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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:
![research paper com LEAP research paper writing step 1: L](https://peerrecognized.com/wp-content/uploads/2023/08/LEAP-research-paper-wrtinng-step-1-300x87.jpg)
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.
![research paper com Outline of a research paper, including Title, Abstract, Keywords, Introduction, Objective, Methods, Results, Discussion, Conclusions, References and Annexes](https://peerrecognized.com/wp-content/uploads/2023/08/Research-Paper-Outline-Structure.png)
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
![research paper com LEAP research paper writing step 1: Prepare charts and graphics, and describe what you see](https://peerrecognized.com/wp-content/uploads/2023/08/LEAP-research-paper-writing-step-1-L.jpg)
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
![research paper com LEAP research paper writing step 2: Define the message, discuss the results, write conclusions, refine the objective, and describe methodology](https://peerrecognized.com/wp-content/uploads/2023/08/LEAP-research-paper-writing-step-2-E.jpg)
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.
![research paper com LEAP research paper writing step 3: Write introduction, prepare the abstract, compose title, and prepare highlights and graphical abstract](https://peerrecognized.com/wp-content/uploads/2023/08/LEAP-research-paper-writing-step-3-A-1.jpg)
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.
![research paper com Context - Motivation - Research gap - Approach funnel for writing the introduction](https://peerrecognized.com/wp-content/uploads/2023/08/Description-of-research-paper-introduction.jpg)
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
![research paper com 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.](https://peerrecognized.com/wp-content/uploads/2023/08/LEAP-research-paper-writing-step-4-P.jpg)
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.
![research paper com research paper com](https://peerrecognized.com/wp-content/uploads/2023/08/Scientific-Journal-selection-criteria.jpg)
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
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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.
![research paper com The LEAP research paper writing cheat sheet](https://peerrecognized.com/wp-content/uploads/2023/08/LEAP-research-paper-writing-cheat-sheet.jpg)
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 com Research Paper Writing Masterclass by Martins Zaumanis](https://peerrecognized.com/wp-content/uploads/2024/02/2.png)
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:
![research paper com Six journal selection steps](https://peerrecognized.com/wp-content/uploads/2021/08/journal-choice-360x240.jpg.webp)
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How to Create a Structured Research Paper Outline | Example
Published on August 7, 2022 by Courtney Gahan . Revised on August 15, 2023.
![research paper com How to Create a Structured Research Paper Outline](https://www.scribbr.com/wp-content/uploads/2023/03/research-paper-outline-preview.webp)
A research paper outline is a useful tool to aid in the writing process , providing a structure to follow with all information to be included in the paper clearly organized.
A quality outline can make writing your research paper more efficient by helping to:
- Organize your thoughts
- Understand the flow of information and how ideas are related
- Ensure nothing is forgotten
A research paper outline can also give your teacher an early idea of the final product.
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Table of contents
Research paper outline example, how to write a research paper outline, formatting your research paper outline, language in research paper outlines.
- Definition of measles
- Rise in cases in recent years in places the disease was previously eliminated or had very low rates of infection
- Figures: Number of cases per year on average, number in recent years. Relate to immunization
- Symptoms and timeframes of disease
- Risk of fatality, including statistics
- How measles is spread
- Immunization procedures in different regions
- Different regions, focusing on the arguments from those against immunization
- Immunization figures in affected regions
- High number of cases in non-immunizing regions
- Illnesses that can result from measles virus
- Fatal cases of other illnesses after patient contracted measles
- Summary of arguments of different groups
- Summary of figures and relationship with recent immunization debate
- Which side of the argument appears to be correct?
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Follow these steps to start your research paper outline:
- Decide on the subject of the paper
- Write down all the ideas you want to include or discuss
- Organize related ideas into sub-groups
- Arrange your ideas into a hierarchy: What should the reader learn first? What is most important? Which idea will help end your paper most effectively?
- Create headings and subheadings that are effective
- Format the outline in either alphanumeric, full-sentence or decimal format
There are three different kinds of research paper outline: alphanumeric, full-sentence and decimal outlines. The differences relate to formatting and style of writing.
- Alphanumeric
- Full-sentence
An alphanumeric outline is most commonly used. It uses Roman numerals, capitalized letters, arabic numerals, lowercase letters to organize the flow of information. Text is written with short notes rather than full sentences.
- Sub-point of sub-point 1
Essentially the same as the alphanumeric outline, but with the text written in full sentences rather than short points.
- Additional sub-point to conclude discussion of point of evidence introduced in point A
A decimal outline is similar in format to the alphanumeric outline, but with a different numbering system: 1, 1.1, 1.2, etc. Text is written as short notes rather than full sentences.
- 1.1.1 Sub-point of first point
- 1.1.2 Sub-point of first point
- 1.2 Second point
To write an effective research paper outline, it is important to pay attention to language. This is especially important if it is one you will show to your teacher or be assessed on.
There are four main considerations: parallelism, coordination, subordination and division.
Parallelism: Be consistent with grammatical form
Parallel structure or parallelism is the repetition of a particular grammatical form within a sentence, or in this case, between points and sub-points. This simply means that if the first point is a verb , the sub-point should also be a verb.
Example of parallelism:
- Include different regions, focusing on the different arguments from those against immunization
Coordination: Be aware of each point’s weight
Your chosen subheadings should hold the same significance as each other, as should all first sub-points, secondary sub-points, and so on.
Example of coordination:
- Include immunization figures in affected regions
- Illnesses that can result from the measles virus
Subordination: Work from general to specific
Subordination refers to the separation of general points from specific. Your main headings should be quite general, and each level of sub-point should become more specific.
Example of subordination:
Division: break information into sub-points.
Your headings should be divided into two or more subsections. There is no limit to how many subsections you can include under each heading, but keep in mind that the information will be structured into a paragraph during the writing stage, so you should not go overboard with the number of sub-points.
Ready to start writing or looking for guidance on a different step in the process? Read our step-by-step guide on how to write a research paper .
Cite this Scribbr article
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Research Paper: A step-by-step guide: 1. Getting Started
- 1. Getting Started
- 2. Topic Ideas
- 3. Thesis Statement & Outline
- 4. Appropriate Sources
- 5. Search Techniques
- 6. Taking Notes & Documenting Sources
- 7. Evaluating Sources
- 8. Citations & Plagiarism
- 9. Writing Your Research Paper
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Let's Get Started
We are here to help.
Writing research papers is an important part of your college learning experience, training you to research and write effectively. However, if you don't know how to start, writing a research paper can be a daunting task. Don't worry! We will guide you through the process. The sections in this step-by-step guide allow you to learn at your own pace. Revisit the information as much as you need. Let's get started!
What Is a Research Paper?
A research paper is an expanded essay that presents your investigation and argument on a focused topic based on the information you gathered. It demonstrates not only your understanding of available information from experts in the area of your research, but also your evaluation and insight on the subject matter through an orderly and logical presentation of your argument.
What Are the Qualities of a Good Research Paper?
Make sure you know the requirements of your specific assignment. But in general, a good research paper will have the following qualities:
- A strong and focused thesis statement
- Logically organized a rguments and main points
- Each main point is supported by persuasive facts and examples
- Opposing viewpoints are included and rebutted, showing why the author's argument is more valid
- The paper shows the author's understanding of the topic and the material being used
- The work is original, not plagiarized
- Every source is correctly documented and credited in a recognized citation style
- The paper is written in clear language in a style suitable for college research
Need help with your research paper? A librarian can help guide you through the process of research.
Here are ways to contact a librarian:
- Email the library at [email protected]
- Find the librarian best suited for your subject area
- Use our 24/7 chat service (use the chat box on the right)
Ebooks on Writing
Looking for a really detailed guide? Try these ebooks:
Research Paper Process
Following the research process will help you with your paper.
Select a Topic
Find Background Information
Formulate a Thesis Statement
Create an Outline
Locate and Retrieve Materials
Evaluate Information
Write the Paper
Review Paper and Citations
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What is a research paper?
![research paper com](https://cdn.paperpile.com/guides/img/research-paper-illustr-400x400.png)
A research paper is a paper that makes an argument about a topic based on research and analysis.
Any paper requiring the writer to research a particular topic is a research paper. Unlike essays, which are often based largely on opinion and are written from the author's point of view, research papers are based in fact.
A research paper requires you to form an opinion on a topic, research and gain expert knowledge on that topic, and then back up your own opinions and assertions with facts found through your thorough research.
➡️ Read more about different types of research papers .
What is the difference between a research paper and a thesis?
A thesis is a large paper, or multi-chapter work, based on a topic relating to your field of study.
A thesis is a document students of higher education write to obtain an academic degree or qualification. Usually, it is longer than a research paper and takes multiple years to complete.
Generally associated with graduate/postgraduate studies, it is carried out under the supervision of a professor or other academic of the university.
A major difference between a research paper and a thesis is that:
- a research paper presents certain facts that have already been researched and explained by others
- a thesis starts with a certain scholarly question or statement, which then leads to further research and new findings
This means that a thesis requires the author to input original work and their own findings in a certain field, whereas the research paper can be completed with extensive research only.
➡️ Getting ready to start a research paper or thesis? Take a look at our guides on how to start a research paper or how to come up with a topic for your thesis .
Frequently Asked Questions about research papers
Take a look at this list of the top 21 Free Online Journal and Research Databases , such as ScienceOpen , Directory of Open Access Journals , ERIC , and many more.
Mason Porter, Professor at UCLA, explains in this forum post the main reasons to write a research paper:
- To create new knowledge and disseminate it.
- To teach science and how to write about it in an academic style.
- Some practical benefits: prestige, establishing credentials, requirements for grants or to help one get a future grant proposal, and so on.
Generally, people involved in the academia. Research papers are mostly written by higher education students and professional researchers.
Yes, a research paper is the same as a scientific paper. Both papers have the same purpose and format.
A major difference between a research paper and a thesis is that the former presents certain facts that have already been researched and explained by others, whereas the latter starts with a certain scholarly question or statement, which then leads to further research and new findings.
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