, researchers, scientists, or students as part of their academic or professional pursuits, these papers adhere to a well-defined format. This research paper format encompasses an introduction, literature review, methodology, results, discussion, and conclusion. 

The introduction provides context and outlines the study’s significance, while the literature review encapsulates existing research and situates the study within the broader academic discourse. The methodology section elucidates the research process, encompassing data collection and analysis techniques. Findings are presented in the results section, often complemented by graphical and statistical representations. Interpretation of findings, implications, and connection to existing knowledge transpire in the discussion section. 

Ultimately, the conclusion encapsulates pivotal discoveries and their wider import.

Research papers wield immense significance in advancing knowledge across diverse disciplines, enabling researchers to disseminate findings, theories, and revelations to a broader audience. Before publication in academic journals or presentations at conferences, these papers undergo a stringent peer review process conducted by domain experts, ensuring their integrity, precision, and worth.

Academic and non-academic research papers diverge across several dimensions. Academic papers are crafted for scholarly circles to expand domain knowledge and theories. They maintain a formal, objective tone and heavily rely on peer-reviewed sources for credibility. In contrast, non-academic papers, employing a more flexible writing style, target a broader audience or specific practical goals. These papers might incorporate persuasive language, anecdotes, and various sources beyond academia. While academic papers rigorously adhere to structured formats and established citation styles, non-academic papers prioritize practicality, adapting their structure and citation methods to suit the intended readership.

The purpose of a research paper revolves around offering fresh insights, knowledge, or interpretations within a specific field. This formal document serves as a conduit for scholars, researchers, scientists, and students to communicate their investigative findings and actively contribute to the ongoing academic discourse.

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Research Paper Writing Process – How To Write a Good Research Paper

Selecting a suitable research topic .

Your initial task is to thoroughly review the assignment and carefully absorb the writing prompt’s details. Pay particular attention to technical specifications like length, formatting prerequisites (such as single- vs. double-spacing, indentation, etc.), and the required citation style. Also, pay attention to specifics, including an abstract or a cover page.

Once you’ve a clear understanding of the assignment, the subsequent steps to write a research paper are aligned with the conventional writing process. However, remember that research papers have rules, adding some extra considerations to the process.

When given some assignment freedom, the crucial task of choosing a topic rests on you. Despite its apparent simplicity, this choice sets the foundation for your entire research paper, shaping its direction. The primary factor in picking a research paper topic is ensuring it has enough material to support it. Your chosen topic should provide ample data and complexity for a thorough discussion. However, it’s important to avoid overly broad subjects and focus on specific ones that cover all relevant information without gaps. Yet, approach topic selection more slowly; choosing something that genuinely interests you is still valuable. Aim for a topic that meets both criteria—delivering substantial content while maintaining engagement.

Conducting Thorough Research 

Commence by delving into your research early to refine your topic and shape your thesis statement. Swift engagement with available research aids in dispelling misconceptions and unveils optimal paths and strategies to gather more material. Typically, research sources can be located either online or within libraries. When navigating online sources, exercise caution and opt for reputable outlets such as scientific journals or academic papers. Specific search engines, outlined below in the Tools and Resources section, exclusively enable exploring accredited sources and academic databases.

While pursuing information, it’s essential to differentiate between primary and secondary sources. Primary sources entail firsthand accounts, encompassing published articles or autobiographies, while secondary sources, such as critical reviews or secondary biographies, are more distanced. Skimming sources instead of reading each part proves more efficient during the research phase. If a source shows promise, set it aside for more in-depth reading later. Doing so prevents you from investing excessive time in sources that won’t contribute substantively to your work. You should present a literature review detailing your references and submit them for validation in certain instances. 

Organizing And Structuring The Research Paper

According to the research paper format , an outline for a research paper is a catalogue of essential topics, arguments, and evidence you intend to incorporate. These elements are divided into sections with headings, offering a preliminary overview of the paper’s structure before commencing the writing process. Formulating a structural outline can significantly enhance writing efficiency, warranting an investment of time to establish one.

Start by generating a list encompassing crucial categories and subtopics—a preliminary outline. Reflect on the amassed information while gathering supporting evidence, pondering the most effective means of segregation and categorization.

Once a discussion list is compiled, deliberate on the optimal information presentation sequence and identify related subtopics that should be placed adjacent. Consider if any subtopic loses coherence when presented out of order. Adopting a chronological arrangement can be suitable if the information follows a straightforward trajectory.

Given the potential complexity of research papers, consider breaking down the outline into paragraphs. This aids in maintaining organization when dealing with copious information and provides better control over the paper’s progression. Rectifying structural issues during the outline phase is preferable to addressing them after writing.

Remember to incorporate supporting evidence within the outline. Since there’s likely a substantial amount to include, outlining helps prevent overlooking crucial elements.

Writing The Introduction

According to the research paper format , the introduction of a research paper must address three fundamental inquiries: What, why, and how? Upon completing the introduction, the reader should clearly understand the paper’s subject matter, its relevance, and the approach you’ll use to construct your arguments.

What? Offer precise details regarding the paper’s topic, provide context, and elucidate essential terminology or concepts.

Why? This constitutes the most crucial yet challenging aspect of the introduction. Endeavour to furnish concise responses to the subsequent queries: What novel information or insights do you present? Which significant matters does your essay assist in defining or resolving?

How? To provide the reader with a preview of the paper’s forthcoming content, the introduction should incorporate a “guide” outlining the upcoming discussions. This entails briefly outlining the paper’s principal components in chronological sequence.

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Developing The Main Body 

One of the primary challenges that many writers grapple with is effectively organizing the wealth of information they wish to present in their papers. This is precisely why an outline can be an invaluable tool. However, it’s essential to recognize that while an outline provides a roadmap, the writing process allows flexibility in determining the order in which information and arguments are introduced.

Maintaining cohesiveness throughout the paper involves anchoring your writing to the thesis statement and topic sentences. Here’s how to ensure a well-structured paper:

  • Alignment with Thesis Statement: Regularly assess whether your topic sentences correspond with the central thesis statement. This ensures that your arguments remain on track and directly contribute to the overarching message you intend to convey.
  • Consistency and Logical Flow: Review your topic sentences concerning one another. Do they follow a logical order that guides the reader through a coherent narrative? Ensuring a seamless flow from one topic to another helps maintain engagement and comprehension.
  • Supporting Sentence Alignment: Each sentence within a paragraph should align with the topic sentence of that paragraph. This alignment reinforces the central idea, preventing tangential or disjointed discussions.

Additionally, identify paragraphs that cover similar content. While some overlap might be inevitable, it’s essential to approach shared topics from different angles, offering fresh insights and perspectives. Creating these nuanced differences helps present a well-rounded exploration of the subject matter.

An often-overlooked aspect of effective organization is the art of crafting smooth transitions. Transitions between sentences, paragraphs, and larger sections are the glue that holds your paper together. They guide the reader through the progression of ideas, enhancing clarity and creating a seamless reading experience.

Ultimately, while the struggle to organize information is accurate, employing these strategies not only aids in addressing the challenge but also contributes to the overall quality and impact of your writing.

Crafting A Strong Conclusion 

The purpose of the research paper’s conclusion is to guide your reader out of the realm of the paper’s argument, leaving them with a sense of closure.

Trace the paper’s trajectory, underscoring how all the elements converge to validate your thesis statement. Impart a sense of completion by ensuring the reader comprehends the resolution of the issues introduced in the paper’s introduction.

In addition, you can explore the broader implications of your argument, outline your paper’s contributions to future students studying the subject, and propose questions that your argument raises—ones that might not be addressed in the paper itself. However, it’s important to avoid:

  • Introducing new arguments or crucial information that wasn’t covered earlier.
  • Extending the conclusion unnecessarily.
  • Employing common phrases that signal the decision (e.g., “In conclusion”).

By adhering to these guidelines, your conclusion can serve as a fitting and impactful conclusion to your research paper, leaving a lasting impression on your readers.

Refining The Research Paper

  • Editing And Proofreading 

Eliminate unnecessary verbiage and extraneous content. In tandem with the comprehensive structure of your paper, focus on individual words, ensuring your language is robust. Verify the utilization of active voice rather than passive voice, and confirm that your word selection is precise and tangible.

The passive voice, exemplified by phrases like “I opened the door,” tends to convey hesitation and verbosity. In contrast, the active voice, as in “I opened the door,” imparts strength and brevity.

Each word employed in your paper should serve a distinct purpose. Strive to eschew the inclusion of surplus words solely to occupy space or exhibit sophistication.

For instance, the statement “The author uses pathos to appeal to readers’ emotions” is superior to the alternative “The author utilizes pathos to appeal to the emotional core of those who read the passage.”

Engage in thorough proofreading to rectify spelling, grammatical, and formatting inconsistencies. Once you’ve refined the structure and content of your paper, address any typographical and grammatical inaccuracies. Taking a break from your paper before proofreading can offer a new perspective.

Enhance error detection by reading your essay aloud. This not only aids in identifying mistakes but also assists in evaluating the flow. If you encounter sections that seem awkward during this reading, consider making necessary adjustments to enhance the overall coherence.

  • Formatting And Referencing 

Citations are pivotal in distinguishing research papers from informal nonfiction pieces like personal essays. They serve the dual purpose of substantiating your data and establishing a connection between your research paper and the broader scientific community. Given their significance, citations are subject to precise formatting regulations; however, the challenge lies in the existence of multiple sets of rules.

It’s crucial to consult the assignment’s instructions to determine the required formatting style. Generally, academic research papers adhere to either of two formatting styles for source citations:

  • MLA (Modern Language Association)
  • APA (American Psychological Association)

Moreover, aside from MLA and APA styles, occasional demands might call for adherence to CMOS (The Chicago Manual of Style), AMA (American Medical Association), and IEEE (Institute of Electrical and Electronics Engineers) formats.

Initially, citations might appear intricate due to their numerous regulations and specific details. However, once you become adept at them, citing sources accurately becomes almost second nature. It’s important to note that each formatting style provides detailed guidelines for citing various sources, including photographs, websites, speeches, and YouTube videos.

Students preparing a research paper

Tips For Writing An Effective Research Paper 

By following these research paper writing tips , you’ll be well-equipped to create a well-structured, well-researched, and impactful research paper:

  • Select a Clear and Manageable Topic: Choose a topic that is specific and focused enough to be thoroughly explored within the scope of your paper.
  • Conduct In-Depth Research: Gather information from reputable sources such as academic journals, books, and credible websites. Take thorough notes to keep track of your sources.
  • Create a Strong Thesis Statement: Craft a clear and concise thesis statement that outlines the main argument or purpose of your paper.
  • Develop a Well-Structured Outline: Organize your ideas into a logical order by creating an outline that outlines the main sections and their supporting points.
  • Compose a Captivating Introduction: Hook the reader with an engaging introduction that provides background information and introduces the thesis statement.
  • Provide Clear and Relevant Evidence: Support your arguments with reliable and relevant evidence, such as statistics, examples, and expert opinions.
  • Maintain Consistent Tone and Style: Keep a consistent tone and writing style throughout the paper, adhering to the formatting guidelines of your chosen citation style.
  • Craft Coherent Paragraphs: Each paragraph should focus on a single idea or point, and transitions should smoothly guide the reader from one idea to the next.
  • Use Active Voice: Write in the active voice to make your writing more direct and engaging.
  • Revise and Edit Thoroughly: Proofread your paper for grammatical errors, spelling mistakes, and sentence structure. Revise for clarity and coherence.
  • Seek Peer Feedback: Have a peer or instructor review your paper for feedback and suggestions.
  • Cite Sources Properly: Accurately cite all sources using the required citation style (e.g., MLA, APA) to avoid plagiarism and give credit to original authors.
  • Be Concise and Avoid Redundancy: Strive for clarity by eliminating unnecessary words and redundancies.
  • Conclude Effectively: Summarize your main points and restate your thesis in the conclusion. Provide a sense of closure without introducing new ideas.
  • Stay Organized: Keep track of your sources, notes, and drafts to ensure a structured and organized approach to the writing process.
  • Proofread with Fresh Eyes: Take a break before final proofreading to review your paper with a fresh perspective, helping you catch any overlooked errors.
  • Edit for Clarity: Ensure that your ideas are conveyed clearly and that your arguments are easy to follow.
  • Ask for Feedback: Don’t hesitate to ask for feedback from peers, instructors, or writing centers to improve your paper further.

In conclusion, we’ve explored the essential steps to write a research paper . From selecting a focused topic to mastering the intricacies of citations, we’ve navigated through the key elements of this process.

It’s vital to recognize that adhering to the research paper writing tips is not merely a suggestion, but a roadmap to success. Each stage contributes to the overall quality and impact of your paper. By meticulously following these steps, you ensure a robust foundation for your research, bolster your arguments, and present your findings with clarity and conviction.

As you embark on your own research paper journey, I urge you to put into practice the techniques and insights shared in this guide. Don’t shy away from investing time in organization, thorough research, and precise writing. Embrace the challenge, for it’s through this process that your ideas take shape and your voice is heard within the academic discourse.

Remember, every exceptional research paper begins with a single step. And with each step you take, your ability to articulate complex ideas and contribute to your field of study grows. So, go ahead – apply these tips, refine your skills, and witness your research papers evolve into compelling narratives that inspire, inform, and captivate.

In the grand tapestry of academia, your research paper becomes a thread of insight, woven into the larger narrative of human knowledge. By embracing the writing process and nurturing your unique perspective, you become an integral part of this ever-expanding tapestry.

Happy writing, and may your research papers shine brightly, leaving a lasting mark on both your readers and the world of scholarship.

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Steps To Write A Great Research Paper

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Checklist: Writing a Great Research Paper

Published on October 16, 2022 by Shona McCombes . Revised on November 29, 2022.

A research paper is an extended piece of writing based on in-depth independent research. It may involve conducting empirical research or analyzing primary and secondary sources .

Writing a good research paper requires you to demonstrate a strong knowledge of your topic and advance an original argument. To convincingly communicate your ideas, you need a logical structure and a clear style that follows the conventions of academic writing .

When you’ve finished writing your paper, use this checklist to evaluate your work.

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Checklist: Research paper

I have followed all instructions in the assignment sheet.

My introduction presents my topic in an engaging way and provides necessary background information.

My introduction presents a clear, focused research problem and/or thesis statement .

My paper is logically organized using paragraphs and (if relevant) section headings .

Each paragraph is clearly focused on one central idea, expressed in a clear topic sentence .

Each paragraph is relevant to my research problem or thesis statement.

I have used appropriate transitions  to clarify the connections between sections, paragraphs, and sentences.

My conclusion provides a concise answer to the research question or emphasizes how the thesis has been supported.

My conclusion shows how my research has contributed to knowledge or understanding of my topic.

My conclusion does not present any new points or information essential to my argument.

I have provided an in-text citation every time I refer to ideas or information from a source.

I have included a reference list at the end of my paper, consistently formatted according to a specific citation style .

I have thoroughly revised my paper and addressed any feedback from my professor or supervisor.

I have followed all formatting guidelines (page numbers, headers, spacing, etc.).

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A Guide to Writing a Scientific Paper: A Focus on High School Through Graduate Level Student Research

Renee a. hesselbach.

1 NIEHS Children's Environmental Health Sciences Core Center, University of Wisconsin—Milwaukee, Milwaukee, Wisconsin.

David H. Petering

2 Department of Chemistry and Biochemistry, University of Wisconsin—Milwaukee, Milwaukee, Wisconsin.

Craig A. Berg

3 Curriculum and Instruction, University of Wisconsin—Milwaukee, Milwaukee, Wisconsin.

Henry Tomasiewicz

Daniel weber.

This article presents a detailed guide for high school through graduate level instructors that leads students to write effective and well-organized scientific papers. Interesting research emerges from the ability to ask questions, define problems, design experiments, analyze and interpret data, and make critical connections. This process is incomplete, unless new results are communicated to others because science fundamentally requires peer review and criticism to validate or discard proposed new knowledge. Thus, a concise and clearly written research paper is a critical step in the scientific process and is important for young researchers as they are mastering how to express scientific concepts and understanding. Moreover, learning to write a research paper provides a tool to improve science literacy as indicated in the National Research Council's National Science Education Standards (1996), and A Framework for K–12 Science Education (2011), the underlying foundation for the Next Generation Science Standards currently being developed. Background information explains the importance of peer review and communicating results, along with details of each critical component, the Abstract, Introduction, Methods, Results , and Discussion . Specific steps essential to helping students write clear and coherent research papers that follow a logical format, use effective communication, and develop scientific inquiry are described.

Introduction

A key part of the scientific process is communication of original results to others so that one's discoveries are passed along to the scientific community and the public for awareness and scrutiny. 1 – 3 Communication to other scientists ensures that new findings become part of a growing body of publicly available knowledge that informs how we understand the world around us. 2 It is also what fuels further research as other scientists incorporate novel findings into their thinking and experiments.

Depending upon the researcher's position, intent, and needs, communication can take different forms. The gold standard is writing scientific papers that describe original research in such a way that other scientists will be able to repeat it or to use it as a basis for their studies. 1 For some, it is expected that such articles will be published in scientific journals after they have been peer reviewed and accepted for publication. Scientists must submit their articles for examination by other scientists familiar with the area of research, who decide whether the work was conducted properly and whether the results add to the knowledge base and are conveyed well enough to merit publication. 2 If a manuscript passes the scrutiny of peer-review, it has the potential to be published. 1 For others, such as for high school or undergraduate students, publishing a research paper may not be the ultimate goal. However, regardless of whether an article is to be submitted for publication, peer review is an important step in this process. For student researchers, writing a well-organized research paper is a key step in learning how to express understanding, make critical connections, summarize data, and effectively communicate results, which are important goals for improving science literacy of the National Research Council's National Science Education Standards, 4 and A Framework for K–12 Science Education, 5 and the Next Generation Science Standards 6 currently being developed and described in The NSTA Reader's Guide to A Framework for K–12 Science Education. 7 Table 1 depicts the key skills students should develop as part of the Science as Inquiry Content Standard. Table 2 illustrates the central goals of A Framework for K–12 Science Education Scientific and Engineering Practices Dimension.

Key Skills of the Science as Inquiry National Science Education Content Standard

Identify questions and concepts that guide scientific investigation
Design and conduct scientific investigations
Use technology and mathematics to improve investigations and communications
Formulate and revise scientific explanations and models using logic and evidence
Recognize and analyze alternative explanations and models
Communicate and defend a scientific argument

National Research Council (1996).

Important Practices of A Framework for K–12 Science Education Scientific and Engineering Practices Dimension

Asking questions and defining problems
Developing and using models
Planning and carrying out investigations
Analyzing and interpreting data
Using mathematics and computational thinking
Constructing explanations and designing solutions
Engaging in argument from evidence
Obtaining, evaluating, and communicating information

National Research Council (2011).

Scientific papers based on experimentation typically include five predominant sections: Abstract, Introduction, Methods, Results, and Discussion . This structure is a widely accepted approach to writing a research paper, and has specific sections that parallel the scientific method. Following this structure allows the scientist to tell a clear, coherent story in a logical format, essential to effective communication. 1 , 2 In addition, using a standardized format allows the reader to find specific information quickly and easily. While readers may not have time to read the entire research paper, the predictable format allows them to focus on specific sections such as the Abstract , Introduction , and Discussion sections. Therefore, it is critical that information be placed in the appropriate and logical section of the report. 3

Guidelines for Writing a Primary Research Article

The Title sends an important message to the reader about the purpose of the paper. For example, Ethanol Effects on the Developing Zebrafish: Neurobehavior and Skeletal Morphogenesis 8 tells the reader key information about the content of the research paper. Also, an appropriate and descriptive title captures the attention of the reader. When composing the Title , students should include either the aim or conclusion of the research, the subject, and possibly the independent or dependent variables. Often, the title is created after the body of the article has been written, so that it accurately reflects the purpose and content of the article. 1 , 3

The Abstract provides a short, concise summary of the research described in the body of the article and should be able to stand alone. It provides readers with a quick overview that helps them decide whether the article may be interesting to read. Included in the Abstract are the purpose or primary objectives of the experiment and why they are important, a brief description of the methods and approach used, key findings and the significance of the results, and how this work is different from the work of others. It is important to note that the Abstract briefly explains the implications of the findings, but does not evaluate the conclusions. 1 , 3 Just as with the Title , this section needs to be written carefully and succinctly. Often this section is written last to ensure it accurately reflects the content of the paper. Generally, the optimal length of the Abstract is one paragraph between 200 and 300 words, and does not contain references or abbreviations.

All new research can be categorized by field (e.g., biology, chemistry, physics, geology) and by area within the field (e.g., biology: evolution, ecology, cell biology, anatomy, environmental health). Many areas already contain a large volume of published research. The role of the Introduction is to place the new research within the context of previous studies in the particular field and area, thereby introducing the audience to the research and motivating the audience to continue reading. 1

Usually, the writer begins by describing what is known in the area that directly relates to the subject of the article's research. Clearly, this must be done judiciously; usually there is not room to describe every bit of information that is known. Each statement needs one or more references from the scientific literature that supports its validity. Students must be reminded to cite all references to eliminate the risk of plagiarism. 2 Out of this context, the author then explains what is not known and, therefore, what the article's research seeks to find out. In doing so, the scientist provides the rationale for the research and further develops why this research is important. The final statement in the Introduction should be a clearly worded hypothesis or thesis statement, as well as a brief summary of the findings as they relate to the stated hypothesis. Keep in mind that the details of the experimental findings are presented in the Results section and are aimed at filling the void in our knowledge base that has been pointed out in the Introduction .

Materials and Methods

Research utilizes various accepted methods to obtain the results that are to be shared with others in the scientific community. The quality of the results, therefore, depends completely upon the quality of the methods that are employed and the care with which they are applied. The reader will refer to the Methods section: (a) to become confident that the experiments have been properly done, (b) as the guide for repeating the experiments, and (c) to learn how to do new methods.

It is particularly important to keep in mind item (b). Since science deals with the objective properties of the physical and biological world, it is a basic axiom that these properties are independent of the scientist who reported them. Everyone should be able to measure or observe the same properties within error, if they do the same experiment using the same materials and procedures. In science, one does the same experiment by exactly repeating the experiment that has been described in the Methods section. Therefore, someone can only repeat an experiment accurately if all the relevant details of the experimental methods are clearly described. 1 , 3

The following information is important to include under illustrative headings, and is generally presented in narrative form. A detailed list of all the materials used in the experiments and, if important, their source should be described. These include biological agents (e.g., zebrafish, brine shrimp), chemicals and their concentrations (e.g., 0.20 mg/mL nicotine), and physical equipment (e.g., four 10-gallon aquariums, one light timer, one 10-well falcon dish). The reader needs to know as much as necessary about each of the materials; however, it is important not to include extraneous information. For example, consider an experiment involving zebrafish. The type and characteristics of the zebrafish used must be clearly described so another scientist could accurately replicate the experiment, such as 4–6-month-old male and female zebrafish, the type of zebrafish used (e.g., Golden), and where they were obtained (e.g., the NIEHS Children's Environmental Health Sciences Core Center in the WATER Institute of the University of Wisconsin—Milwaukee). In addition to describing the physical set-up of the experiment, it may be helpful to include photographs or diagrams in the report to further illustrate the experimental design.

A thorough description of each procedure done in the reported experiment, and justification as to why a particular method was chosen to most effectively answer the research question should also be included. For example, if the scientist was using zebrafish to study developmental effects of nicotine, the reader needs to know details about how and when the zebrafish were exposed to the nicotine (e.g., maternal exposure, embryo injection of nicotine, exposure of developing embryo to nicotine in the water for a particular length of time during development), duration of the exposure (e.g., a certain concentration for 10 minutes at the two-cell stage, then the embryos were washed), how many were exposed, and why that method was chosen. The reader would also need to know the concentrations to which the zebrafish were exposed, how the scientist observed the effects of the chemical exposure (e.g., microscopic changes in structure, changes in swimming behavior), relevant safety and toxicity concerns, how outcomes were measured, and how the scientist determined whether the data/results were significantly different in experimental and unexposed control animals (statistical methods).

Students must take great care and effort to write a good Methods section because it is an essential component of the effective communication of scientific findings.

The Results section describes in detail the actual experiments that were undertaken in a clear and well-organized narrative. The information found in the Methods section serves as background for understanding these descriptions and does not need to be repeated. For each different experiment, the author may wish to provide a subtitle and, in addition, one or more introductory sentences that explains the reason for doing the experiment. In a sense, this information is an extension of the Introduction in that it makes the argument to the reader why it is important to do the experiment. The Introduction is more general; this text is more specific.

Once the reader understands the focus of the experiment, the writer should restate the hypothesis to be tested or the information sought in the experiment. For example, “Atrazine is routinely used as a crop pesticide. It is important to understand whether it affects organisms that are normally found in soil. We decided to use worms as a test organism because they are important members of the soil community. Because atrazine damages nerve cells, we hypothesized that exposure to atrazine will inhibit the ability of worms to do locomotor activities. In the first experiment, we tested the effect of the chemical on burrowing action.”

Then, the experiments to be done are described and the results entered. In reporting on experimental design, it is important to identify the dependent and independent variables clearly, as well as the controls. The results must be shown in a way that can be reproduced by the reader, but do not include more details than needed for an effective analysis. Generally, meaningful and significant data are gathered together into tables and figures that summarize relevant information, and appropriate statistical analyses are completed based on the data gathered. Besides presenting each of these data sources, the author also provides a written narrative of the contents of the figures and tables, as well as an analysis of the statistical significance. In the narrative, the writer also connects the results to the aims of the experiment as described above. Did the results support the initial hypothesis? Do they provide the information that was sought? Were there problems in the experiment that compromised the results? Be careful not to include an interpretation of the results; that is reserved for the Discussion section.

The writer then moves on to the next experiment. Again, the first paragraph is developed as above, except this experiment is seen in the context of the first experiment. In other words, a story is being developed. So, one commonly refers to the results of the first experiment as part of the basis for undertaking the second experiment. “In the first experiment we observed that atrazine altered burrowing activity. In order to understand how that might occur, we decided to study its impact on the basic biology of locomotion. Our hypothesis was that atrazine affected neuromuscular junctions. So, we did the following experiment..”

The Results section includes a focused critical analysis of each experiment undertaken. A hallmark of the scientist is a deep skepticism about results and conclusions. “Convince me! And then convince me again with even better experiments.” That is the constant challenge. Without this basic attitude of doubt and willingness to criticize one's own work, scientists do not get to the level of concern about experimental methods and results that is needed to ensure that the best experiments are being done and the most reproducible results are being acquired. Thus, it is important for students to state any limitations or weaknesses in their research approach and explain assumptions made upfront in this section so the validity of the research can be assessed.

The Discussion section is the where the author takes an overall view of the work presented in the article. First, the main results from the various experiments are gathered in one place to highlight the significant results so the reader can see how they fit together and successfully test the original hypotheses of the experiment. Logical connections and trends in the data are presented, as are discussions of error and other possible explanations for the findings, including an analysis of whether the experimental design was adequate. Remember, results should not be restated in the Discussion section, except insofar as it is absolutely necessary to make a point.

Second, the task is to help the reader link the present work with the larger body of knowledge that was portrayed in the Introduction . How do the results advance the field, and what are the implications? What does the research results mean? What is the relevance? 1 , 3

Lastly, the author may suggest further work that needs to be done based on the new knowledge gained from the research.

Supporting Documentation and Writing Skills

Tables and figures are included to support the content of the research paper. These provide the reader with a graphic display of information presented. Tables and figures must have illustrative and descriptive titles, legends, interval markers, and axis labels, as appropriate; should be numbered in the order that they appear in the report; and include explanations of any unusual abbreviations.

The final section of the scientific article is the Reference section. When citing sources, it is important to follow an accepted standardized format, such as CSE (Council of Science Editors), APA (American Psychological Association), MLA (Modern Language Association), or CMS (Chicago Manual of Style). References should be listed in alphabetical order and original authors cited. All sources cited in the text must be included in the Reference section. 1

When writing a scientific paper, the importance of writing concisely and accurately to clearly communicate the message should be emphasized to students. 1 – 3 Students should avoid slang and repetition, as well as abbreviations that may not be well known. 1 If an abbreviation must be used, identify the word with the abbreviation in parentheses the first time the term is used. Using appropriate and correct grammar and spelling throughout are essential elements of a well-written report. 1 , 3 Finally, when the article has been organized and formatted properly, students are encouraged to peer review to obtain constructive criticism and then to revise the manuscript appropriately. Good scientific writing, like any kind of writing, is a process that requires careful editing and revision. 1

A key dimension of NRC's A Framework for K–12 Science Education , Scientific and Engineering Practices, and the developing Next Generation Science Standards emphasizes the importance of students being able to ask questions, define problems, design experiments, analyze and interpret data, draw conclusions, and communicate results. 5 , 6 In the Science Education Partnership Award (SEPA) program at the University of Wisconsin—Milwaukee, we found the guidelines presented in this article useful for high school science students because this group of students (and probably most undergraduates) often lack in understanding of, and skills to develop and write, the various components of an effective scientific paper. Students routinely need to focus more on the data collected and analyze what the results indicated in relation to the research question/hypothesis, as well as develop a detailed discussion of what they learned. Consequently, teaching students how to effectively organize and write a research report is a critical component when engaging students in scientific inquiry.

Acknowledgments

This article was supported by a Science Education Partnership Award (SEPA) grant (Award Number R25RR026299) from the National Institute of Environmental Health Sciences of the National Institutes of Health. The SEPA program at the University of Wisconsin—Milwaukee is part of the Children's Environmental Health Sciences Core Center, Community Outreach and Education Core, funded by the National Institute of Environmental Health Sciences (Award Number P30ES004184). The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health or the National Institute of Environmental Health Sciences.

Disclosure Statement

No competing financial interests exist.

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How to Write a Research Paper

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Research Paper Fundamentals

How to choose a topic or question, how to create a working hypothesis or thesis, common research paper methodologies, how to gather and organize evidence , how to write an outline for your research paper, how to write a rough draft, how to revise your draft, how to produce a final draft, resources for teachers .

It is not fair to say that no one writes anymore. Just about everyone writes text messages, brief emails, or social media posts every single day. Yet, most people don't have a lot of practice with the formal, organized writing required for a good academic research paper. This guide contains links to a variety of resources that can help demystify the process. Some of these resources are intended for teachers; they contain exercises, activities, and teaching strategies. Other resources are intended for direct use by students who are struggling to write papers, or are looking for tips to make the process go more smoothly.

The resources in this section are designed to help students understand the different types of research papers, the general research process, and how to manage their time. Below, you'll find links from university writing centers, the trusted Purdue Online Writing Lab, and more.

What is an Academic Research Paper?

"Genre and the Research Paper" (Purdue OWL)

There are different types of research papers. Different types of scholarly questions will lend themselves to one format or another. This is a brief introduction to the two main genres of research paper: analytic and argumentative. 

"7 Most Popular Types of Research Papers" (Personal-writer.com)

This resource discusses formats that high school students commonly encounter, such as the compare and contrast essay and the definitional essay. Please note that the inclusion of this link is not an endorsement of this company's paid service.

How to Prepare and Plan Out Writing a Research Paper

Teachers can give their students a step-by-step guide like these to help them understand the different steps of the research paper process. These guides can be combined with the time management tools in the next subsection to help students come up with customized calendars for completing their papers.

"Ten Steps for Writing Research Papers" (American University)  

This resource from American University is a comprehensive guide to the research paper writing process, and includes examples of proper research questions and thesis topics.

"Steps in Writing a Research Paper" (SUNY Empire State College)

This guide breaks the research paper process into 11 steps. Each "step" links to a separate page, which describes the work entailed in completing it.

How to Manage Time Effectively

The links below will help students determine how much time is necessary to complete a paper. If your sources are not available online or at your local library, you'll need to leave extra time for the Interlibrary Loan process. Remember that, even if you do not need to consult secondary sources, you'll still need to leave yourself ample time to organize your thoughts.

"Research Paper Planner: Timeline" (Baylor University)

This interactive resource from Baylor University creates a suggested writing schedule based on how much time a student has to work on the assignment.

"Research Paper Planner" (UCLA)

UCLA's library offers this step-by-step guide to the research paper writing process, which also includes a suggested planning calendar.

There's a reason teachers spend a long time talking about choosing a good topic. Without a good topic and a well-formulated research question, it is almost impossible to write a clear and organized paper. The resources below will help you generate ideas and formulate precise questions.

"How to Select a Research Topic" (Univ. of Michigan-Flint)

This resource is designed for college students who are struggling to come up with an appropriate topic. A student who uses this resource and still feels unsure about his or her topic should consult the course instructor for further personalized assistance.

"25 Interesting Research Paper Topics to Get You Started" (Kibin)

This resource, which is probably most appropriate for high school students, provides a list of specific topics to help get students started. It is broken into subsections, such as "paper topics on local issues."

"Writing a Good Research Question" (Grand Canyon University)

This introduction to research questions includes some embedded videos, as well as links to scholarly articles on research questions. This resource would be most appropriate for teachers who are planning lessons on research paper fundamentals.

"How to Write a Research Question the Right Way" (Kibin)

This student-focused resource provides more detail on writing research questions. The language is accessible, and there are embedded videos and examples of good and bad questions.

It is important to have a rough hypothesis or thesis in mind at the beginning of the research process. People who have a sense of what they want to say will have an easier time sorting through scholarly sources and other information. The key, of course, is not to become too wedded to the draft hypothesis or thesis. Just about every working thesis gets changed during the research process.

CrashCourse Video: "Sociology Research Methods" (YouTube)

Although this video is tailored to sociology students, it is applicable to students in a variety of social science disciplines. This video does a good job demonstrating the connection between the brainstorming that goes into selecting a research question and the formulation of a working hypothesis.

"How to Write a Thesis Statement for an Analytical Essay" (YouTube)

Students writing analytical essays will not develop the same type of working hypothesis as students who are writing research papers in other disciplines. For these students, developing the working thesis may happen as a part of the rough draft (see the relevant section below). 

"Research Hypothesis" (Oakland Univ.)

This resource provides some examples of hypotheses in social science disciplines like Political Science and Criminal Justice. These sample hypotheses may also be useful for students in other soft social sciences and humanities disciplines like History.

When grading a research paper, instructors look for a consistent methodology. This section will help you understand different methodological approaches used in research papers. Students will get the most out of these resources if they use them to help prepare for conversations with teachers or discussions in class.

"Types of Research Designs" (USC)

A "research design," used for complex papers, is related to the paper's method. This resource contains introductions to a variety of popular research designs in the social sciences. Although it is not the most intuitive site to read, the information here is very valuable. 

"Major Research Methods" (YouTube)

Although this video is a bit on the dry side, it provides a comprehensive overview of the major research methodologies in a format that might be more accessible to students who have struggled with textbooks or other written resources.

"Humanities Research Strategies" (USC)

This is a portal where students can learn about four methodological approaches for humanities papers: Historical Methodologies, Textual Criticism, Conceptual Analysis, and the Synoptic method.

"Selected Major Social Science Research Methods: Overview" (National Academies Press)

This appendix from the book  Using Science as Evidence in Public Policy , printed by National Academies Press, introduces some methods used in social science papers.

"Organizing Your Social Sciences Research Paper: 6. The Methodology" (USC)

This resource from the University of Southern California's library contains tips for writing a methodology section in a research paper.

How to Determine the Best Methodology for You

Anyone who is new to writing research papers should be sure to select a method in consultation with their instructor. These resources can be used to help prepare for that discussion. They may also be used on their own by more advanced students.

"Choosing Appropriate Research Methodologies" (Palgrave Study Skills)

This friendly and approachable resource from Palgrave Macmillan can be used by students who are just starting to think about appropriate methodologies.

"How to Choose Your Research Methods" (NFER (UK))

This is another approachable resource students can use to help narrow down the most appropriate methods for their research projects.

The resources in this section introduce the process of gathering scholarly sources and collecting evidence. You'll find a range of material here, from introductory guides to advanced explications best suited to college students. Please consult the LitCharts  How to Do Academic Research guide for a more comprehensive list of resources devoted to finding scholarly literature.

Google Scholar

Students who have access to library websites with detailed research guides should start there, but people who do not have access to those resources can begin their search for secondary literature here.

"Gathering Appropriate Information" (Texas Gateway)

This resource from the Texas Gateway for online resources introduces students to the research process, and contains interactive exercises. The level of complexity is suitable for middle school, high school, and introductory college classrooms.

"An Overview of Quantitative and Qualitative Data Collection Methods" (NSF)

This PDF from the National Science Foundation goes into detail about best practices and pitfalls in data collection across multiple types of methodologies.

"Social Science Methods for Data Collection and Analysis" (Swiss FIT)

This resource is appropriate for advanced undergraduates or teachers looking to create lessons on research design and data collection. It covers techniques for gathering data via interviews, observations, and other methods.

"Collecting Data by In-depth Interviewing" (Leeds Univ.)

This resource contains enough information about conducting interviews to make it useful for teachers who want to create a lesson plan, but is also accessible enough for college juniors or seniors to make use of it on their own.

There is no "one size fits all" outlining technique. Some students might devote all their energy and attention to the outline in order to avoid the paper. Other students may benefit from being made to sit down and organize their thoughts into a lengthy sentence outline. The resources in this section include strategies and templates for multiple types of outlines. 

"Topic vs. Sentence Outlines" (UC Berkeley)

This resource introduces two basic approaches to outlining: the shorter topic-based approach, and the longer, more detailed sentence-based approach. This resource also contains videos on how to develop paper paragraphs from the sentence-based outline.

"Types of Outlines and Samples" (Purdue OWL)

The Purdue Online Writing Lab's guide is a slightly less detailed discussion of different types of outlines. It contains several sample outlines.

"Writing An Outline" (Austin C.C.)

This resource from a community college contains sample outlines from an American history class that students can use as models.

"How to Structure an Outline for a College Paper" (YouTube)

This brief (sub-2 minute) video from the ExpertVillage YouTube channel provides a model of outline writing for students who are struggling with the idea.

"Outlining" (Harvard)

This is a good resource to consult after completing a draft outline. It offers suggestions for making sure your outline avoids things like unnecessary repetition.

As with outlines, rough drafts can take on many different forms. These resources introduce teachers and students to the various approaches to writing a rough draft. This section also includes resources that will help you cite your sources appropriately according to the MLA, Chicago, and APA style manuals.

"Creating a Rough Draft for a Research Paper" (Univ. of Minnesota)

This resource is useful for teachers in particular, as it provides some suggested exercises to help students with writing a basic rough draft. 

Rough Draft Assignment (Duke of Definition)

This sample assignment, with a brief list of tips, was developed by a high school teacher who runs a very successful and well-reviewed page of educational resources.

"Creating the First Draft of Your Research Paper" (Concordia Univ.)

This resource will be helpful for perfectionists or procrastinators, as it opens by discussing the problem of avoiding writing. It also provides a short list of suggestions meant to get students writing.

Using Proper Citations

There is no such thing as a rough draft of a scholarly citation. These links to the three major citation guides will ensure that your citations follow the correct format. Please consult the LitCharts How to Cite Your Sources guide for more resources.

Chicago Manual of Style Citation Guide

Some call  The Chicago Manual of Style , which was first published in 1906, "the editors' Bible." The manual is now in its 17th edition, and is popular in the social sciences, historical journals, and some other fields in the humanities.

APA Citation Guide

According to the American Psychological Association, this guide was developed to aid reading comprehension, clarity of communication, and to reduce bias in language in the social and behavioral sciences. Its first full edition was published in 1952, and it is now in its sixth edition.

MLA Citation Guide

The Modern Language Association style is used most commonly within the liberal arts and humanities. The  MLA Style Manual and Guide to Scholarly Publishing  was first published in 1985 and (as of 2008) is in its third edition.

Any professional scholar will tell you that the best research papers are made in the revision stage. No matter how strong your research question or working thesis, it is not possible to write a truly outstanding paper without devoting energy to revision. These resources provide examples of revision exercises for the classroom, as well as tips for students working independently.

"The Art of Revision" (Univ. of Arizona)

This resource provides a wealth of information and suggestions for both students and teachers. There is a list of suggested exercises that teachers might use in class, along with a revision checklist that is useful for teachers and students alike.

"Script for Workshop on Revision" (Vanderbilt University)

Vanderbilt's guide for leading a 50-minute revision workshop can serve as a model for teachers who wish to guide students through the revision process during classtime. 

"Revising Your Paper" (Univ. of Washington)

This detailed handout was designed for students who are beginning the revision process. It discusses different approaches and methods for revision, and also includes a detailed list of things students should look for while they revise.

"Revising Drafts" (UNC Writing Center)

This resource is designed for students and suggests things to look for during the revision process. It provides steps for the process and has a FAQ for students who have questions about why it is important to revise.

Conferencing with Writing Tutors and Instructors

No writer is so good that he or she can't benefit from meeting with instructors or peer tutors. These resources from university writing, learning, and communication centers provide suggestions for how to get the most out of these one-on-one meetings.

"Getting Feedback" (UNC Writing Center)

This very helpful resource talks about how to ask for feedback during the entire writing process. It contains possible questions that students might ask when developing an outline, during the revision process, and after the final draft has been graded.

"Prepare for Your Tutoring Session" (Otis College of Art and Design)

This guide from a university's student learning center contains a lot of helpful tips for getting the most out of working with a writing tutor.

"The Importance of Asking Your Professor" (Univ. of Waterloo)

This article from the university's Writing and Communication Centre's blog contains some suggestions for how and when to get help from professors and Teaching Assistants.

Once you've revised your first draft, you're well on your way to handing in a polished paper. These resources—each of them produced by writing professionals at colleges and universities—outline the steps required in order to produce a final draft. You'll find proofreading tips and checklists in text and video form.

"Developing a Final Draft of a Research Paper" (Univ. of Minnesota)

While this resource contains suggestions for revision, it also features a couple of helpful checklists for the last stages of completing a final draft.

Basic Final Draft Tips and Checklist (Univ. of Maryland-University College)

This short and accessible resource, part of UMUC's very thorough online guide to writing and research, contains a very basic checklist for students who are getting ready to turn in their final drafts.

Final Draft Checklist (Everett C.C.)

This is another accessible final draft checklist, appropriate for both high school and college students. It suggests reading your essay aloud at least once.

"How to Proofread Your Final Draft" (YouTube)

This video (approximately 5 minutes), produced by Eastern Washington University, gives students tips on proofreading final drafts.

"Proofreading Tips" (Georgia Southern-Armstrong)

This guide will help students learn how to spot common errors in their papers. It suggests focusing on content and editing for grammar and mechanics.

This final set of resources is intended specifically for high school and college instructors. It provides links to unit plans and classroom exercises that can help improve students' research and writing skills. You'll find resources that give an overview of the process, along with activities that focus on how to begin and how to carry out research. 

"Research Paper Complete Resources Pack" (Teachers Pay Teachers)

This packet of assignments, rubrics, and other resources is designed for high school students. The resources in this packet are aligned to Common Core standards.

"Research Paper—Complete Unit" (Teachers Pay Teachers)

This packet of assignments, notes, PowerPoints, and other resources has a 4/4 rating with over 700 ratings. It is designed for high school teachers, but might also be useful to college instructors who work with freshmen.

"Teaching Students to Write Good Papers" (Yale)

This resource from Yale's Center for Teaching and Learning is designed for college instructors, and it includes links to appropriate activities and exercises.

"Research Paper Writing: An Overview" (CUNY Brooklyn)

CUNY Brooklyn offers this complete lesson plan for introducing students to research papers. It includes an accompanying set of PowerPoint slides.

"Lesson Plan: How to Begin Writing a Research Paper" (San Jose State Univ.)

This lesson plan is designed for students in the health sciences, so teachers will have to modify it for their own needs. It includes a breakdown of the brainstorming, topic selection, and research question process. 

"Quantitative Techniques for Social Science Research" (Univ. of Pittsburgh)

This is a set of PowerPoint slides that can be used to introduce students to a variety of quantitative methods used in the social sciences.

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How to Write a Killer Research Paper (Even If You Hate Writing)

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writing a research paper while high

Research papers.

Unless you’re a weirdo like me, you probably dread them. When I was in college, depending on the class, I even dreaded these.

It’s the sort of project that can leave even the most organized student quaking in their boots, staring at the assignment like they’re Luke Skywalker and it’s the Death Star.

You have to pick a broad topic, do some in-depth research, hone in on a research question, and then present your answer to that question in an interesting way. Oh, and you have to use citations, too.

How on earth are you supposed to tackle this thing?

Fear not, for even the Death Star had weaknesses. With a well-devised plan, some courage, and maybe a little help from a few midichlorians, you can conquer your research paper, too.

Let’s get started.

1. Pick a Topic

And pick one that interests you. This is not up for debate.

You and this topic are going to be spending a lot of time together, so you might as well pick something you like, or, at the very least, have a vague interest in. Even if you hate the class, there’s probably at least one topic that you’re curious about.

Maybe you want to write about “mental health in high schools” for your paper in your education class. That’s a good start, but take a couple steps to hone your idea a little further so you have an idea of what to research. Here’s a couple of factors to look at when you want to get more specific:

  • Timeframe : What are the most important mental health issues for high schoolers that have come up in the last five years?
  • Location : How does the mental health of students in your area compare to students in the next state (or country) over?
  • Culture or Group : How does the mental health of inner-city students compare to those in the suburbs or places like Silicon Valley?
  • Solution : If schools were to make one change to high schools to improve the well-being of their students, what would be most effective, and why?

It’s good to be clear about what you’re researching, but make sure you don’t box yourself into a corner. Try to avoid being too local (if the area is a small town, for example), or too recent, as there may not be enough research conducted to support an entire paper on the subject.

Also, avoid super analytical or technical topics that you think you’ll have a hard time writing about (unless that’s the assignment…then jump right into all the technicalities you want).

You’ll probably need to do some background research and possibly brainstorm with your professor before you can identify a topic that’s specialized enough for your paper.

At the very least, skim the Encyclopedia Britannica section on your general area of interest. Your professor is another resource: use them! They’re probably more than happy to point you in the direction of a possible research topic.

Of course, this is going to be highly dependent on your class and the criteria set forth by your professor, so make sure you read your assignment and understand what it’s asking for. If you feel the assignment is unclear, don’t go any further without talking to your professor about it.

2. Create a Clear Thesis Statement

Say it with me: a research paper without a thesis question or statement is just a fancy book report.

All research papers fall under three general categories: analytical, expository, or argumentative.

  • Analytical papers present an analysis of information (effects of stress on the human brain)
  • Expository papers seek to explain something (Julius Caesar’s rise to power)
  • Argumentative papers are trying to prove a point (Dumbledore shouldn’t be running a school for children).

So figure out what sort of paper you’d like to write, and then come up with a viable thesis statement or question.

Maybe it starts out looking like this:

  • Julius Caesar’s rise to power was affected by three major factors.

Ok, not bad. You could probably write a paper based on this. But it’s not great , either. It’s not specific, neither is it arguable . You’re not really entering any sort of discussion.

Maybe you rework it a little to be more specific and you get:

  • Julius Caesar’s quick rise to power was a direct result of a power vacuum and social instability created by years of war and internal political corruption.

Better. Now you can actually think about researching it.

Every good thesis statement has three important qualities: it’s focused , it picks a side , and it can be backed up with research .

If you’re missing any of these qualities, you’re gonna have a bad time. Avoid vague modifier words like “positive” and “negative.” Instead use precise, strong language to formulate your argument.

Take this thesis statement for example:

  • “ High schools should stop assigning so much homework, because it has a negative impact on students’ lives.”

Sure, it’s arguable…but only sort of . It’s pretty vague. We don’t really know what is meant by “negative”, other than “generically bad”. Before you get into the research, you have to define your argument a little more.

Revised Version:

  • “ High schools in the United States should assign less homework, as lower workloads improve students’ sleep, stress levels, and, surprisingly, their grades.”

When in doubt, always look at your thesis and ask, “Is this arguable?”  Is there something you need to prove ? If not, then your thesis probably isn’t strong enough. If yes, then as long as you can actually prove it with your research, you’re golden.

Good thesis statements give you a clear goal. You know exactly what you’re looking for, and you know exactly where you’re going with the paper. Try to be as specific and clear as possible. That makes the next step a lot easier:

3. Hit the Books

So you have your thesis, you know what you’re looking for. It’s time to actually go out and do some real research. By real research, I mean more than a quick internet search or a quick skim through some weak secondary or tertiary sources.

If you’ve chosen a thesis you’re a little unsteady on, a preliminary skim through Google is fine, but make sure you go the extra mile. Some professors will even have a list of required resources (e.g. “Three academic articles, two books, one interview…etc).

It’s a good idea to start by heading to the library and asking your local librarian for help (they’re usually so excited to help you find things!).

Check your school library for research papers and books on the topic. Look for primary sources, such as journals, personal records, or contemporary newspaper articles when you can find them.

As you’re starting your research, create some kind of system for filing helpful quotes, links, and other sources. I preferred it to all be on one text document on my computer, but you could try a physical file, too.

In this text document, I start compiling a list of all the sources I’m using. It tends to look like this:

Research file example

Remember that at this point, your thesis isn’t solid. It’s still in a semi-squishy state. If your research starts to strongly contradict your thesis, then come up with a new thesis, revise, and keep on compiling quotes.

The more support you can find, the better. Depending on how long your paper is, you should have 3-10 different sources, with all sorts of quotes between them.

Here are some good places to look for reputable sources:

  • Google Scholar
  • Sites ending in .edu, .org, or .gov. While it’s not a rule, these sites tend to represent organizations, and they are more likely to be reputable than your run-of-the-mill .com sites
  • Your school library. It should have a section for articles and newspapers as well as books
  • Your school’s free academic database
  • Online encyclopedias like Britannica
  • Online almanacs and other databases

As you read, analyze your sources closely, and take good notes . Jot down general observations, questions, and answers to those questions when you find them. Once you have a sizable stack of research notes, it’s time to start organizing your paper.

4. Write an Outline

Even if you normally feel confident writing a paper without one, use an outline when you’re working on a research paper.

Outlines basically do all the heavy lifting for you when it comes to writing. They keep you organized and on track. Even if you feel tempted to just jump in and brain-dump, resist. You’ll thank me later.

Here’s how to structure an outline:

outline example

You’ll notice it’s fairly concise, and it has three major parts: the introduction , the body , and the conclusion . Also notice that I haven’t bothered to organize my research too much.

I’ve just dumped all the relevant citations under the headings I think they’ll end up under, so I can put in my quotes from my research document later as they fit into the overall text.

Let’s get a little more in-depth with this:

The Introduction

The introduction is made up of two main parts: the thesis and the introduction to the supporting points. This is where you essentially tell your reader exactly what sort of wild ride they’re in for if they read on.

It’s all about preparing your reader’s mind to start thinking about your argument or question before you even really get started.

Present your thesis and your supporting points clearly and concisely. It should be no longer than a paragraph or two. Keep it simple and easy to read.

Body Paragraphs

Okay, now that you’ve made your point, it’s time to prove it. This is where your body paragraphs come in. The length of this is entirely dependent on the criteria set by your professor, so keep that in mind.

However, as a rule, you should have at least three supporting points to help defend, prove, or explain your thesis. Put your weakest point first, and your strongest point last.

This doesn’t need a lot of outlining. Basically, take your introduction outline and copy it over. Your conclusion should be about a paragraph long, and it should summarize your main points and restate your thesis.

There’s also another key component to this outline example that I haven’t touched on yet:

Research and Annotations

Some people like to write first, and annotate later. Personally, I like to get my quotes and annotations in right at the start of the writing process.

I find the rest of the paper goes more smoothly, and it’s easier to ensure that I’ve compiled enough support for my claim. That way, I don’t go through all the work of writing the paper, only to discover that my thesis doesn’t actually hold any water!

As a general rule, it’s good to have at least 3-5 sources for every supporting point. Whenever you make a claim in your paper, you should support it with evidence.

Some professors are laxer on this, and some are more stringent. Make sure you understand your assignment requirements really, really, really well. You don’t want to get marked down for missing the correct number of sources!

At this stage, you should also be sure of what sort of format your professor is looking for (APA, MLA, etc.) , as this will save you a lot of headache later.

When I was in college, some professors wanted in-text parenthetical citations whenever I made a claim or used my research at all. Others only wanted citations at the end of a paragraph. And others didn’t mind in-text citations at all, so long as you had a bibliography at the end of your entire paper.

So, go through your outline and start inserting your quotes and citations now. Count them up. If you need more, then add them. If you think you have enough (read: your claims are so supported that even Voldemort himself couldn’t scare them), then move on to the next step:

5. Write the First Draft

Time to type this thing up. If you created a strong enough outline, this should be a breeze. Most of it should already be written for you. All you have to do at this point is fill it in. You’ve successfully avoided the initial blank-screen panic .

Don’t worry too much about grammar or prose quality at this point. It’s the rough draft, and it’s not supposed to see the light of day.

I find it helpful to highlight direct quotes, summaries, paraphrases, and claims as I put them in. This helps me ensure that I never forget to cite any of them.

So, do what you’ve gotta do . Go to a studious place or create one , put on an awesome playlist, close your social media apps, and get the work done.

Once you’ve gotten the gist of your paper down, the real work begins:

6. Revise Your Draft

Okay, now that you’ve word-vomited everywhere in a semi-organized fashion, it’s time to start building this thing into a cohesive paper. If you took the time to outline properly, then this part shouldn’t be too difficult.

Every paper has two editing stages:the developmental edit , and the line edit.

The developmental edit (the first one, at least) is for your eyes only. This is the part where you take a long, hard look at your paper and ask yourself, “Does this make sense, and does it accomplish what I want it to accomplish?” If it does, then great. If it doesn’t, then how can you rearrange or change it so that it does?

Here are a few good questions to ask yourself at this stage:

  • Is the paper well-organized, and does it have a logical flow of thought from paragraph to paragraph?
  • Does your thesis hold up to the three criteria listed earlier? Is it well supported by your research and arguments?
  • Have you checked that all your sources are properly cited?
  • How repetitive is the paper? Can you get rid of superlative points or language to tighten up your argument?

Once you’ve run the paper through this process at least once, it’s time for the line edit . This is the part where you check for punctuation, spelling, and grammar errors.

It helps to let your paper sit overnight, and then read it out loud to yourself, or the cat, or have a friend read it. Often, our brains know what we “meant” to say, and it’s difficult for us to catch small grammatical or spelling errors.

Here are a couple more final questions to ask yourself before you call it a day:

  • Have you avoided filler words , adverbs , and passive voice as much as possible?
  • Have you checked for proper grammar, spelling, and punctuation? Spell-checker software is pretty adept these days, but it still isn’t perfect.

If you need help editing your paper, and your regular software just isn’t cutting it, Grammarly is a good app for Windows, Mac, iOS, and Chrome that goes above and beyond your run-of-the-mill spell-checker. It looks for things like sentence structure and length, as well as accidental plagiarism and passive tense.

7. Organize Your Sources

The paper’s written, but it’s not over. You’ve still got to create the very last page: the “works cited” or bibliography page.

Now, this page works a little differently depending on what style your professor has asked you to use, and it can get pretty confusing, as different types of sources are formatted completely differently.

The most important thing to ensure here is that every single source, whether big or small, is on this page before you turn your paper in. If you forget to cite something, or don’t cite it properly, you run the risk of plagiarism.

I got through college by using a couple of different tools to format it for me. Here are some absolute life-savers:

  • EasyBib – I literally used this tool all throughout college to format my citations for me, it does all the heavy lifting for you, and it’s free .
  • Microsoft Word – I honestly never touched Microsoft Word throughout my college years, but it actually has a tool that will create citations and bibliographies for you, so it’s worth using if you have it on your computer.

Onwards: One Step at a Time

I leave you with this parting advice:

Once you understand the method, research papers really aren’t as difficult as they seem. Sure, there’s a lot to do, but don’t be daunted. Just take it step by step, piece by piece, and give yourself plenty of time. Take frequent breaks, stay organized, and never, ever, ever forget to cite your sources. You can do this!

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Writing a Research Paper

This page lists some of the stages involved in writing a library-based research paper.

Although this list suggests that there is a simple, linear process to writing such a paper, the actual process of writing a research paper is often a messy and recursive one, so please use this outline as a flexible guide.

Discovering, Narrowing, and Focusing a Researchable Topic

  • Try to find a topic that truly interests you
  • Try writing your way to a topic
  • Talk with your course instructor and classmates about your topic
  • Pose your topic as a question to be answered or a problem to be solved

Finding, Selecting, and Reading Sources

You will need to look at the following types of sources:

  • library catalog, periodical indexes, bibliographies, suggestions from your instructor
  • primary vs. secondary sources
  • journals, books, other documents

Grouping, Sequencing, and Documenting Information

The following systems will help keep you organized:

  • a system for noting sources on bibliography cards
  • a system for organizing material according to its relative importance
  • a system for taking notes

Writing an Outline and a Prospectus for Yourself

Consider the following questions:

  • What is the topic?
  • Why is it significant?
  • What background material is relevant?
  • What is my thesis or purpose statement?
  • What organizational plan will best support my purpose?

Writing the Introduction

In the introduction you will need to do the following things:

  • present relevant background or contextual material
  • define terms or concepts when necessary
  • explain the focus of the paper and your specific purpose
  • reveal your plan of organization

Writing the Body

  • Use your outline and prospectus as flexible guides
  • Build your essay around points you want to make (i.e., don’t let your sources organize your paper)
  • Integrate your sources into your discussion
  • Summarize, analyze, explain, and evaluate published work rather than merely reporting it
  • Move up and down the “ladder of abstraction” from generalization to varying levels of detail back to generalization

Writing the Conclusion

  • If the argument or point of your paper is complex, you may need to summarize the argument for your reader.
  • If prior to your conclusion you have not yet explained the significance of your findings or if you are proceeding inductively, use the end of your paper to add your points up, to explain their significance.
  • Move from a detailed to a general level of consideration that returns the topic to the context provided by the introduction.
  • Perhaps suggest what about this topic needs further research.

Revising the Final Draft

  • Check overall organization : logical flow of introduction, coherence and depth of discussion in body, effectiveness of conclusion.
  • Paragraph level concerns : topic sentences, sequence of ideas within paragraphs, use of details to support generalizations, summary sentences where necessary, use of transitions within and between paragraphs.
  • Sentence level concerns: sentence structure, word choices, punctuation, spelling.
  • Documentation: consistent use of one system, citation of all material not considered common knowledge, appropriate use of endnotes or footnotes, accuracy of list of works cited.

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A Guide to Writing a Research Paper

This handbook hopes to assist students studying international affairs, political science, and history. Students of political science should focus their research papers on identifying a theoretical puzzle (e.g., a case that cannot be explained by an existing theory, or that illustrates conflicts between two competing theories) and solve it. Policy-oriented political science students should center their research papers on identifying a significant policy issue; analyze it, and present recommendations. Cultural history students approach the study of world politics by examining not only history and politics but also literature and film as artistic expressions interpreting history. Why don’t we begin thinking about your research paper as your opportunity to improve by setting your goals: write out what your weaknesses are in your writing and add what are your strengths. Secondly, state your goals in improving writing and how you will meet your goals. Lastly, check out your professor’s comments and restate your goals: what goals have you met and which still need to be met. Build on your writing skills by being very aware of your weaknesses and your strengths. Remember you are not alone: consult GWU’s  The Writing Center at GWU  (202-994-3765) and WID Studio .

All good writing starts with analytical reading. When you start reading a book or viewing a film, immediately make connections, stretch your imagination, ask questions, and anticipate conclusions. By becoming an active reader your mind will be analyzing the information simultaneously as you experience the journal article, book or film. Evaluating sources is a skill perfected over several years; this handbook offers ways to assess texts quickly.

Structuring and writing research papers can be challenging and in the end rewarding because it is your unique contribution to understanding a body of texts, a series of historical events, and cultural expressions in film, art, and literature. Your personal voice and your particular interpretation will intrigue your readers if your thesis is clearly argued. Creating Writing Strategies including clustering ideas, drawing diagrams, and planning a “road map” will help you visualize the stages that you need to map out to build a strong paper. Research papers always start with disparate ideas, indiscriminate notions, and false starts. This process is necessary to think through your strategy. Harnessing and structuring your random ideas is essential at the beginning to ensure solid results in your line of argument.

An initial draft helps you generate ideas, sketch a plan, and build on your first impressions. Revision and more revision will ensure that your case is chiseled into a fine paper with clear objectives and well-argued beliefs. This is perhaps the most essential piece to receiving high grades. If you write your paper the night before it is due, you will not allow time to revise. Instead, plan to write your initial draft two weeks before it is due. You will have time to rewrite the draft at least twice. Comparing each draft should convince you to always make time to write three drafts. Formatting your paper appropriately to your professor’s taste is crucial. Routinely papers follow this format: a Title Page, after which each page is numbered consecutively; pages are double-spaced with left one-inch margins at top, bottom, and sides.

Citations add depth to your opinions and will substantiate them. A variety of sources always makes a paper interesting to read and intensifies your argument. The risk that all writers confront is over use of quoting from secondary texts. The overuse of citations buries your personal voice and your particular point of view.  

Reading Analytically

It is often possible to confuse or understand partially what a scholar, journalist, or author is trying to argue. This is the first wrong step towards a weak paper. In evaluating a scholarly argument, you are making claims about what an author has stated. You do not have the freedom to put arguments in authors’ mouths; you must be able to back up every claim you make about an author’s argument through reference to the text. This exercise in analyzing arguments intends to strengthen your skills in developing your own argumentation.

Read an article in The Economist, The Wall Street Journal, American Political Science Review, or Foreign Affairs and start to record your thoughts:

  • What is the author’s argument?
  • What is the thesis question?
  • What are the premises underlying it?
  • What is the thesis?
  • What is the “road map” or the individual points the author will have to prove to make the thesis be true?
  • What assumptions has the author made which remain unaddressed?
  • What arguments does the author make that may be challenged?
  • Premises underlying thesis question.
  • Individual points of the argument in the “road map,” or body of the work.
  • If you wanted to challenge this author, how would you go about it?
  • Choose one point — either a premise underlying the thesis question, or a part of the author’s “road map.”
  • What kind of primary source evidence would you be looking for to “test” this point? What kinds of primary source evidence would tend to support the author? What kinds would undermine the author’s argument?
  • The last step would be to go to the primary source evidence itself, and see what you find.

Exercise for reading analytically

Read the excerpt below taken from the first issue of Foreign Affairs for 2009 and write out your questions and answers (the entire article is online):

Beyond Iraq

A New U.S. Strategy for the Middle East

Richard N. Haass and Martin Indyk

Summary:  To be successful in the Middle East, the Obama administration will need to move beyond Iraq, find ways to deal constructively with Iran, and forge a final-status Israeli-Palestinian agreement.

On taking office, U.S. President Barack Obama will face a series of critical, complex, and interrelated challenges in the Middle East demanding urgent attention: an Iraq experiencing a fragile lull in violence that is nonetheless straining the U.S. military, an Iran approaching the nuclear threshold, a faltering Israeli-Palestinian peace process, weak governments in Lebanon and the Palestinian territories challenged by strong militant Islamist groups, and a U.S. position weakened by years of failure and drift. He will also discover that time is working against him.

For six years, U.S. policy in the Middle East has been dominated by Iraq. This need not, and should not, continue. The Obama administration will be able to gradually reduce the number of U.S. troops in Iraq, limit their combat role, and increasingly shift responsibility to Iraqi forces. The drawdown will have to be executed carefully and deliberately, however, so as not to risk undoing recent progress.

The improved situation in Iraq will allow the new administration to shift its focus to Iran, where the clock is ticking on a dangerous and destabilizing nuclear program. Obama should offer direct official engagement with the Iranian government, without preconditions, along with other incentives in an attempt to turn Tehran away from developing the capacity to rapidly produce substantial amounts of nuclear-weapons-grade fuel. At the same time, he should lay the groundwork for an international effort to impose harsher sanctions on Iran if it proves unwilling to change course.

Preventive military action against Iran by either the United States or Israel is an unattractive option, given its risks and costs. But it needs to be examined carefully as a last-ditch alternative to the dangers of living with an Iranian bomb. To increase Israel’s tolerance for extended diplomatic engagement, the U.S. government should bolster Israel’s deterrent capabilities by providing an enhanced anti-ballistic-missile defense capability and a nuclear guarantee.

The U.S. president should also spend capital trying to promote peace agreements between Israel and its Arab neighbors, in particular Syria. Damascus is currently allied with Tehran, and an Israeli-Syrian deal would weaken Iran’s regional influence, reduce external support for Hamas and Hezbollah, and improve the prospects for stability in Lebanon. On the Israeli-Palestinian front, there is an urgent need for a diplomatic effort to achieve a two-state solution while it is still feasible. Although divisions on both sides and the questionable ability of the Palestinian Authority (PA) to control any newly acquired territory make a sustainable peace agreement unlikely for the moment, these factors argue not for abandoning the issue but rather for devoting substantial time and effort now to creating the conditions that would help diplomacy succeed later. What all these initiatives have in common is a renewed emphasis on diplomacy as a tool of U.S. national security policy, since the United States can no longer achieve its objectives without the backing of its regional allies as well as China, Europe, and Russia.

Some might argue that these efforts are not worth it, that the Bush administration paid too much attention to and invested too much American blood and treasure in an ill-advised attempt to transform the Middle East and that the Obama administration should focus its attention at home or elsewhere abroad. But such arguments underestimate the Middle East’s ability to force itself onto the U.S. president’s agenda regardless of other plans. Put simply, what happens in the Middle East will not stay in the Middle East. From terrorism to nuclear proliferation to energy security, managing contemporary global challenges requires managing the Middle East.

Three easy questions to ask yourself:

  • Is there a “valid” argument: an argument structured such that, given that the premises are correct, the conclusion must be correct. How do the authors construct their argument, dissect paragraph by paragraph their line of debate.
  • What would a scholar from Egypt write on this subject and perhaps a scholar from Iran. Can you now come up with a counter argument?
  • What is the “road map” for this paper? That is, what is the chain of reasoning this paper must pursue if it is to demonstrate the veracity of its thesis?

Good reading is about asking questions of your sources. Keep the following in mind when reading primary sources. Even if you believe you can’t arrive at the answers, imagining possible answers will aid your comprehension. Reading primary sources requires that you use your historical imagination. This process is all about your willingness and ability to ask questions of the material, imagine possible answers, and explain your reasoning. Reading a primary source may seem simple but you would be surprised how easy it is to become distracted, unfocused, and when your mind wonders you lose the impact of the thesis. This also happens when we sit at our computers to write, but with a strong foundation and a road map, it should be easier to compose.

Professor Patrick Rael of Bowdoin College has drawn up a useful evaluating system when reading primary sources:

  • Purpose of the author in preparing the document
  • Argument and strategy she or he uses to achieve those goals
  • Presuppositions and values (in the text, and our own)
  • Epistemology (evaluating truth content)
  • Relate to other texts (compare and contrast)
  • Who is the author and what is her or his place in society (explain why you are justified in thinking so)? What could or might it be, based on the text, and why?
  • Why did the author prepare the document? What was the occasion for its creation?
  • What is at stake for the author in this text? Why do you think she or he wrote it? What evidence in the text tells you this?
  • Does the author have a thesis? What — in one sentence — is that thesis?
  • What is the text trying to do? How does the text make its case? What is its strategy for accomplishing its goal? How does it carry out this strategy?
  • What is the intended audience of the text? How might this influence its rhetorical strategy? Cite specific examples.
  • What arguments or concerns do the author respond to that are not clearly stated? Provide at least one example of a point at which the author seems to be refuting a position never clearly stated. Explain what you think this position may be in detail, and why you think it.
  • Do you think the author is credible and reliable? Use at least one specific example to explain why. Make sure to explain the principle of rhetoric or logic that makes this passage credible.

Presuppositions

  • How do the ideas and values in the source differ from the ideas and values of our age? Offer two specific examples.
  • What presumptions and preconceptions do we as readers bring to bear on this text? For instance, what portions of the text might we find objectionable, but which contemporaries might have found acceptable. State the values we hold on that subject, and the values expressed in the text. Cite at least one specific example.
  • How might the difference between our values and the values of the author influence the way we understand the text? Explain how such a difference in values might lead us to miss-interpret the text, or understand it in a way contemporaries would not have. Offer at least one specific example.

Epistemology

  • How might this text support one of the arguments found in secondary sources we’ve read? Choose a paragraph anywhere in a secondary source we’ve read, state where this text might be an appropriate footnote (cite page and paragraph), and explain why.
  • What kinds of information does this text reveal that it does not seem concerned with revealing? (In other words, what does it tell us without knowing it’s telling us?)
  • Offer one claim from the text which is the author’s interpretation. Now offer one example of a historical “fact” (something that is absolutely indisputable) that we can learn from this text (this need not be the author’s words).
  • Relate: Now choose another of the readings, and compare the two, answering these questions:
  • What patterns or ideas are repeated throughout the readings?
  • What major differences appear in them?
  • Which do you find more reliable and credible?

As you can begin to see, once you start thinking about it, one simple question can lead to a huge chain of questions. Remember, it is always better to keep asking questions you think you cannot answer than to stop asking questions because you think you cannot answer them. But this can only happen when you know enough about your subject to know how to push your questioning, and this depends on reading and understanding the assigned material.  

Evaluating Sources

Reading secondary historical sources is a skill which is honed over years of practice and becomes second nature after a while. Reading academic material well is an active process and you’ll find success reading even the most difficult material if you can master these skills. The key here is taking the time and energy to engage the material — to think through it and to connect it to other material you have covered. A good idea is to keep a journal recording your ideas about a variety of sources to see later if there are connections among them.  

How to read a book

You can quickly size up a volume to judge if it is indeed a book that you need to read fully. Read and define the title. Think about what the title promises for the book; look at the table of contents; read the foreword and introduction (if an article, read the first paragraph or two). Read the conclusion or epilogue if there is one (if it is an article, read the last one or two paragraphs). After all this, ask yourself what the author’s thesis might be. How has the argument been structured?

The same idea holds for reading chapters quickly: read the first and last paragraph of each chapter. After doing this and taking the step outlined above, you should have a good idea of the book’s major themes and arguments. Good topic sentences in each paragraph will tell you what the paragraph is about. Read actively and just take notes when necessary; avoid taking copious notes on minor details. Remember to record your gut reactions to the text and ask: What surprised you? What seemed particularly insightful? What seems suspect? What reinforces or counters points made in other readings? This kind of note taking will keep your reading active, and actually will help you remember the contents of the piece better than otherwise.

To better write your own research paper it is very useful to dissect an author’s work asking the following: How has the author structured her work? How would you briefly outline it? Why might she have employed this structure? What historical argument does the structure employ? After identifying the thesis, ask yourself in what ways the structure of the work enhances or detracts from the thesis. How does the author set about to make her or his case? What about the structure of the work makes it convincing?

A thesis is not just a statement of opinion, or a belief, or a thought. It is an argument and therefore it is subject to evaluation and analysis. Is it a good argument? How is the big argument (the thesis) structured into little arguments? Are these little arguments constructed well? Is the reasoning valid? Does the evidence support the conclusions? Has the author used invalid or incorrect logic? Is she relying on incorrect premises? What broad, unexamined assumptions seem to underlay the author’s argument? Are these correct? This part of the evaluation process asks you not for your opinion, but to evaluate the logic of the argument. Finally, when you have recorded your thoughts, mapped out the author’s points sustaining the thesis argument, now need to come to a conclusion: Where is the author’s argument weak or vulnerable? Where is the evidence thin? What other interpretations of the author’s evidence is possible? At what points is the author’s logic suspect? If the author’s case is weak, what is the significance of this for the argument as a whole?

If you read actively, record your opinions, and map out arguments you are creating your own research paper as you are analyzing. Eventually you will create your own voice and style through this method.  

Writing Strategies

Perhaps the most important message to understand is that you should start thinking about possible theses from the very start of your paper preparation, but you need to examine your primary sources before you can develop a strong thesis. It is impossible to develop a good thesis without already having begun to analyze the primary sources which supply your evidence. How can you know what is even possible to argue if you haven’t looked closely at your data?

Good writing is a process of continually evaluating your work — of constantly asking yourself if your evidence and analysis supports your thesis. Remember, the thesis is not the starting point of your exploration, but the result of it.

Writing exercises — to flush out all your ideas and then to reduce them to the essentials — are useful for structuring your paper. Making lists of your ideas, free writing in prose about your thesis, and clustering relationships among your ideas, can all be helpful in the first phase. Subdividing your subject and restricting your purpose will help you narrow your thesis.

INTRODUCTION

  • Introduce the problem
  • Define key terms
  • State the thesis
  • Stems from good question
  • Tentative answer is “hypothesis”
  • Refine hypothesis into thesis
  • How is the paper organized?
  • Topic sentence (mini-thesis)
  • Argument supporting topic sentence
  • Transition to next mini-thesis
  • Arguing in paragraphs
  • Mini-thesis
  • Analysis (what does evidence support?)
  • Re-state the thesis
  • Significance of thesis (why should we care about the problem?)

The introduction is usually one paragraph, or perhaps two in a paper of eight pages or more. Its purpose is to: (1) set out the problem to be discussed; (2) define key terms that will be used in that discussion; (3) outline the structure of the argument; (4) CLEARLY STATE THE THESIS.

Quickly establish the issue your paper confronts. Where and when are we? What are we examining? It is especially important to clearly define the limits of your exploration. Tell the reader how interested you are in the subject, set a tone conveying that the topic is of vital concern. Some writers grab the reader by starting with an example, a quotation, a statistic, or a complaint. This opening theme must run through your paper so that it unifies your paper.

Provide a clear road map of your argument: Let your reader know where you are headed, how you plan to substantiate your thesis but without giving away your best ideas. If, for instance, your paper breaks down into political, cultural, and social components, announce this to your reader so she will know what to expect.

The last function of the introduction is to present your thesis. The thesis is the central idea around which you construct the rest of your paper. The best theses are good precisely because the questions they answer are significant, complex, and original. The thesis statement is the one-sentence version of your argument. A good thesis will require you to introduce the gist of the thesis itself without revealing your conclusion.

The body takes up several pages, and constitutes the bulk of your paper. Here is where you argue your thesis. The content of this section largely will depend on your thesis, and what it requires you to argue. Think to yourself, “What do I need to support this argument?” If you find yourself unable to answer, consult your analyses of secondary texts to review how authors construct their body. You may not have an interesting enough thesis.

The general movement in the body is from the general to the specific. Start with general statements and then move on to specific statements which support your general statement. Your paper is built on paragraphs. Each paragraph should be a minimum of four sentences and not exceed 10. The first sentence of each paragraph is called the “topic sentence.” The topic sentence introduces what the paragraph will be about similar to a mini-thesis. You may have several mini-theses in your paper supporting your general thesis.

When you add support from secondary texts remember that you should not merely quote or paraphrase from the raw data but you need to interpret and analyze the quoted material. This is especially true of quotes. Never just plop a quote in and expect it to be clear to the reader how it supports the mini-thesis. Explain how it supports the point you are making.

The body of the paper must flow from one idea to the next and transitions from one paragraph to the next must be clear. This linking of ideas is accomplished through transitional phrases. There are transitions between paragraphs, and transitions within paragraphs. Often, but not always, the last sentence of a paragraph begins to guide the reader to the next idea. It is often a good idea to end paragraphs with a sentence summing-up your findings.

As you structure the body, your scholarly arguments marshal facts — and analyze those facts — in a fashion intended to persuade the reader through reason. The most important technique for doing this is to anticipate the counter-arguments your argument is likely to receive. You must constantly ask yourself, what arguments which counter my thesis make sense.

Your conclusion is usually one paragraph long, and briefly recapitulates your thesis, pulling all your arguments together. The first sentence of the concluding paragraph is a clear, specific re-statement of the thesis. The conclusion should do more than simply re-state the argument. It also suggests why the argument is important in the bigger scheme of things, or suggests avenues for further research, or raises a bigger question.  

Revision, Revision, Revision

Write first draft: Even if you haven’t finished all your research but you feel ready to start writing a first draft, read over your clustering notes, your sketch of how to execute the paper and arrange your notes according to your outline. Your paragraphs should correspond to your outline, and each should advance your goal of supporting your hypothesis. A first draft will challenge you to articulate ideas that have been floating around in your head. As you start writing you will probably realize that what you thought were simple ideas are actually complex, and are more difficult to express than you expected. That is normal.

Let your paper sit for awhile, two or three days. As the researcher and writer, you have been too close to your work. You might want to change some of the original organization, or delete parts which are tangential or insignificant to your main argument. You may also need to do some additional research and strengthen your arguments. Revise your argument first to tighten the thesis and your “road map” lining up all the evidence. Reduce your evidence to only the relevant pieces and strengthen your argument by including the most salient of citations.

Think about how you have arranged the arguments in your paper. Does the paper’s organization offer the most effective arrangement of your ideas and evidence to support the theme? Reread the topic sentence for each paragraph. Does the sentence make your point and does the information in the paragraph support it? Be sure that you have placed your topic in its historical context, preferably in the first few pages of the paper.

Locate your argument among those offered in the secondary historical works which you have read. At this point, you should have some idea of how your approach/theme adds to the body of historical literature on your topic. Think about your introduction and conclusion. Remember that these are crucial to the paper and you should take some time when writing them. The introduction not only interests the reader in getting beyond the first few pages but it also presents the focus of your argument. The conclusion is your chance to make a lasting impression on your audience; take advantage of it!

The final revision of your paper should include a check of overall organization, style and composition, spelling, proof of thesis, and format (arrangement of title page, pagination, endnotes if applicable, bibliography, citation form.) Scrutinize your words, sentences, and paragraphs. Look at the VERBS are they active (not passive)? Are there a variety of verbs, if not use the thesaurus and empower your prose by strong verbs. REDUCE the use of the verb to be. Wordy sentences weaken your thesis, take out the “fat”: prepositional phrases (change to gerunds –ing); count the number of prepositions in a sentence and limit to two. Check on misplaced and dangling modifiers if you don’t know what this means, look it up. Longer sentences can be reduced to several sentences or with the use of semicolons. Lastly, literally check the logic of the transitions among paragraphs. Do you find a paragraph not making sense and not linking up to the paragraph above and below it?

Very important to your revising is to read your paper out loud and listen to it. Does it flow well? What do you hear that is superfluous? Is the logic sound and is the thesis clear? What is unessential weakens your thesis, so eliminate.

The best known authors follow this advice: Throughout the paper writing process, the most important and challenging task will be to constantly edit and revise your work.  

Formatting Your Paper

Use the MLA-Chicago style to format your research paper and consult the following:

William Strunk, Jr. and E.B. White, The Elements of Style

Mary Lynn Rampolla, A Pocket Manual to Writing in History, 3rd ed.

Kate Turabian, A Manual for Writers of Term Papers, Theses, and Dissertations, 6th ed.

Diana Hacker, Rules for Writers, 3rd ed. (Boston: Bedford Books of St. Martin’s Press, 1996).

Quotations, footnotes, and bibliographies: Small matters of style, such as where footnote numbers are placed, the use of commas, or how indenting works, are important. You will be learning and using citation styles for the rest of your life; it is crucial that you become proficient in following them closely. Citations

A citation is the part of your paper that tells your reader where your source information came from. This is one of the most important elements to your paper. In order to evaluate your argument, your reader must be able to consult the same sources you used. Proper citing is crucial to making a credible and persuasive argument.. Citations in history papers can take the form of footnotes or endnotes. History papers should not use the parenthetic citation style common to literature and social science papers. These do not perform the other function of footnotes and endnotes, which is to provide space to clarify your use of complex data or arguments, expand on points you believe do not merit lengthy consideration in the body of your text, and to directly address the arguments of other historians.

Each time you quote a work by another author, or use the ideas of another author, you should indicate the source with a footnote. A footnote is indicated in the text of your paper by a small Arabic numeral written in superscript. Each new footnote gets a new number (increment by one). The number refers to a note number at the bottom of the page (or following the text of the paper, if you are using endnotes). This note contains the citation information for the materials you are referencing. For examples of footnotes in action, consult Rampolla (“Quoting and Documenting Sources”).

Either footnotes or endnotes are fine. Most history books are now produced using endnotes, which are commonly thought to provide cleaner looking pages. Most history professors, however, prefer footnotes, so they can quickly check sources. Especially if you have a computer word-processor, which makes the task easy, you should try to use footnotes.

Paraphrase or quote your sources or do both; but do only one at a time. You either paraphrase or quote, but do nothing in between. To paraphrase a source (or part of a source) is to reproduce it in words and word orders substantially different from the original. When you paraphrase well, you keep the sense of the original but change the language, retaining some key words, of course, but otherwise using your own words and your own sentence patterns. As a rough guide, if you copy more than three words in a row from a source, these words should be in quotation marks.

To quote a source (or part of a source) is to reproduce it exactly. When you quote well, you keep both the sense and language of the original, retaining its punctuation, its capitalization, its type face (roman or italic), and its spelling (indeed, even its misspelling).

Remember to include a source citation every time you use the ideas or words of another author, either directly (through quotation) or indirectly (through paraphrase). The only exception is common factual knowledge of the variety found in encyclopedia. The easiest and most important rule to remember is: when in doubt, it is better to cite a source than to not cite a source. In avoiding plagiarism, it is always wiser to choose more rather than less information.

Enjoy researching your paper and enjoy writing it. Professors grade students on their effort, their ability to improve during the semester, and on their willingness to follow directions. GOOD LUCK THIS SEMESTER.

Online guides for citing sources:

  • Citing Electronic Sources (from the Library of Congress) http://memory.loc.gov/learn/start/cite/index.html

Guides for citing standard electronic sources

  • A Brief Citation Guide for Internet Sources in History and the Humanities http://www.h-net.msu.edu/about/citation/
  • USC Libraries
  • Research Guides

Organizing Your Social Sciences Research Paper

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

The introduction leads the reader from a general subject area to a particular topic of inquiry. It establishes the scope, context, and significance of the research being conducted by summarizing current understanding and background information about the topic, stating the purpose of the work in the form of the research problem supported by a hypothesis or a set of questions, explaining briefly the methodological approach used to examine the research problem, highlighting the potential outcomes your study can reveal, and outlining the remaining structure and organization of the paper.

Key Elements of the Research Proposal. Prepared under the direction of the Superintendent and by the 2010 Curriculum Design and Writing Team. Baltimore County Public Schools.

Importance of a Good Introduction

Think of the introduction as a mental road map that must answer for the reader these four questions:

  • What was I studying?
  • Why was this topic important to investigate?
  • What did we know about this topic before I did this study?
  • How will this study advance new knowledge or new ways of understanding?

According to Reyes, there are three overarching goals of a good introduction: 1) ensure that you summarize prior studies about the topic in a manner that lays a foundation for understanding the research problem; 2) explain how your study specifically addresses gaps in the literature, insufficient consideration of the topic, or other deficiency in the literature; and, 3) note the broader theoretical, empirical, and/or policy contributions and implications of your research.

A well-written introduction is important because, quite simply, you never get a second chance to make a good first impression. The opening paragraphs of your paper will provide your readers with their initial impressions about the logic of your argument, your writing style, the overall quality of your research, and, ultimately, the validity of your findings and conclusions. A vague, disorganized, or error-filled introduction will create a negative impression, whereas, a concise, engaging, and well-written introduction will lead your readers to think highly of your analytical skills, your writing style, and your research approach. All introductions should conclude with a brief paragraph that describes the organization of the rest of the paper.

Hirano, Eliana. “Research Article Introductions in English for Specific Purposes: A Comparison between Brazilian, Portuguese, and English.” English for Specific Purposes 28 (October 2009): 240-250; Samraj, B. “Introductions in Research Articles: Variations Across Disciplines.” English for Specific Purposes 21 (2002): 1–17; Introductions. The Writing Center. University of North Carolina; “Writing Introductions.” In Good Essay Writing: A Social Sciences Guide. Peter Redman. 4th edition. (London: Sage, 2011), pp. 63-70; Reyes, Victoria. Demystifying the Journal Article. Inside Higher Education.

Structure and Writing Style

I.  Structure and Approach

The introduction is the broad beginning of the paper that answers three important questions for the reader:

  • What is this?
  • Why should I read it?
  • What do you want me to think about / consider doing / react to?

Think of the structure of the introduction as an inverted triangle of information that lays a foundation for understanding the research problem. Organize the information so as to present the more general aspects of the topic early in the introduction, then narrow your analysis to more specific topical information that provides context, finally arriving at your research problem and the rationale for studying it [often written as a series of key questions to be addressed or framed as a hypothesis or set of assumptions to be tested] and, whenever possible, a description of the potential outcomes your study can reveal.

These are general phases associated with writing an introduction: 1.  Establish an area to research by:

  • Highlighting the importance of the topic, and/or
  • Making general statements about the topic, and/or
  • Presenting an overview on current research on the subject.

2.  Identify a research niche by:

  • Opposing an existing assumption, and/or
  • Revealing a gap in existing research, and/or
  • Formulating a research question or problem, and/or
  • Continuing a disciplinary tradition.

3.  Place your research within the research niche by:

  • Stating the intent of your study,
  • Outlining the key characteristics of your study,
  • Describing important results, and
  • Giving a brief overview of the structure of the paper.

NOTE:   It is often useful to review the introduction late in the writing process. This is appropriate because outcomes are unknown until you've completed the study. After you complete writing the body of the paper, go back and review introductory descriptions of the structure of the paper, the method of data gathering, the reporting and analysis of results, and the conclusion. Reviewing and, if necessary, rewriting the introduction ensures that it correctly matches the overall structure of your final paper.

II.  Delimitations of the Study

Delimitations refer to those characteristics that limit the scope and define the conceptual boundaries of your research . This is determined by the conscious exclusionary and inclusionary decisions you make about how to investigate the research problem. In other words, not only should you tell the reader what it is you are studying and why, but you must also acknowledge why you rejected alternative approaches that could have been used to examine the topic.

Obviously, the first limiting step was the choice of research problem itself. However, implicit are other, related problems that could have been chosen but were rejected. These should be noted in the conclusion of your introduction. For example, a delimitating statement could read, "Although many factors can be understood to impact the likelihood young people will vote, this study will focus on socioeconomic factors related to the need to work full-time while in school." The point is not to document every possible delimiting factor, but to highlight why previously researched issues related to the topic were not addressed.

Examples of delimitating choices would be:

  • The key aims and objectives of your study,
  • The research questions that you address,
  • The variables of interest [i.e., the various factors and features of the phenomenon being studied],
  • The method(s) of investigation,
  • The time period your study covers, and
  • Any relevant alternative theoretical frameworks that could have been adopted.

Review each of these decisions. Not only do you clearly establish what you intend to accomplish in your research, but you should also include a declaration of what the study does not intend to cover. In the latter case, your exclusionary decisions should be based upon criteria understood as, "not interesting"; "not directly relevant"; “too problematic because..."; "not feasible," and the like. Make this reasoning explicit!

NOTE:   Delimitations refer to the initial choices made about the broader, overall design of your study and should not be confused with documenting the limitations of your study discovered after the research has been completed.

ANOTHER NOTE: Do not view delimitating statements as admitting to an inherent failing or shortcoming in your research. They are an accepted element of academic writing intended to keep the reader focused on the research problem by explicitly defining the conceptual boundaries and scope of your study. It addresses any critical questions in the reader's mind of, "Why the hell didn't the author examine this?"

III.  The Narrative Flow

Issues to keep in mind that will help the narrative flow in your introduction :

  • Your introduction should clearly identify the subject area of interest . A simple strategy to follow is to use key words from your title in the first few sentences of the introduction. This will help focus the introduction on the topic at the appropriate level and ensures that you get to the subject matter quickly without losing focus, or discussing information that is too general.
  • Establish context by providing a brief and balanced review of the pertinent published literature that is available on the subject. The key is to summarize for the reader what is known about the specific research problem before you did your analysis. This part of your introduction should not represent a comprehensive literature review--that comes next. It consists of a general review of the important, foundational research literature [with citations] that establishes a foundation for understanding key elements of the research problem. See the drop-down menu under this tab for " Background Information " regarding types of contexts.
  • Clearly state the hypothesis that you investigated . When you are first learning to write in this format it is okay, and actually preferable, to use a past statement like, "The purpose of this study was to...." or "We investigated three possible mechanisms to explain the...."
  • Why did you choose this kind of research study or design? Provide a clear statement of the rationale for your approach to the problem studied. This will usually follow your statement of purpose in the last paragraph of the introduction.

IV.  Engaging the Reader

A research problem in the social sciences can come across as dry and uninteresting to anyone unfamiliar with the topic . Therefore, one of the goals of your introduction is to make readers want to read your paper. Here are several strategies you can use to grab the reader's attention:

  • Open with a compelling story . Almost all research problems in the social sciences, no matter how obscure or esoteric , are really about the lives of people. Telling a story that humanizes an issue can help illuminate the significance of the problem and help the reader empathize with those affected by the condition being studied.
  • Include a strong quotation or a vivid, perhaps unexpected, anecdote . During your review of the literature, make note of any quotes or anecdotes that grab your attention because they can used in your introduction to highlight the research problem in a captivating way.
  • Pose a provocative or thought-provoking question . Your research problem should be framed by a set of questions to be addressed or hypotheses to be tested. However, a provocative question can be presented in the beginning of your introduction that challenges an existing assumption or compels the reader to consider an alternative viewpoint that helps establish the significance of your study. 
  • Describe a puzzling scenario or incongruity . This involves highlighting an interesting quandary concerning the research problem or describing contradictory findings from prior studies about a topic. Posing what is essentially an unresolved intellectual riddle about the problem can engage the reader's interest in the study.
  • Cite a stirring example or case study that illustrates why the research problem is important . Draw upon the findings of others to demonstrate the significance of the problem and to describe how your study builds upon or offers alternatives ways of investigating this prior research.

NOTE:   It is important that you choose only one of the suggested strategies for engaging your readers. This avoids giving an impression that your paper is more flash than substance and does not distract from the substance of your study.

Freedman, Leora  and Jerry Plotnick. Introductions and Conclusions. University College Writing Centre. University of Toronto; Introduction. The Structure, Format, Content, and Style of a Journal-Style Scientific Paper. Department of Biology. Bates College; Introductions. The Writing Center. University of North Carolina; Introductions. The Writer’s Handbook. Writing Center. University of Wisconsin, Madison; Introductions, Body Paragraphs, and Conclusions for an Argument Paper. The Writing Lab and The OWL. Purdue University; “Writing Introductions.” In Good Essay Writing: A Social Sciences Guide . Peter Redman. 4th edition. (London: Sage, 2011), pp. 63-70; Resources for Writers: Introduction Strategies. Program in Writing and Humanistic Studies. Massachusetts Institute of Technology; Sharpling, Gerald. Writing an Introduction. Centre for Applied Linguistics, University of Warwick; Samraj, B. “Introductions in Research Articles: Variations Across Disciplines.” English for Specific Purposes 21 (2002): 1–17; Swales, John and Christine B. Feak. Academic Writing for Graduate Students: Essential Skills and Tasks . 2nd edition. Ann Arbor, MI: University of Michigan Press, 2004 ; Writing Your Introduction. Department of English Writing Guide. George Mason University.

Writing Tip

Avoid the "Dictionary" Introduction

Giving the dictionary definition of words related to the research problem may appear appropriate because it is important to define specific terminology that readers may be unfamiliar with. However, anyone can look a word up in the dictionary and a general dictionary is not a particularly authoritative source because it doesn't take into account the context of your topic and doesn't offer particularly detailed information. Also, placed in the context of a particular discipline, a term or concept may have a different meaning than what is found in a general dictionary. If you feel that you must seek out an authoritative definition, use a subject specific dictionary or encyclopedia [e.g., if you are a sociology student, search for dictionaries of sociology]. A good database for obtaining definitive definitions of concepts or terms is Credo Reference .

Saba, Robert. The College Research Paper. Florida International University; Introductions. The Writing Center. University of North Carolina.

Another Writing Tip

When Do I Begin?

A common question asked at the start of any paper is, "Where should I begin?" An equally important question to ask yourself is, "When do I begin?" Research problems in the social sciences rarely rest in isolation from history. Therefore, it is important to lay a foundation for understanding the historical context underpinning the research problem. However, this information should be brief and succinct and begin at a point in time that illustrates the study's overall importance. For example, a study that investigates coffee cultivation and export in West Africa as a key stimulus for local economic growth needs to describe the beginning of exporting coffee in the region and establishing why economic growth is important. You do not need to give a long historical explanation about coffee exports in Africa. If a research problem requires a substantial exploration of the historical context, do this in the literature review section. In your introduction, make note of this as part of the "roadmap" [see below] that you use to describe the organization of your paper.

Introductions. The Writing Center. University of North Carolina; “Writing Introductions.” In Good Essay Writing: A Social Sciences Guide . Peter Redman. 4th edition. (London: Sage, 2011), pp. 63-70.

Yet Another Writing Tip

Always End with a Roadmap

The final paragraph or sentences of your introduction should forecast your main arguments and conclusions and provide a brief description of the rest of the paper [the "roadmap"] that let's the reader know where you are going and what to expect. A roadmap is important because it helps the reader place the research problem within the context of their own perspectives about the topic. In addition, concluding your introduction with an explicit roadmap tells the reader that you have a clear understanding of the structural purpose of your paper. In this way, the roadmap acts as a type of promise to yourself and to your readers that you will follow a consistent and coherent approach to addressing the topic of inquiry. Refer to it often to help keep your writing focused and organized.

Cassuto, Leonard. “On the Dissertation: How to Write the Introduction.” The Chronicle of Higher Education , May 28, 2018; Radich, Michael. A Student's Guide to Writing in East Asian Studies . (Cambridge, MA: Harvard University Writing n. d.), pp. 35-37.

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Introducing Apple’s On-Device and Server Foundation Models

At the 2024 Worldwide Developers Conference , we introduced Apple Intelligence, a personal intelligence system integrated deeply into iOS 18, iPadOS 18, and macOS Sequoia.

Apple Intelligence is comprised of multiple highly-capable generative models that are specialized for our users’ everyday tasks, and can adapt on the fly for their current activity. The foundation models built into Apple Intelligence have been fine-tuned for user experiences such as writing and refining text, prioritizing and summarizing notifications, creating playful images for conversations with family and friends, and taking in-app actions to simplify interactions across apps.

In the following overview, we will detail how two of these models — a ~3 billion parameter on-device language model, and a larger server-based language model available with Private Cloud Compute and running on Apple silicon servers — have been built and adapted to perform specialized tasks efficiently, accurately, and responsibly. These two foundation models are part of a larger family of generative models created by Apple to support users and developers; this includes a coding model to build intelligence into Xcode, as well as a diffusion model to help users express themselves visually, for example, in the Messages app. We look forward to sharing more information soon on this broader set of models.

Our Focus on Responsible AI Development

Apple Intelligence is designed with our core values at every step and built on a foundation of groundbreaking privacy innovations.

Additionally, we have created a set of Responsible AI principles to guide how we develop AI tools, as well as the models that underpin them:

  • Empower users with intelligent tools : We identify areas where AI can be used responsibly to create tools for addressing specific user needs. We respect how our users choose to use these tools to accomplish their goals.
  • Represent our users : We build deeply personal products with the goal of representing users around the globe authentically. We work continuously to avoid perpetuating stereotypes and systemic biases across our AI tools and models.
  • Design with care : We take precautions at every stage of our process, including design, model training, feature development, and quality evaluation to identify how our AI tools may be misused or lead to potential harm. We will continuously and proactively improve our AI tools with the help of user feedback.
  • Protect privacy : We protect our users' privacy with powerful on-device processing and groundbreaking infrastructure like Private Cloud Compute. We do not use our users' private personal data or user interactions when training our foundation models.

These principles are reflected throughout the architecture that enables Apple Intelligence, connects features and tools with specialized models, and scans inputs and outputs to provide each feature with the information needed to function responsibly.

In the remainder of this overview, we provide details on decisions such as: how we develop models that are highly capable, fast, and power-efficient; how we approach training these models; how our adapters are fine-tuned for specific user needs; and how we evaluate model performance for both helpfulness and unintended harm.

Modeling overview

Pre-Training

Our foundation models are trained on Apple's AXLearn framework , an open-source project we released in 2023. It builds on top of JAX and XLA, and allows us to train the models with high efficiency and scalability on various training hardware and cloud platforms, including TPUs and both cloud and on-premise GPUs. We used a combination of data parallelism, tensor parallelism, sequence parallelism, and Fully Sharded Data Parallel (FSDP) to scale training along multiple dimensions such as data, model, and sequence length.

We train our foundation models on licensed data, including data selected to enhance specific features, as well as publicly available data collected by our web-crawler, AppleBot. Web publishers have the option to opt out of the use of their web content for Apple Intelligence training with a data usage control.

We never use our users’ private personal data or user interactions when training our foundation models, and we apply filters to remove personally identifiable information like social security and credit card numbers that are publicly available on the Internet. We also filter profanity and other low-quality content to prevent its inclusion in the training corpus. In addition to filtering, we perform data extraction, deduplication, and the application of a model-based classifier to identify high quality documents.

Post-Training

We find that data quality is essential to model success, so we utilize a hybrid data strategy in our training pipeline, incorporating both human-annotated and synthetic data, and conduct thorough data curation and filtering procedures. We have developed two novel algorithms in post-training: (1) a rejection sampling fine-tuning algorithm with teacher committee, and (2) a reinforcement learning from human feedback (RLHF) algorithm with mirror descent policy optimization and a leave-one-out advantage estimator. We find that these two algorithms lead to significant improvement in the model’s instruction-following quality.

Optimization

In addition to ensuring our generative models are highly capable, we have used a range of innovative techniques to optimize them on-device and on our private cloud for speed and efficiency. We have applied an extensive set of optimizations for both first token and extended token inference performance.

Both the on-device and server models use grouped-query-attention. We use shared input and output vocab embedding tables to reduce memory requirements and inference cost. These shared embedding tensors are mapped without duplications. The on-device model uses a vocab size of 49K, while the server model uses a vocab size of 100K, which includes additional language and technical tokens.

For on-device inference, we use low-bit palletization, a critical optimization technique that achieves the necessary memory, power, and performance requirements. To maintain model quality, we developed a new framework using LoRA adapters that incorporates a mixed 2-bit and 4-bit configuration strategy — averaging 3.5 bits-per-weight — to achieve the same accuracy as the uncompressed models.

Additionally, we use an interactive model latency and power analysis tool, Talaria , to better guide the bit rate selection for each operation. We also utilize activation quantization and embedding quantization, and have developed an approach to enable efficient Key-Value (KV) cache update on our neural engines.

With this set of optimizations, on iPhone 15 Pro we are able to reach time-to-first-token latency of about 0.6 millisecond per prompt token, and a generation rate of 30 tokens per second. Notably, this performance is attained before employing token speculation techniques, from which we see further enhancement on the token generation rate.

Model Adaptation

Our foundation models are fine-tuned for users’ everyday activities, and can dynamically specialize themselves on-the-fly for the task at hand. We utilize adapters, small neural network modules that can be plugged into various layers of the pre-trained model, to fine-tune our models for specific tasks. For our models we adapt the attention matrices, the attention projection matrix, and the fully connected layers in the point-wise feedforward networks for a suitable set of the decoding layers of the transformer architecture.

By fine-tuning only the adapter layers, the original parameters of the base pre-trained model remain unchanged, preserving the general knowledge of the model while tailoring the adapter layers to support specific tasks.

We represent the values of the adapter parameters using 16 bits, and for the ~3 billion parameter on-device model, the parameters for a rank 16 adapter typically require 10s of megabytes. The adapter models can be dynamically loaded, temporarily cached in memory, and swapped — giving our foundation model the ability to specialize itself on the fly for the task at hand while efficiently managing memory and guaranteeing the operating system's responsiveness.

To facilitate the training of the adapters, we created an efficient infrastructure that allows us to rapidly retrain, test, and deploy adapters when either the base model or the training data gets updated. The adapter parameters are initialized using the accuracy-recovery adapter introduced in the Optimization section.

Performance and Evaluation

Our focus is on delivering generative models that can enable users to communicate, work, express themselves, and get things done across their Apple products. When benchmarking our models, we focus on human evaluation as we find that these results are highly correlated to user experience in our products. We conducted performance evaluations on both feature-specific adapters and the foundation models.

To illustrate our approach, we look at how we evaluated our adapter for summarization. As product requirements for summaries of emails and notifications differ in subtle but important ways, we fine-tune accuracy-recovery low-rank (LoRA) adapters on top of the palletized model to meet these specific requirements. Our training data is based on synthetic summaries generated from bigger server models, filtered by a rejection sampling strategy that keeps only the high quality summaries.

To evaluate the product-specific summarization, we use a set of 750 responses carefully sampled for each use case. These evaluation datasets emphasize a diverse set of inputs that our product features are likely to face in production, and include a stratified mixture of single and stacked documents of varying content types and lengths. As product features, it was important to evaluate performance against datasets that are representative of real use cases. We find that our models with adapters generate better summaries than a comparable model.

As part of responsible development, we identified and evaluated specific risks inherent to summarization. For example, summaries occasionally remove important nuance or other details in ways that are undesirable. However, we found that the summarization adapter did not amplify sensitive content in over 99% of targeted adversarial examples. We continue to adversarially probe to identify unknown harms and expand our evaluations to help guide further improvements.

In addition to evaluating feature specific performance powered by foundation models and adapters, we evaluate both the on-device and server-based models’ general capabilities. We utilize a comprehensive evaluation set of real-world prompts to test the general model capabilities. These prompts are diverse across different difficulty levels and cover major categories such as brainstorming, classification, closed question answering, coding, extraction, mathematical reasoning, open question answering, rewriting, safety, summarization, and writing.

We compare our models with both open-source models (Phi-3, Gemma, Mistral, DBRX) and commercial models of comparable size (GPT-3.5-Turbo, GPT-4-Turbo) 1 . We find that our models are preferred by human graders over most comparable competitor models. On this benchmark, our on-device model, with ~3B parameters, outperforms larger models including Phi-3-mini, Mistral-7B, and Gemma-7B. Our server model compares favorably to DBRX-Instruct, Mixtral-8x22B, and GPT-3.5-Turbo while being highly efficient.

We use a set of diverse adversarial prompts to test the model performance on harmful content, sensitive topics, and factuality. We measure the violation rates of each model as evaluated by human graders on this evaluation set, with a lower number being desirable. Both the on-device and server models are robust when faced with adversarial prompts, achieving violation rates lower than open-source and commercial models.

Our models are preferred by human graders as safe and helpful over competitor models for these prompts. However, considering the broad capabilities of large language models, we understand the limitation of our safety benchmark. We are actively conducting both manual and automatic red-teaming with internal and external teams to continue evaluating our models' safety.

To further evaluate our models, we use the Instruction-Following Eval (IFEval) benchmark to compare their instruction-following capabilities with models of comparable size. The results suggest that both our on-device and server model follow detailed instructions better than the open-source and commercial models of comparable size.

We evaluate our models’ writing ability on our internal summarization and composition benchmarks, consisting of a variety of writing instructions. These results do not refer to our feature-specific adapter for summarization (seen in Figure 3 ), nor do we have an adapter focused on composition.

The Apple foundation models and adapters introduced at WWDC24 underlie Apple Intelligence, the new personal intelligence system that is integrated deeply into iPhone, iPad, and Mac, and enables powerful capabilities across language, images, actions, and personal context. Our models have been created with the purpose of helping users do everyday activities across their Apple products, and developed responsibly at every stage and guided by Apple’s core values. We look forward to sharing more information soon on our broader family of generative models, including language, diffusion, and coding models.

[1] We compared against the following model versions: gpt-3.5-turbo-0125, gpt-4-0125-preview, Phi-3-mini-4k-instruct, Mistral-7B-Instruct-v0.2, Mixtral-8x22B-Instruct-v0.1, Gemma-1.1-2B, and Gemma-1.1-7B. The open-source and Apple models are evaluated in bfloat16 precision.

Related readings and updates.

Advancing speech accessibility with personal voice.

A voice replicator is a powerful tool for people at risk of losing their ability to speak, including those with a recent diagnosis of amyotrophic lateral sclerosis (ALS) or other conditions that can progressively impact speaking ability. First introduced in May 2023 and made available on iOS 17 in September 2023, Personal Voice is a tool that creates a synthesized voice for such users to speak in FaceTime, phone calls, assistive communication apps, and in-person conversations.

Apple Natural Language Understanding Workshop 2023

Earlier this year, Apple hosted the Natural Language Understanding workshop. This two-day hybrid event brought together Apple and members of the academic research community for talks and discussions on the state of the art in natural language understanding.

In this post, we share highlights from workshop discussions and recordings of select workshop talks.

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  • Publication Process

How to Write a Cover Letter for Your Manuscript? Here are the Tips and Examples

  • 3 minute read

Table of Contents

A cover letter is often the first thing an editor reads when reviewing your submission. As your first pitch to the editor, the cover letter helps them gauge the suitability of your manuscript for publication in their journal. Imagine your work shaping the future of your field, gathering citations, and sparking discussions. A powerful cover letter is thus the first step to making that vision into a reality.   

In this article, we will guide you through the process of writing an effective cover letter and explain how you can get it right every time with examples. First, let us get started with the basics!  

Getting the Basics Right  

When writing a cover letter, it is crucial to address the editor by their correct and complete name¹ . If there are multiple co-editors, you can address your letter to the right person, based on their specialization or designated responsibilities. If unsure, it is okay to go with a more general salutation, such as “Dear Editors”¹ .   

Presenting your Research  

Provide a clear and concise title for your submission and specify whether it is an article, communication, review, perspective, or a manuscript belonging to some other category. If the journal guideline recommends, consider including a list of all authors in the manuscript.   

After covering the preliminary information, briefly explain your paper’s central theme or focus to give the editor an idea of its contents. Ensure this stays a brief outline, without going into too much detail.   

Conveying the Importance of Your Work  

How you communicate the impact of your work can make or break your cover letter. To make a strong impression on the editor, articulate the significance of your research clearly, emphasizing its relevance to the field. Additionally, show how your work aligns with the journal’s scope and mission.  

Including a Formal Declaration  

Some journals require a set of declarations from you to ensure that your manuscript adheres to its ethical code and the larger ethical standards of scientific publishing. Here are the required declarations in a cover letter:  

  • Originality of work:  
  • Confirm that your work is original and has not been published elsewhere. This tells the editor your research is unique.  
  • Conflict of interest statement:  
  • Be clear about any potential conflicts of interest. This includes any personal, financial, or professional connections that might affect your research.  
  • Funding source (if applicable):  
  • Tell where your research funding came from, if any. This includes any support or grants from organizations.   

Including Personal Suggestions for Reviewers on a Separate Page (optional)  

If there is no part of the submission process that collects researcher suggestions for reviewers, and there are special requests from the researcher for reviewers (e.g., recommending the inclusion or suggesting the exclusion of a specific reviewer, etc.), you may also make a note about this in the cover letter.  

Combining these five points, here is a good example of a cover letter for researchers’ reference:  

Example of a Cover Letter

(This image is intended to demonstrate the norms of formatting and tone of expression in a cover letter, it is to be used only by the researcher as a reference in writing² .)  

Conclusion  

A strong cover letter can go a long way in ensuring success for researchers looking to publish their manuscripts! Your cover letter is the opening act, setting the stage for how editors perceive your manuscript. So, look at it not as just another formality but as a crucial opportunity to make a strong impression.   

Understanding what to include, what is optional, and what is best left unsaid can be tricky. That is where our team of experts at Elsevier Language Services can step in. We will provide personalized recommendations and expert guidance to help you craft a cover letter that perfectly complements your manuscript. Reach out to us today to make a great first impression and embark on a successful academic journey!  

Reference  

  • Nicholas, D. (2019). How to choose a journal and write a cover letter. Saudi Journal of Anaesthesia, 13(5), 35. https://doi.org/10.4103/sja.sja_691_18  
  • Loyola University Chicago. (n.d.). JCSHESA Sample Cover Letter. https://ecommons.luc.edu/jcshesa/cover_letter_template.pdf  

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  • Higher Ed Gamma

The Power of a Story Arc in Scholarly Writing

Transforming research into riveting narratives.

By  Steven Mintz

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I recently sat outside to watch the Hudson Classical Theater’s production of The Complete Works of William Shakespeare (abridged) —a 90-minute romp through 38 plays and 154 sonnets. Part farce, but mainly playful, the performance combined comedy, spectacle and violence, with more than a few profound insights into Shakespeare’s contemporary relevance.

Sitting on the steps of the Soldiers and Sailors Monument in Manhattan’s Riverside Park, just 10 feet from the actors, you could see why the groundlings and stinkards loved the Bard’s works. How could one not be moved by the bawdy, gender-bending humor, the word play, the poetry, the histrionic overacting, the sword play and, of course, the plots about love, revenge, ambition, betrayal and power?

The crowd, though fewer than a hundred, consisting mainly of seniors and parents and their children, plus a surprising number of college students, roared, laughed and cried out as the instantly recognizable soliloquies passed by in rapid fire succession.

Not a high school English class version of Shakespeare, this was something quite different: a fun-filled frolic that celebrates the poetry of the Bard’s language, the complexities of his plots, and the drama, humor and tragedy that infuse his works.

There’s no doubt in my mind that this highly compressed approach to Shakespeare’s works can be as meaningful, in its own way, as a more traditional academic or theatrical approach.

A lively, abridged performance makes Shakespeare more approachable to a broader audience, including those who might find the original texts intimidating or difficult to understand. Through humor and highly dynamic acting, this approach captures the audience’s attention and makes the material especially engaging. This performance also encourages active audience participation, helping viewers connect emotionally with the characters and stories.

Even in an abbreviated form, the beauty of Shakespeare’s language and the power of his poetry are obvious, allowing audiences to appreciate his linguistic artistry. By succinctly conveying the complexities of Shakespeare’s plots, this mishmash of his works makes it easier for viewers to grasp the intricacies of the Bard’s storytelling. Without a doubt, this approach helps ensure his works remain a vital part of our collective heritage.

In a recent essay entitled "Can You Read a Book in a Quarter of an Hour?”, The New Yorker ’s Anthony Lane reviews a number of phone apps, like Blinkist, that allow users to boil down books into micro-synopses.

Not surprisingly, Lane focuses on what is lost when a work is condensed: The original work’s poetic language, rhythm and stylistic nuances. The author’s distinctive voice and tone. The text’s subtle layers of meaning, complex themes, cultural references and moral ambiguities. The work’s literary devices, including its use of metaphors, symbols, wit, irony and wordplay. The depth of characters, the plot’s intricacies, and the subtle dynamics of relationships. The work’s pacing and build-up of tension or suspense. And, perhaps most important of all, readers’ experience of the text—how readers’ imagination fills in gaps and interprets the work in light of their own emotions, interests and concerns.

Yet, I must confess, that with many works of nonfiction, including many histories, I try to abstract the arguments to a nutshell and extract the themes to their most succinct form. The goal: to construct a mental model, simplified in some respects, but also streamlined and made more straightforward. After all, if we were to try to grasp scholarship in its full complexity, we’d be overwhelmed by detail.

In fact, all too often, I’m afraid, one can summarize a nonfiction book’s claims in a few sentences without losing its essence. Indeed, one of my goals as an instructor is to try to help my student learn how to digest, distill, outline or summarize a book or essay’s thesis. The rest, to misquote Shakespeare, is evidence.

Let me be clear: The greatest works of nonfiction, like Plato’s Republic or Darwin’s On the Origin of Species , are as much works of literary craftsmanship as they are of philosophic or scientific argument, and need to be read with the same critical sensitivities as a novel. They demonstrate that rigorous works of humanistic or scientific inquiry and beautiful prose can coexist and complement one another.

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Thus, in The Republic , Plato uses dialogue, dialectics, storytelling, rich imagery and rhetoric, symbolic language, and allegories and myths, such as the Allegory of the Cave, the Myth of Er, and the story of the Ring of Gyges, to illustrate his philosophical points about justice, the ideal state, the nature of the soul and the theory of forms.

Somewhat similarly, Darwin’s classic is both a scientific argument and a work of literature thanks to its eloquent, even poetic, prose, use of metaphor, vivid descriptions and analogies, and engaging narrative with a clear beginning, middle and end. He not only supports his arguments with extensive empirical evidence drawn from his observations and research, he employs literary techniques to make his arguments more accessible to nonspecialists. His richly depicted observations of the natural world and his inclusion of sensory details, such as colors, shapes, and movements of animals and plants add a literary quality to his scientific narrative.

When I was at Columbia, my dean expressed deep concerns about the quality of doctoral students’ writing. Not that the grad students didn’t write clearly—of course, they did. But most didn’t write stylishly and elegantly. To address that challenge, I offered an intensive summer seminar on nonfiction writing and brought in editors from major academic presses to evaluate and comment on the students’ essays and dissertation chapters.

That seminar underscored the vital importance of narrative and synthesis in scholarly writing.

Works like Plato’s or Darwin’s craft arguments into narratives—transforming evidence and arguments into a coherent, engaging and meaningful stories. By weaving evidence into a compelling narrative, writers make complex ideas accessible, create coherence and continuity, provide context and meaning, and make arguments more persuasive.

In nonfiction, as in fiction, narratives need not be linear or chronological. Nonlinear narratives, using flashbacks and flash-forwards, can provide context and highlight connections between past and present. Starting in the middle of a narrative— In Media Res —and then filling in background and contextual information, can work as well in nonfiction as in fiction by hooking readers’ attention, prompting questions, creating mystery and suspense, encapsulating an argument’s essence, and developing themes and arguments in a dynamic and compelling way.

While I certainly wouldn’t recommend stream of consciousness or epistolary approaches, scholarly authors might consider other narrative strategies used by writers of fiction, like the “framed” narrative that includes multiple case studies within a broader narrative; the “quest” narrative, that begins with an objective and a progressive journey; and “parallel” narratives, where two or more narratives are told simultaneously, often intersecting or converging at key points, exposing contrasts or similarities between different storylines.

Reflective narratives, where the author reflects on the research process, providing insights and commentary, offer yet another strategy for creating a deeper understanding of one’s themes and conclusions.

A big challenge, especially for novice humanities scholars, is to transform one’s research into a compelling story with a narrative arc that takes into account alternative stories and interpretations.

A second lesson that I took away from the seminar was that serious scholarship, certainly in the humanities, is as much a matter of synthesis as of original research. It takes disparate pieces of evidence and existing arguments and theories, and constructs something new from them. Synthesis involves constructing coherent arguments that draw on a wide range of evidence and perspectives. It builds on previous scholarship by integrating past research with new findings.

Synthesis, in other words, connects the dots of knowledge. By erecting bridges between ideas and interlacing threads of thought, works of synthesis bring coherence to complexity and create clearer, more intelligible narratives. That’s the power of scholarly synthesis.

And yet, often, works of synthesis are dismissed as “textbookish”—as lacking in depth, richness and originality.

At its best, synthesis is essential to the practice of scholarship. By drawing on previous work, combining different pieces of evidence, theories and perspectives from multiple disciplines, and engaging with big questions, synthesis is what contributes to the construction of new understandings of a particular topic or field. It’s no accident that Bloom’s Taxonomy of levels of cognition places synthesis at the top of his hierarchy.

Synthesis is as important in humanities and social science classrooms as in scholarship. It encourages students to construct their own frameworks of analysis and understanding, and to see connections between different pieces of information and disparate theories and approaches.

Effective syntheses also connect academic research to real-world issues, making scholarship more relevant and applicable to everyday problems and societal challenges.

For most scholars, certainly for me, the most profound and shattering moment in writing comes when you suddenly happen upon the story line that gives an article or book coherence and conceptual unity—a narrative that one can latch on to and develop.

I first felt the pang of revelation when I unexpectedly realized that the history of the American family was not a linear story of “progress” or “adaptation” but instead a story of radically shifting paradigms, structures and power dynamics—a series of “domestic revolutions” when a patriarchal yet permeable conception of family gradually gave way to the emotionally intense, bounded, inward-turning nuclear family, and then to the extremely fragile units that dominate today, with their unachievably high expectations about affective and sexual fulfillment.

I felt this same spasm of surprise again when I abruptly understood that the history of American childhood involved two very different stories. There was the history of children—peer relations, kid cultures, play activities and their everyday experiences, which are shaped by highly specific chronological, class, ethnic, familial, gender, racial, religious and school contexts, and the history of childhood, an imaginary world constructed, in part, by adults, who want to protect, insulate, shelter or prepare children, and by kids themselves, who, as they age, seek more and more autonomy and who regard their own childhood as an odyssey of self-discovery and self-formation.

I underwent such an eye-opening experience yet again when I recognized that the history of modern adulthood might be understood in terms of the gradual construction, beginning in the late 19th century, of a conception of this life stage defined in opposition to childhood and youth—as mature and well-adjusted as opposed to youthful dependence and impulsiveness—into a postmodern conception of adulthood that lacks clear rules or markers.

If we want to raise students’ writing to the next level, we must show them how to transform their research into analytical narratives that combine storytelling techniques with thoughtful analysis. That requires instructors to teach the importance of a synthetic narrative structured around a story arc. Here’s how.

  • Begin with a hook—a striking anecdote or anniversary or statistic that grabs the readers’ attention.
  • Craft an overarching argument that speaks to a larger debate or controversy.
  • Explain how this piece of writing will fill a gap in our understanding or refute, revise, modify, refine, test or confirm a widely shared opinion, myth, perspective or assumption.
  • Interweave evidence, argument and theory as seamlessly as possible.
  • Confront potential objections to the interpretation; assess counterarguments; and describe the evidences’ limitations.
  • Reflect on the research findings’ implications.
  • End with a kicker—a powerful concluding remark to leave a lasting impression.

Effective scholarly writing requires a narrative arc. This is what elevates academic research into a work that is coherent, compelling and engaging. So, help your students understand the power in storytelling, in crafting narratives that transform data to drama, that turn research into a compelling tale.

Steven Mintz is professor of history at the University of Texas at Austin and the author, most recently, of The Learning-Centered University: Making College a More Developmental, Transformational, and Equitable Experience.

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writing a research paper while high

McKinsey Technology Trends Outlook 2023

After a tumultuous 2022 for technology investment and talent, the first half of 2023 has seen a resurgence of enthusiasm about technology’s potential to catalyze progress in business and society. Generative AI deserves much of the credit for ushering in this revival, but it stands as just one of many advances on the horizon that could drive sustainable, inclusive growth and solve complex global challenges.

To help executives track the latest developments, the McKinsey Technology Council  has once again identified and interpreted the most significant technology trends unfolding today. While many trends are in the early stages of adoption and scale, executives can use this research to plan ahead by developing an understanding of potential use cases and pinpointing the critical skills needed as they hire or upskill talent to bring these opportunities to fruition.

Our analysis examines quantitative measures of interest, innovation, and investment to gauge the momentum of each trend. Recognizing the long-term nature and interdependence of these trends, we also delve into underlying technologies, uncertainties, and questions surrounding each trend. This year, we added an important new dimension for analysis—talent. We provide data on talent supply-and-demand dynamics for the roles of most relevance to each trend. (For more, please see the sidebar, “Research methodology.”)

New and notable

All of last year’s 14 trends remain on our list, though some experienced accelerating momentum and investment, while others saw a downshift. One new trend, generative AI, made a loud entrance and has already shown potential for transformative business impact.

Research methodology

To assess the development of each technology trend, our team collected data on five tangible measures of activity: search engine queries, news publications, patents, research publications, and investment. For each measure, we used a defined set of data sources to find occurrences of keywords associated with each of the 15 trends, screened those occurrences for valid mentions of activity, and indexed the resulting numbers of mentions on a 0–1 scoring scale that is relative to the trends studied. The innovation score combines the patents and research scores; the interest score combines the news and search scores. (While we recognize that an interest score can be inflated by deliberate efforts to stimulate news and search activity, we believe that each score fairly reflects the extent of discussion and debate about a given trend.) Investment measures the flows of funding from the capital markets into companies linked with the trend. Data sources for the scores include the following:

  • Patents. Data on patent filings are sourced from Google Patents.
  • Research. Data on research publications are sourced from the Lens (www.lens.org).
  • News. Data on news publications are sourced from Factiva.
  • Searches. Data on search engine queries are sourced from Google Trends.
  • Investment. Data on private-market and public-market capital raises are sourced from PitchBook.
  • Talent demand. Number of job postings is sourced from McKinsey’s proprietary Organizational Data Platform, which stores licensed, de-identified data on professional profiles and job postings. Data is drawn primarily from English-speaking countries.

In addition, we updated the selection and definition of trends from last year’s study to reflect the evolution of technology trends:

  • The generative-AI trend was added since last year’s study.
  • We adjusted the definitions of electrification and renewables (previously called future of clean energy) and climate technologies beyond electrification and renewables (previously called future of sustainable consumption).
  • Data sources were updated. This year, we included only closed deals in PitchBook data, which revised downward the investment numbers for 2018–22. For future of space technologies investments, we used research from McKinsey’s Aerospace & Defense Practice.

This new entrant represents the next frontier of AI. Building upon existing technologies such as applied AI and industrializing machine learning, generative AI has high potential and applicability across most industries. Interest in the topic (as gauged by news and internet searches) increased threefold from 2021 to 2022. As we recently wrote, generative AI and other foundational models  change the AI game by taking assistive technology to a new level, reducing application development time, and bringing powerful capabilities to nontechnical users. Generative AI is poised to add as much as $4.4 trillion in economic value from a combination of specific use cases and more diffuse uses—such as assisting with email drafts—that increase productivity. Still, while generative AI can unlock significant value, firms should not underestimate the economic significance and the growth potential that underlying AI technologies and industrializing machine learning can bring to various industries.

Investment in most tech trends tightened year over year, but the potential for future growth remains high, as further indicated by the recent rebound in tech valuations. Indeed, absolute investments remained strong in 2022, at more than $1 trillion combined, indicating great faith in the value potential of these trends. Trust architectures and digital identity grew the most out of last year’s 14 trends, increasing by nearly 50 percent as security, privacy, and resilience become increasingly critical across industries. Investment in other trends—such as applied AI, advanced connectivity, and cloud and edge computing—declined, but that is likely due, at least in part, to their maturity. More mature technologies can be more sensitive to short-term budget dynamics than more nascent technologies with longer investment time horizons, such as climate and mobility technologies. Also, as some technologies become more profitable, they can often scale further with lower marginal investment. Given that these technologies have applications in most industries, we have little doubt that mainstream adoption will continue to grow.

Organizations shouldn’t focus too heavily on the trends that are garnering the most attention. By focusing on only the most hyped trends, they may miss out on the significant value potential of other technologies and hinder the chance for purposeful capability building. Instead, companies seeking longer-term growth should focus on a portfolio-oriented investment across the tech trends most important to their business. Technologies such as cloud and edge computing and the future of bioengineering have shown steady increases in innovation and continue to have expanded use cases across industries. In fact, more than 400 edge use cases across various industries have been identified, and edge computing is projected to win double-digit growth globally over the next five years. Additionally, nascent technologies, such as quantum, continue to evolve and show significant potential for value creation. Our updated analysis for 2023 shows that the four industries likely to see the earliest economic impact from quantum computing—automotive, chemicals, financial services, and life sciences—stand to potentially gain up to $1.3 trillion in value by 2035. By carefully assessing the evolving landscape and considering a balanced approach, businesses can capitalize on both established and emerging technologies to propel innovation and achieve sustainable growth.

Tech talent dynamics

We can’t overstate the importance of talent as a key source in developing a competitive edge. A lack of talent is a top issue constraining growth. There’s a wide gap between the demand for people with the skills needed to capture value from the tech trends and available talent: our survey of 3.5 million job postings in these tech trends found that many of the skills in greatest demand have less than half as many qualified practitioners per posting as the global average. Companies should be on top of the talent market, ready to respond to notable shifts and to deliver a strong value proposition to the technologists they hope to hire and retain. For instance, recent layoffs in the tech sector may present a silver lining for other industries that have struggled to win the attention of attractive candidates and retain senior tech talent. In addition, some of these technologies will accelerate the pace of workforce transformation. In the coming decade, 20 to 30 percent of the time that workers spend on the job could be transformed by automation technologies, leading to significant shifts in the skills required to be successful. And companies should continue to look at how they can adjust roles or upskill individuals to meet their tailored job requirements. Job postings in fields related to tech trends grew at a very healthy 15 percent between 2021 and 2022, even though global job postings overall decreased by 13 percent. Applied AI and next-generation software development together posted nearly one million jobs between 2018 and 2022. Next-generation software development saw the most significant growth in number of jobs (exhibit).

Job posting for fields related to tech trends grew by 400,000 between 2021 and 2022, with generative AI growing the fastest.

Image description:

Small multiples of 15 slope charts show the number of job postings in different fields related to tech trends from 2021 to 2022. Overall growth of all fields combined was about 400,000 jobs, with applied AI having the most job postings in 2022 and experiencing a 6% increase from 2021. Next-generation software development had the second-highest number of job postings in 2022 and had 29% growth from 2021. Other categories shown, from most job postings to least in 2022, are as follows: cloud and edge computing, trust architecture and digital identity, future of mobility, electrification and renewables, climate tech beyond electrification and renewables, advanced connectivity, immersive-reality technologies, industrializing machine learning, Web3, future of bioengineering, future of space technologies, generative AI, and quantum technologies.

End of image description.

This bright outlook for practitioners in most fields highlights the challenge facing employers who are struggling to find enough talent to keep up with their demands. The shortage of qualified talent has been a persistent limiting factor in the growth of many high-tech fields, including AI, quantum technologies, space technologies, and electrification and renewables. The talent crunch is particularly pronounced for trends such as cloud computing and industrializing machine learning, which are required across most industries. It’s also a major challenge in areas that employ highly specialized professionals, such as the future of mobility and quantum computing (see interactive).

Michael Chui is a McKinsey Global Institute partner in McKinsey’s Bay Area office, where Mena Issler is an associate partner, Roger Roberts  is a partner, and Lareina Yee  is a senior partner.

The authors wish to thank the following McKinsey colleagues for their contributions to this research: Bharat Bahl, Soumya Banerjee, Arjita Bhan, Tanmay Bhatnagar, Jim Boehm, Andreas Breiter, Tom Brennan, Ryan Brukardt, Kevin Buehler, Zina Cole, Santiago Comella-Dorda, Brian Constantine, Daniela Cuneo, Wendy Cyffka, Chris Daehnick, Ian De Bode, Andrea Del Miglio, Jonathan DePrizio, Ivan Dyakonov, Torgyn Erland, Robin Giesbrecht, Carlo Giovine, Liz Grennan, Ferry Grijpink, Harsh Gupta, Martin Harrysson, David Harvey, Kersten Heineke, Matt Higginson, Alharith Hussin, Tore Johnston, Philipp Kampshoff, Hamza Khan, Nayur Khan, Naomi Kim, Jesse Klempner, Kelly Kochanski, Matej Macak, Stephanie Madner, Aishwarya Mohapatra, Timo Möller, Matt Mrozek, Evan Nazareth, Peter Noteboom, Anna Orthofer, Katherine Ottenbreit, Eric Parsonnet, Mark Patel, Bruce Philp, Fabian Queder, Robin Riedel, Tanya Rodchenko, Lucy Shenton, Henning Soller, Naveen Srikakulam, Shivam Srivastava, Bhargs Srivathsan, Erika Stanzl, Brooke Stokes, Malin Strandell-Jansson, Daniel Wallance, Allen Weinberg, Olivia White, Martin Wrulich, Perez Yeptho, Matija Zesko, Felix Ziegler, and Delphine Zurkiya.

They also wish to thank the external members of the McKinsey Technology Council.

This interactive was designed, developed, and edited by McKinsey Global Publishing’s Nayomi Chibana, Victor Cuevas, Richard Johnson, Stephanie Jones, Stephen Landau, LaShon Malone, Kanika Punwani, Katie Shearer, Rick Tetzeli, Sneha Vats, and Jessica Wang.

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