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  • Indian J Anaesth
  • v.60(9); 2016 Sep

How to write a research proposal?

Department of Anaesthesiology, Bangalore Medical College and Research Institute, Bengaluru, Karnataka, India

Devika Rani Duggappa

Writing the proposal of a research work in the present era is a challenging task due to the constantly evolving trends in the qualitative research design and the need to incorporate medical advances into the methodology. The proposal is a detailed plan or ‘blueprint’ for the intended study, and once it is completed, the research project should flow smoothly. Even today, many of the proposals at post-graduate evaluation committees and application proposals for funding are substandard. A search was conducted with keywords such as research proposal, writing proposal and qualitative using search engines, namely, PubMed and Google Scholar, and an attempt has been made to provide broad guidelines for writing a scientifically appropriate research proposal.

INTRODUCTION

A clean, well-thought-out proposal forms the backbone for the research itself and hence becomes the most important step in the process of conduct of research.[ 1 ] The objective of preparing a research proposal would be to obtain approvals from various committees including ethics committee [details under ‘Research methodology II’ section [ Table 1 ] in this issue of IJA) and to request for grants. However, there are very few universally accepted guidelines for preparation of a good quality research proposal. A search was performed with keywords such as research proposal, funding, qualitative and writing proposals using search engines, namely, PubMed, Google Scholar and Scopus.

Five ‘C’s while writing a literature review

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Object name is IJA-60-631-g001.jpg

BASIC REQUIREMENTS OF A RESEARCH PROPOSAL

A proposal needs to show how your work fits into what is already known about the topic and what new paradigm will it add to the literature, while specifying the question that the research will answer, establishing its significance, and the implications of the answer.[ 2 ] The proposal must be capable of convincing the evaluation committee about the credibility, achievability, practicality and reproducibility (repeatability) of the research design.[ 3 ] Four categories of audience with different expectations may be present in the evaluation committees, namely academic colleagues, policy-makers, practitioners and lay audiences who evaluate the research proposal. Tips for preparation of a good research proposal include; ‘be practical, be persuasive, make broader links, aim for crystal clarity and plan before you write’. A researcher must be balanced, with a realistic understanding of what can be achieved. Being persuasive implies that researcher must be able to convince other researchers, research funding agencies, educational institutions and supervisors that the research is worth getting approval. The aim of the researcher should be clearly stated in simple language that describes the research in a way that non-specialists can comprehend, without use of jargons. The proposal must not only demonstrate that it is based on an intelligent understanding of the existing literature but also show that the writer has thought about the time needed to conduct each stage of the research.[ 4 , 5 ]

CONTENTS OF A RESEARCH PROPOSAL

The contents or formats of a research proposal vary depending on the requirements of evaluation committee and are generally provided by the evaluation committee or the institution.

In general, a cover page should contain the (i) title of the proposal, (ii) name and affiliation of the researcher (principal investigator) and co-investigators, (iii) institutional affiliation (degree of the investigator and the name of institution where the study will be performed), details of contact such as phone numbers, E-mail id's and lines for signatures of investigators.

The main contents of the proposal may be presented under the following headings: (i) introduction, (ii) review of literature, (iii) aims and objectives, (iv) research design and methods, (v) ethical considerations, (vi) budget, (vii) appendices and (viii) citations.[ 4 ]

Introduction

It is also sometimes termed as ‘need for study’ or ‘abstract’. Introduction is an initial pitch of an idea; it sets the scene and puts the research in context.[ 6 ] The introduction should be designed to create interest in the reader about the topic and proposal. It should convey to the reader, what you want to do, what necessitates the study and your passion for the topic.[ 7 ] Some questions that can be used to assess the significance of the study are: (i) Who has an interest in the domain of inquiry? (ii) What do we already know about the topic? (iii) What has not been answered adequately in previous research and practice? (iv) How will this research add to knowledge, practice and policy in this area? Some of the evaluation committees, expect the last two questions, elaborated under a separate heading of ‘background and significance’.[ 8 ] Introduction should also contain the hypothesis behind the research design. If hypothesis cannot be constructed, the line of inquiry to be used in the research must be indicated.

Review of literature

It refers to all sources of scientific evidence pertaining to the topic in interest. In the present era of digitalisation and easy accessibility, there is an enormous amount of relevant data available, making it a challenge for the researcher to include all of it in his/her review.[ 9 ] It is crucial to structure this section intelligently so that the reader can grasp the argument related to your study in relation to that of other researchers, while still demonstrating to your readers that your work is original and innovative. It is preferable to summarise each article in a paragraph, highlighting the details pertinent to the topic of interest. The progression of review can move from the more general to the more focused studies, or a historical progression can be used to develop the story, without making it exhaustive.[ 1 ] Literature should include supporting data, disagreements and controversies. Five ‘C's may be kept in mind while writing a literature review[ 10 ] [ Table 1 ].

Aims and objectives

The research purpose (or goal or aim) gives a broad indication of what the researcher wishes to achieve in the research. The hypothesis to be tested can be the aim of the study. The objectives related to parameters or tools used to achieve the aim are generally categorised as primary and secondary objectives.

Research design and method

The objective here is to convince the reader that the overall research design and methods of analysis will correctly address the research problem and to impress upon the reader that the methodology/sources chosen are appropriate for the specific topic. It should be unmistakably tied to the specific aims of your study.

In this section, the methods and sources used to conduct the research must be discussed, including specific references to sites, databases, key texts or authors that will be indispensable to the project. There should be specific mention about the methodological approaches to be undertaken to gather information, about the techniques to be used to analyse it and about the tests of external validity to which researcher is committed.[ 10 , 11 ]

The components of this section include the following:[ 4 ]

Population and sample

Population refers to all the elements (individuals, objects or substances) that meet certain criteria for inclusion in a given universe,[ 12 ] and sample refers to subset of population which meets the inclusion criteria for enrolment into the study. The inclusion and exclusion criteria should be clearly defined. The details pertaining to sample size are discussed in the article “Sample size calculation: Basic priniciples” published in this issue of IJA.

Data collection

The researcher is expected to give a detailed account of the methodology adopted for collection of data, which include the time frame required for the research. The methodology should be tested for its validity and ensure that, in pursuit of achieving the results, the participant's life is not jeopardised. The author should anticipate and acknowledge any potential barrier and pitfall in carrying out the research design and explain plans to address them, thereby avoiding lacunae due to incomplete data collection. If the researcher is planning to acquire data through interviews or questionnaires, copy of the questions used for the same should be attached as an annexure with the proposal.

Rigor (soundness of the research)

This addresses the strength of the research with respect to its neutrality, consistency and applicability. Rigor must be reflected throughout the proposal.

It refers to the robustness of a research method against bias. The author should convey the measures taken to avoid bias, viz. blinding and randomisation, in an elaborate way, thus ensuring that the result obtained from the adopted method is purely as chance and not influenced by other confounding variables.

Consistency

Consistency considers whether the findings will be consistent if the inquiry was replicated with the same participants and in a similar context. This can be achieved by adopting standard and universally accepted methods and scales.

Applicability

Applicability refers to the degree to which the findings can be applied to different contexts and groups.[ 13 ]

Data analysis

This section deals with the reduction and reconstruction of data and its analysis including sample size calculation. The researcher is expected to explain the steps adopted for coding and sorting the data obtained. Various tests to be used to analyse the data for its robustness, significance should be clearly stated. Author should also mention the names of statistician and suitable software which will be used in due course of data analysis and their contribution to data analysis and sample calculation.[ 9 ]

Ethical considerations

Medical research introduces special moral and ethical problems that are not usually encountered by other researchers during data collection, and hence, the researcher should take special care in ensuring that ethical standards are met. Ethical considerations refer to the protection of the participants' rights (right to self-determination, right to privacy, right to autonomy and confidentiality, right to fair treatment and right to protection from discomfort and harm), obtaining informed consent and the institutional review process (ethical approval). The researcher needs to provide adequate information on each of these aspects.

Informed consent needs to be obtained from the participants (details discussed in further chapters), as well as the research site and the relevant authorities.

When the researcher prepares a research budget, he/she should predict and cost all aspects of the research and then add an additional allowance for unpredictable disasters, delays and rising costs. All items in the budget should be justified.

Appendices are documents that support the proposal and application. The appendices will be specific for each proposal but documents that are usually required include informed consent form, supporting documents, questionnaires, measurement tools and patient information of the study in layman's language.

As with any scholarly research paper, you must cite the sources you used in composing your proposal. Although the words ‘references and bibliography’ are different, they are used interchangeably. It refers to all references cited in the research proposal.

Successful, qualitative research proposals should communicate the researcher's knowledge of the field and method and convey the emergent nature of the qualitative design. The proposal should follow a discernible logic from the introduction to presentation of the appendices.

Financial support and sponsorship

Conflicts of interest.

There are no conflicts of interest.

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How to Write a Research Proposal

Last Updated: March 20, 2024 Fact Checked

This article was co-authored by Christopher Taylor, PhD . Christopher Taylor is an Adjunct Assistant Professor of English at Austin Community College in Texas. He received his PhD in English Literature and Medieval Studies from the University of Texas at Austin in 2014. There are 9 references cited in this article, which can be found at the bottom of the page. This article has been fact-checked, ensuring the accuracy of any cited facts and confirming the authority of its sources. This article has been viewed 782,811 times.

The exact format and requirements for a research proposal can vary slightly depending on the type of research being proposed and the specific demands of the institution you plan to submit your proposal to, but there are a few basics that are almost always needed. Overall, a good research proposal takes time to write and must identify what the proposed research will address and why the proposed research is so important. Here is a brief explanation of the sections needed to complete a standard research proposal as well as the writing timeline you should strive to follow.

Research Proposal Help

what is research proposal wikipedia

Sections of a Proposal

Step 1 Come up with a title for your proposal.

  • For example, try a short, informative title like, “Medieval Plagues and the Movement Towards Humanism,” or “The Negative Impact of Alcohol on Liver Function.”
  • Avoid phrases like “An Investigation of…” or “A Review of the…”

Step 2 Create a title page.

  • Each sponsoring agency may specify a format for the title page. If an agency does not, apply the APA style. [2] X Research source
  • Include a "running head" in the upper left corner. The running head will appear on all pages of the document and should be a shortened version of the title.
  • Include the page number in the upper right corner. The page number should appear on all pages of the proposal.
  • Center the full title of your research proposal roughly 1/3 of the way down the page. Double space it, and immediately below the title, insert your name. Below your name, list the institution you are affiliated with and the names and affiliations of any co-investigators you’re working with. In some styles, you may include their contact information as well.

Step 3 Summarize the proposal...

  • Center the word "Abstract" at the top of the page.
  • Begin the text of your abstract directly below the word "Abstract." Do not indent the paragraph.
  • The text of you abstract will usually be between 150 and 250 words.

Step 4 List keywords that will come up in your proposal.

  • For example, if your proposal is about heart diseases, you might use phrases like circulatory system, blood, heart attack, etc.
  • Your keywords can be single words, or phrases of 2-4 words.

Step 5 Include a table of contents.

  • Brief proposals that only span a few pages do not often need a table of contents. Leaving out a table of contents is common, but depends on the type of research you’re doing and the institution you’re submitting the proposal to.
  • Especially long proposals may also need a list of illustrations, figures, or tables.
  • List all major parts and divisions of the proposal.

Step 6 Move into your introduction.

  • Restate and center the title of your paper before moving into your introduction. Include a quick note about the topic being discussed and a definition of the theory from which your proposed research will be based.
  • Write "Statement of Problem" before moving into a paragraph detailing the problem. When writing this part of the introduction, seek to answer the question: why does this research need to be conducted and what new issues does this research raise?
  • Type "Purpose of Study" before writing this section of the introduction. Identify the goal of the study in one precise terms.
  • Type "Significance of Research." In the paragraph below, answer why the area of research is important and identify the type of research or analysis proposed.

Step 7 Provide background in the introduction.

  • If desired, you can break this section into multiple subsections.
  • Under a header reading "Research Question" or "Research Hypothesis," describe the relationship between variables in the research or predict the relationship between variables. This essentially identifies the research problem.
  • Under a header reading "Definition of Terms," define the central ideas that will be utilized in the proposed research.
  • Also provide evidence supporting your competence or expertise in the field.

Step 8 Write a Literature...

  • Don’t turn this section into a list or a bland summary. Sum up existing research in a story-like manner that draws readers in while exposing the hole that your research will attempt to fill.

Step 9 Describe the proposed research.

  • This section can also be titled "Methodology."
  • Provide a complete explanation of your proposed research. Address the explanation to experts in the field rather than laymen.
  • The set up and information in this section will depend on whether your research is qualitative and quantitative. You’ll likely have subsections like "Research Design," "Instrumentation," "Data Collection and Analysis Procedures." You may include information about what you will do to protect the rights of human subjects, if necessary, under a section called "Protection of Human Rights.” Other possible subsections might include “Rigor,” “Neutrality,” “Consistency,” and “Applicability.”
  • You should also demonstrate your knowledge of alternative methods, while making the case that your approach is the most effective way to tackle your research question.
  • Be realistic about what you hope to accomplish, clear about your focus, and explicit about everything the research relies on. The description should also include a detailed schedule of the proposed work and thorough about all groundwork and materials needed.
  • Also include information about sample size and target populations, if applicable.

Step 10 Describe relevant institutional resources.

  • Identify information like the institution's past competence or contributions within the field of research, the university's supportive services, or the institution's research facilities.

Step 11 List references.

  • Note that this section is not always included, especially for shorter proposals.
  • State the expertise and responsibilities of each contributor.

Step 13 Include appendices, if necessary.

  • Each cost should include justifying information.

Writing Timeline

Step 1 Take several months to prepare your research proposal.

  • At 26 weeks, review administrative requirements for the foundations and organizations you plan to submit your proposal to. Double-check due dates and submission requirements.
  • At 23 to 25 weeks, create a one to two page preliminary statement defining your proposed research.
  • If working with an adviser or colleagues, present this short version of your proposal at 23 weeks. Use any feedback you receive to further focus your research in week 22.
  • Research the context, history, and background of your research problem at 21 weeks.
  • At 19 weeks, write a two to three page document exploring questions and possible methodological approaches.
  • Contact experts in the field at 17 weeks to learn about the feasibility and relevance of each potential methodological approach.
  • Continue your research during week 16 and refine your research question by week 14.

Step 3 Perform early administrative tasks in Phase Ib.

  • At 20 weeks, identify and contact any relevant sources of information, including experts, archives, and organizations.
  • Begin researching your budget needs by 18 weeks and your protocol process by 14 weeks.
  • Request any necessary transcripts by 13 weeks.

Step 4 Focus your writing and administration in Phase II.

  • Create a single 5-page document containing your research question, framework, and proposed research design by week 13.
  • Gather any additional data needed to complete a draft during week 12.
  • Reconnect with collaborators and organizations. Determine which will be most helpful.
  • Add the remaining details needed to complete your draft. Use the above guidelines or guidelines provided by the provider of the grant provider. Complete this between weeks 10 and 12.
  • Ask your colleagues or adviser for more feedback by the 9 week mark.
  • Revise your draft at 8 weeks. Create a tentative budget and ask advisers for letters of recommendation.

Step 5 Edit and submit your proposal during Phase II.

  • At 5 weeks, review specific requirements addressed by the application and revise your proposal to meet this requirements and incorporate adviser suggestions.
  • Give yourself a break during week 4 to let things settle.
  • Remind your adviser and other faculty about your letters of recommendation during week 3.
  • At 2 weeks, assemble your materials, review your proposal, and finalize your proposal.
  • Ask colleagues to help you copy-edit 10 days in advance.
  • Print your final copy and collect your materials 3 to 4 days in advance.
  • Submit your research proposal 2 to 3 days before the due date.

Community Q&A

Community Answer

  • Include images, charts, and diagrams in your methodology section if allowed and if applicable. The resources can structure the information in an easy-to-digest format while also breaking up otherwise long, monotonous blocks of text. Thanks Helpful 5 Not Helpful 0
  • Be objective. Throughout the entire research proposal, you must strive to maintain an objective tone. Identify the importance of your research using broad academic reasons instead of narrow personal reasons. Thanks Helpful 3 Not Helpful 1

what is research proposal wikipedia

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Write

  • ↑ https://library.sacredheart.edu/c.php?g=29803&p=185911
  • ↑ https://apastyle.apa.org/style-grammar-guidelines/paper-format/title-page
  • ↑ https://libguides.usc.edu/writingguide/abstract
  • ↑ https://libguides.lvc.edu/c.php?g=333843&p=2247147
  • ↑ https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5037942/
  • ↑ https://library.sacredheart.edu/c.php?g=29803&p=185916
  • ↑ https://libguides.usc.edu/writingguide/literaturereview
  • ↑ https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3282423/
  • ↑ https://academicanswers.waldenu.edu/faq/72739

About This Article

Christopher Taylor, PhD

To write a research proposal, start by writing an introduction that includes a statement of the problem that your research is trying to solve. After you've established the problem, move into describing the purpose and significance of your research within the field. After this introduction, provide your research questions and hypotheses, if applicable. Finally, describe your proposed research and methodology followed by any institutional resources you will use, like archives or lab equipment. To learn how to construct a realistic writing timeline, keep reading. Did this summary help you? Yes No

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The Research Proposal

79 What is a Research Proposal?

A research proposal provides persuasive evidence of the need for and the rationale for the proposed research.  Before going out and undertaking research, a researcher must set forth the plan to undertake the research.  Essentially, a research proposal is the plan for the entire research project.  It describes in detail, the methods the researcher plans to utilize in order to undertake the research and it contains a statement of the anticipated outcomes the researcher expects at the conclusion of the study.  Generally, a compelling research proposal should document the researcher´s knowledge on a topic. It should also demonstrate to the reader of the research proposal that the researcher has the ability and an enthusiastic and passionate desire to undertake and complete the proposed research.

An Introduction to Research Methods in Sociology Copyright © 2019 by Valerie A. Sheppard is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License , except where otherwise noted.

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Research Method

Home » How To Write A Research Proposal – Step-by-Step [Template]

How To Write A Research Proposal – Step-by-Step [Template]

Table of Contents

How To Write a Research Proposal

How To Write a Research Proposal

Writing a Research proposal involves several steps to ensure a well-structured and comprehensive document. Here is an explanation of each step:

1. Title and Abstract

  • Choose a concise and descriptive title that reflects the essence of your research.
  • Write an abstract summarizing your research question, objectives, methodology, and expected outcomes. It should provide a brief overview of your proposal.

2. Introduction:

  • Provide an introduction to your research topic, highlighting its significance and relevance.
  • Clearly state the research problem or question you aim to address.
  • Discuss the background and context of the study, including previous research in the field.

3. Research Objectives

  • Outline the specific objectives or aims of your research. These objectives should be clear, achievable, and aligned with the research problem.

4. Literature Review:

  • Conduct a comprehensive review of relevant literature and studies related to your research topic.
  • Summarize key findings, identify gaps, and highlight how your research will contribute to the existing knowledge.

5. Methodology:

  • Describe the research design and methodology you plan to employ to address your research objectives.
  • Explain the data collection methods, instruments, and analysis techniques you will use.
  • Justify why the chosen methods are appropriate and suitable for your research.

6. Timeline:

  • Create a timeline or schedule that outlines the major milestones and activities of your research project.
  • Break down the research process into smaller tasks and estimate the time required for each task.

7. Resources:

  • Identify the resources needed for your research, such as access to specific databases, equipment, or funding.
  • Explain how you will acquire or utilize these resources to carry out your research effectively.

8. Ethical Considerations:

  • Discuss any ethical issues that may arise during your research and explain how you plan to address them.
  • If your research involves human subjects, explain how you will ensure their informed consent and privacy.

9. Expected Outcomes and Significance:

  • Clearly state the expected outcomes or results of your research.
  • Highlight the potential impact and significance of your research in advancing knowledge or addressing practical issues.

10. References:

  • Provide a list of all the references cited in your proposal, following a consistent citation style (e.g., APA, MLA).

11. Appendices:

  • Include any additional supporting materials, such as survey questionnaires, interview guides, or data analysis plans.

Research Proposal Format

The format of a research proposal may vary depending on the specific requirements of the institution or funding agency. However, the following is a commonly used format for a research proposal:

1. Title Page:

  • Include the title of your research proposal, your name, your affiliation or institution, and the date.

2. Abstract:

  • Provide a brief summary of your research proposal, highlighting the research problem, objectives, methodology, and expected outcomes.

3. Introduction:

  • Introduce the research topic and provide background information.
  • State the research problem or question you aim to address.
  • Explain the significance and relevance of the research.
  • Review relevant literature and studies related to your research topic.
  • Summarize key findings and identify gaps in the existing knowledge.
  • Explain how your research will contribute to filling those gaps.

5. Research Objectives:

  • Clearly state the specific objectives or aims of your research.
  • Ensure that the objectives are clear, focused, and aligned with the research problem.

6. Methodology:

  • Describe the research design and methodology you plan to use.
  • Explain the data collection methods, instruments, and analysis techniques.
  • Justify why the chosen methods are appropriate for your research.

7. Timeline:

8. Resources:

  • Explain how you will acquire or utilize these resources effectively.

9. Ethical Considerations:

  • If applicable, explain how you will ensure informed consent and protect the privacy of research participants.

10. Expected Outcomes and Significance:

11. References:

12. Appendices:

Research Proposal Template

Here’s a template for a research proposal:

1. Introduction:

2. Literature Review:

3. Research Objectives:

4. Methodology:

5. Timeline:

6. Resources:

7. Ethical Considerations:

8. Expected Outcomes and Significance:

9. References:

10. Appendices:

Research Proposal Sample

Title: The Impact of Online Education on Student Learning Outcomes: A Comparative Study

1. Introduction

Online education has gained significant prominence in recent years, especially due to the COVID-19 pandemic. This research proposal aims to investigate the impact of online education on student learning outcomes by comparing them with traditional face-to-face instruction. The study will explore various aspects of online education, such as instructional methods, student engagement, and academic performance, to provide insights into the effectiveness of online learning.

2. Objectives

The main objectives of this research are as follows:

  • To compare student learning outcomes between online and traditional face-to-face education.
  • To examine the factors influencing student engagement in online learning environments.
  • To assess the effectiveness of different instructional methods employed in online education.
  • To identify challenges and opportunities associated with online education and suggest recommendations for improvement.

3. Methodology

3.1 Study Design

This research will utilize a mixed-methods approach to gather both quantitative and qualitative data. The study will include the following components:

3.2 Participants

The research will involve undergraduate students from two universities, one offering online education and the other providing face-to-face instruction. A total of 500 students (250 from each university) will be selected randomly to participate in the study.

3.3 Data Collection

The research will employ the following data collection methods:

  • Quantitative: Pre- and post-assessments will be conducted to measure students’ learning outcomes. Data on student demographics and academic performance will also be collected from university records.
  • Qualitative: Focus group discussions and individual interviews will be conducted with students to gather their perceptions and experiences regarding online education.

3.4 Data Analysis

Quantitative data will be analyzed using statistical software, employing descriptive statistics, t-tests, and regression analysis. Qualitative data will be transcribed, coded, and analyzed thematically to identify recurring patterns and themes.

4. Ethical Considerations

The study will adhere to ethical guidelines, ensuring the privacy and confidentiality of participants. Informed consent will be obtained, and participants will have the right to withdraw from the study at any time.

5. Significance and Expected Outcomes

This research will contribute to the existing literature by providing empirical evidence on the impact of online education on student learning outcomes. The findings will help educational institutions and policymakers make informed decisions about incorporating online learning methods and improving the quality of online education. Moreover, the study will identify potential challenges and opportunities related to online education and offer recommendations for enhancing student engagement and overall learning outcomes.

6. Timeline

The proposed research will be conducted over a period of 12 months, including data collection, analysis, and report writing.

The estimated budget for this research includes expenses related to data collection, software licenses, participant compensation, and research assistance. A detailed budget breakdown will be provided in the final research plan.

8. Conclusion

This research proposal aims to investigate the impact of online education on student learning outcomes through a comparative study with traditional face-to-face instruction. By exploring various dimensions of online education, this research will provide valuable insights into the effectiveness and challenges associated with online learning. The findings will contribute to the ongoing discourse on educational practices and help shape future strategies for maximizing student learning outcomes in online education settings.

About the author

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Muhammad Hassan

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What Is Research Methodology? A Plain-Language Explanation & Definition (With Examples)

By Derek Jansen (MBA)  and Kerryn Warren (PhD) | June 2020 (Last updated April 2023)

If you’re new to formal academic research, it’s quite likely that you’re feeling a little overwhelmed by all the technical lingo that gets thrown around. And who could blame you – “research methodology”, “research methods”, “sampling strategies”… it all seems never-ending!

In this post, we’ll demystify the landscape with plain-language explanations and loads of examples (including easy-to-follow videos), so that you can approach your dissertation, thesis or research project with confidence. Let’s get started.

Research Methodology 101

  • What exactly research methodology means
  • What qualitative , quantitative and mixed methods are
  • What sampling strategy is
  • What data collection methods are
  • What data analysis methods are
  • How to choose your research methodology
  • Example of a research methodology

Free Webinar: Research Methodology 101

What is research methodology?

Research methodology simply refers to the practical “how” of a research study. More specifically, it’s about how  a researcher  systematically designs a study  to ensure valid and reliable results that address the research aims, objectives and research questions . Specifically, how the researcher went about deciding:

  • What type of data to collect (e.g., qualitative or quantitative data )
  • Who  to collect it from (i.e., the sampling strategy )
  • How to  collect  it (i.e., the data collection method )
  • How to  analyse  it (i.e., the data analysis methods )

Within any formal piece of academic research (be it a dissertation, thesis or journal article), you’ll find a research methodology chapter or section which covers the aspects mentioned above. Importantly, a good methodology chapter explains not just   what methodological choices were made, but also explains  why they were made. In other words, the methodology chapter should justify  the design choices, by showing that the chosen methods and techniques are the best fit for the research aims, objectives and research questions. 

So, it’s the same as research design?

Not quite. As we mentioned, research methodology refers to the collection of practical decisions regarding what data you’ll collect, from who, how you’ll collect it and how you’ll analyse it. Research design, on the other hand, is more about the overall strategy you’ll adopt in your study. For example, whether you’ll use an experimental design in which you manipulate one variable while controlling others. You can learn more about research design and the various design types here .

Need a helping hand?

what is research proposal wikipedia

What are qualitative, quantitative and mixed-methods?

Qualitative, quantitative and mixed-methods are different types of methodological approaches, distinguished by their focus on words , numbers or both . This is a bit of an oversimplification, but its a good starting point for understanding.

Let’s take a closer look.

Qualitative research refers to research which focuses on collecting and analysing words (written or spoken) and textual or visual data, whereas quantitative research focuses on measurement and testing using numerical data . Qualitative analysis can also focus on other “softer” data points, such as body language or visual elements.

It’s quite common for a qualitative methodology to be used when the research aims and research questions are exploratory  in nature. For example, a qualitative methodology might be used to understand peoples’ perceptions about an event that took place, or a political candidate running for president. 

Contrasted to this, a quantitative methodology is typically used when the research aims and research questions are confirmatory  in nature. For example, a quantitative methodology might be used to measure the relationship between two variables (e.g. personality type and likelihood to commit a crime) or to test a set of hypotheses .

As you’ve probably guessed, the mixed-method methodology attempts to combine the best of both qualitative and quantitative methodologies to integrate perspectives and create a rich picture. If you’d like to learn more about these three methodological approaches, be sure to watch our explainer video below.

What is sampling strategy?

Simply put, sampling is about deciding who (or where) you’re going to collect your data from . Why does this matter? Well, generally it’s not possible to collect data from every single person in your group of interest (this is called the “population”), so you’ll need to engage a smaller portion of that group that’s accessible and manageable (this is called the “sample”).

How you go about selecting the sample (i.e., your sampling strategy) will have a major impact on your study.  There are many different sampling methods  you can choose from, but the two overarching categories are probability   sampling and  non-probability   sampling .

Probability sampling  involves using a completely random sample from the group of people you’re interested in. This is comparable to throwing the names all potential participants into a hat, shaking it up, and picking out the “winners”. By using a completely random sample, you’ll minimise the risk of selection bias and the results of your study will be more generalisable  to the entire population. 

Non-probability sampling , on the other hand,  doesn’t use a random sample . For example, it might involve using a convenience sample, which means you’d only interview or survey people that you have access to (perhaps your friends, family or work colleagues), rather than a truly random sample. With non-probability sampling, the results are typically not generalisable .

To learn more about sampling methods, be sure to check out the video below.

What are data collection methods?

As the name suggests, data collection methods simply refers to the way in which you go about collecting the data for your study. Some of the most common data collection methods include:

  • Interviews (which can be unstructured, semi-structured or structured)
  • Focus groups and group interviews
  • Surveys (online or physical surveys)
  • Observations (watching and recording activities)
  • Biophysical measurements (e.g., blood pressure, heart rate, etc.)
  • Documents and records (e.g., financial reports, court records, etc.)

The choice of which data collection method to use depends on your overall research aims and research questions , as well as practicalities and resource constraints. For example, if your research is exploratory in nature, qualitative methods such as interviews and focus groups would likely be a good fit. Conversely, if your research aims to measure specific variables or test hypotheses, large-scale surveys that produce large volumes of numerical data would likely be a better fit.

What are data analysis methods?

Data analysis methods refer to the methods and techniques that you’ll use to make sense of your data. These can be grouped according to whether the research is qualitative  (words-based) or quantitative (numbers-based).

Popular data analysis methods in qualitative research include:

  • Qualitative content analysis
  • Thematic analysis
  • Discourse analysis
  • Narrative analysis
  • Interpretative phenomenological analysis (IPA)
  • Visual analysis (of photographs, videos, art, etc.)

Qualitative data analysis all begins with data coding , after which an analysis method is applied. In some cases, more than one analysis method is used, depending on the research aims and research questions . In the video below, we explore some  common qualitative analysis methods, along with practical examples.  

Moving on to the quantitative side of things, popular data analysis methods in this type of research include:

  • Descriptive statistics (e.g. means, medians, modes )
  • Inferential statistics (e.g. correlation, regression, structural equation modelling)

Again, the choice of which data collection method to use depends on your overall research aims and objectives , as well as practicalities and resource constraints. In the video below, we explain some core concepts central to quantitative analysis.

How do I choose a research methodology?

As you’ve probably picked up by now, your research aims and objectives have a major influence on the research methodology . So, the starting point for developing your research methodology is to take a step back and look at the big picture of your research, before you make methodology decisions. The first question you need to ask yourself is whether your research is exploratory or confirmatory in nature.

If your research aims and objectives are primarily exploratory in nature, your research will likely be qualitative and therefore you might consider qualitative data collection methods (e.g. interviews) and analysis methods (e.g. qualitative content analysis). 

Conversely, if your research aims and objective are looking to measure or test something (i.e. they’re confirmatory), then your research will quite likely be quantitative in nature, and you might consider quantitative data collection methods (e.g. surveys) and analyses (e.g. statistical analysis).

Designing your research and working out your methodology is a large topic, which we cover extensively on the blog . For now, however, the key takeaway is that you should always start with your research aims, objectives and research questions (the golden thread). Every methodological choice you make needs align with those three components. 

Example of a research methodology chapter

In the video below, we provide a detailed walkthrough of a research methodology from an actual dissertation, as well as an overview of our free methodology template .

what is research proposal wikipedia

Psst... there’s more!

This post was based on one of our popular Research Bootcamps . If you're working on a research project, you'll definitely want to check this out ...

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199 Comments

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You’re most welcome, Leo. Best of luck with your research!

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Pondris Patrick

I am writing a APA Format paper . I using questionnaire with 120 STDs teacher for my participant. Can you write me mthology for this research. Send it through email sent. Just need a sample as an example please. My topic is ” impacts of overcrowding on students learning

Thanks for your comment.

We can’t write your methodology for you. If you’re looking for samples, you should be able to find some sample methodologies on Google. Alternatively, you can download some previous dissertations from a dissertation directory and have a look at the methodology chapters therein.

All the best with your research.

Anon

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zahid t ahmad

Very interesting and informative yet I would like to know about examples of Research Questions as well, if possible.

Maisnam loyalakla

I’m about to submit a research presentation, I have come to understand from your simplification on understanding research methodology. My research will be mixed methodology, qualitative as well as quantitative. So aim and objective of mixed method would be both exploratory and confirmatory. Thanks you very much for your guidance.

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Great to hear that, Hyacinth. Best of luck with your research!

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Thanks for the feedback, Matobela. Good luck with your research methodology.

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You’re very welcome, Elie. Good luck with your research methodology.

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Thanks for the kind words, Edward. Good luck with your research!

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Great to hear that, Ngwisa. Good luck with your research methodology!

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Thank you Dr

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I was given an assignment to research 2 publications and describe their research methodology? I don’t know how to start this task can someone help me?

Sure. You’re welcome to book an initial consultation with one of our Research Coaches to discuss how we can assist – https://gradcoach.com/book/new/ .

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I am a bit confused about research design and methodology. Are they the same? If not, what are the differences and how are they related?

Thanks in advance.

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How can we site this article is Harvard style?

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how do i reference this?

Roy

MLA Jansen, Derek, and Kerryn Warren. “What (Exactly) Is Research Methodology?” Grad Coach, June 2021, gradcoach.com/what-is-research-methodology/.

APA Jansen, D., & Warren, K. (2021, June). What (Exactly) Is Research Methodology? Grad Coach. https://gradcoach.com/what-is-research-methodology/

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  • How to Write a Research Proposal | Examples & Templates

How to Write a Research Proposal | Examples & Templates

Published on 30 October 2022 by Shona McCombes and Tegan George. Revised on 13 June 2023.

Structure of a research proposal

A research proposal describes what you will investigate, why it’s important, and how you will conduct your research.

The format of a research proposal varies between fields, but most proposals will contain at least these elements:

Introduction

Literature review.

  • Research design

Reference list

While the sections may vary, the overall objective is always the same. A research proposal serves as a blueprint and guide for your research plan, helping you get organised and feel confident in the path forward you choose to take.

Table of contents

Research proposal purpose, research proposal examples, research design and methods, contribution to knowledge, research schedule, frequently asked questions.

Academics often have to write research proposals to get funding for their projects. As a student, you might have to write a research proposal as part of a grad school application , or prior to starting your thesis or dissertation .

In addition to helping you figure out what your research can look like, a proposal can also serve to demonstrate why your project is worth pursuing to a funder, educational institution, or supervisor.

Research proposal aims
Show your reader why your project is interesting, original, and important.
Demonstrate your comfort and familiarity with your field.
Show that you understand the current state of research on your topic.
Make a case for your .
Demonstrate that you have carefully thought about the data, tools, and procedures necessary to conduct your research.
Confirm that your project is feasible within the timeline of your program or funding deadline.

Research proposal length

The length of a research proposal can vary quite a bit. A bachelor’s or master’s thesis proposal can be just a few pages, while proposals for PhD dissertations or research funding are usually much longer and more detailed. Your supervisor can help you determine the best length for your work.

One trick to get started is to think of your proposal’s structure as a shorter version of your thesis or dissertation , only without the results , conclusion and discussion sections.

Download our research proposal template

Prevent plagiarism, run a free check.

Writing a research proposal can be quite challenging, but a good starting point could be to look at some examples. We’ve included a few for you below.

  • Example research proposal #1: ‘A Conceptual Framework for Scheduling Constraint Management’
  • Example research proposal #2: ‘ Medical Students as Mediators of Change in Tobacco Use’

Like your dissertation or thesis, the proposal will usually have a title page that includes:

  • The proposed title of your project
  • Your supervisor’s name
  • Your institution and department

The first part of your proposal is the initial pitch for your project. Make sure it succinctly explains what you want to do and why.

Your introduction should:

  • Introduce your topic
  • Give necessary background and context
  • Outline your  problem statement  and research questions

To guide your introduction , include information about:

  • Who could have an interest in the topic (e.g., scientists, policymakers)
  • How much is already known about the topic
  • What is missing from this current knowledge
  • What new insights your research will contribute
  • Why you believe this research is worth doing

As you get started, it’s important to demonstrate that you’re familiar with the most important research on your topic. A strong literature review  shows your reader that your project has a solid foundation in existing knowledge or theory. It also shows that you’re not simply repeating what other people have already done or said, but rather using existing research as a jumping-off point for your own.

In this section, share exactly how your project will contribute to ongoing conversations in the field by:

  • Comparing and contrasting the main theories, methods, and debates
  • Examining the strengths and weaknesses of different approaches
  • Explaining how will you build on, challenge, or synthesise prior scholarship

Following the literature review, restate your main  objectives . This brings the focus back to your own project. Next, your research design or methodology section will describe your overall approach, and the practical steps you will take to answer your research questions.

Building a research proposal methodology
? or  ? , , or research design?
, )? ?
, , , )?
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To finish your proposal on a strong note, explore the potential implications of your research for your field. Emphasise again what you aim to contribute and why it matters.

For example, your results might have implications for:

  • Improving best practices
  • Informing policymaking decisions
  • Strengthening a theory or model
  • Challenging popular or scientific beliefs
  • Creating a basis for future research

Last but not least, your research proposal must include correct citations for every source you have used, compiled in a reference list . To create citations quickly and easily, you can use our free APA citation generator .

Some institutions or funders require a detailed timeline of the project, asking you to forecast what you will do at each stage and how long it may take. While not always required, be sure to check the requirements of your project.

Here’s an example schedule to help you get started. You can also download a template at the button below.

Download our research schedule template

Example research schedule
Research phase Objectives Deadline
1. Background research and literature review 20th January
2. Research design planning and data analysis methods 13th February
3. Data collection and preparation with selected participants and code interviews 24th March
4. Data analysis of interview transcripts 22nd April
5. Writing 17th June
6. Revision final work 28th July

If you are applying for research funding, chances are you will have to include a detailed budget. This shows your estimates of how much each part of your project will cost.

Make sure to check what type of costs the funding body will agree to cover. For each item, include:

  • Cost : exactly how much money do you need?
  • Justification : why is this cost necessary to complete the research?
  • Source : how did you calculate the amount?

To determine your budget, think about:

  • Travel costs : do you need to go somewhere to collect your data? How will you get there, and how much time will you need? What will you do there (e.g., interviews, archival research)?
  • Materials : do you need access to any tools or technologies?
  • Help : do you need to hire any research assistants for the project? What will they do, and how much will you pay them?

Once you’ve decided on your research objectives , you need to explain them in your paper, at the end of your problem statement.

Keep your research objectives clear and concise, and use appropriate verbs to accurately convey the work that you will carry out for each one.

I will compare …

A research aim is a broad statement indicating the general purpose of your research project. It should appear in your introduction at the end of your problem statement , before your research objectives.

Research objectives are more specific than your research aim. They indicate the specific ways you’ll address the overarching aim.

A PhD, which is short for philosophiae doctor (doctor of philosophy in Latin), is the highest university degree that can be obtained. In a PhD, students spend 3–5 years writing a dissertation , which aims to make a significant, original contribution to current knowledge.

A PhD is intended to prepare students for a career as a researcher, whether that be in academia, the public sector, or the private sector.

A master’s is a 1- or 2-year graduate degree that can prepare you for a variety of careers.

All master’s involve graduate-level coursework. Some are research-intensive and intend to prepare students for further study in a PhD; these usually require their students to write a master’s thesis . Others focus on professional training for a specific career.

Critical thinking refers to the ability to evaluate information and to be aware of biases or assumptions, including your own.

Like information literacy , it involves evaluating arguments, identifying and solving problems in an objective and systematic way, and clearly communicating your ideas.

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Research proposal

Research proposal components might include a description of:

  • Research topic
  • Research purpose , consider scope and parameters
  • Research question , gives focus and a specific goal
  • Hypotheses , gives precision
  • Research method , is about how
  • Sampling , gathering a representative sample
  • Data analysis , how hypotheses will be tested
  • Research ethics , explain risks and benefits

A research proposal might answer questions such as:

  • What are your study parameters?
  • When will you carry out the research?
  • How long will data collection last?
  • Who is your target population?
  • What are your time and cost constraints?
  • What research method will be used?

Obtaining critical appraisal about a research proposal is an important step in the research process and is vital to good scholarship. There are many potential research traps, for example, which can be prevented by first subjecting a research proposal to peer review.

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  • What Is a Research Methodology? | Steps & Tips

What Is a Research Methodology? | Steps & Tips

Published on August 25, 2022 by Shona McCombes and Tegan George. Revised on November 20, 2023.

Your research methodology discusses and explains the data collection and analysis methods you used in your research. A key part of your thesis, dissertation , or research paper , the methodology chapter explains what you did and how you did it, allowing readers to evaluate the reliability and validity of your research and your dissertation topic .

It should include:

  • The type of research you conducted
  • How you collected and analyzed your data
  • Any tools or materials you used in the research
  • How you mitigated or avoided research biases
  • Why you chose these methods
  • Your methodology section should generally be written in the past tense .
  • Academic style guides in your field may provide detailed guidelines on what to include for different types of studies.
  • Your citation style might provide guidelines for your methodology section (e.g., an APA Style methods section ).

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Table of contents

How to write a research methodology, why is a methods section important, step 1: explain your methodological approach, step 2: describe your data collection methods, step 3: describe your analysis method, step 4: evaluate and justify the methodological choices you made, tips for writing a strong methodology chapter, other interesting articles, frequently asked questions about methodology.

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Your methods section is your opportunity to share how you conducted your research and why you chose the methods you chose. It’s also the place to show that your research was rigorously conducted and can be replicated .

It gives your research legitimacy and situates it within your field, and also gives your readers a place to refer to if they have any questions or critiques in other sections.

You can start by introducing your overall approach to your research. You have two options here.

Option 1: Start with your “what”

What research problem or question did you investigate?

  • Aim to describe the characteristics of something?
  • Explore an under-researched topic?
  • Establish a causal relationship?

And what type of data did you need to achieve this aim?

  • Quantitative data , qualitative data , or a mix of both?
  • Primary data collected yourself, or secondary data collected by someone else?
  • Experimental data gathered by controlling and manipulating variables, or descriptive data gathered via observations?

Option 2: Start with your “why”

Depending on your discipline, you can also start with a discussion of the rationale and assumptions underpinning your methodology. In other words, why did you choose these methods for your study?

  • Why is this the best way to answer your research question?
  • Is this a standard methodology in your field, or does it require justification?
  • Were there any ethical considerations involved in your choices?
  • What are the criteria for validity and reliability in this type of research ? How did you prevent bias from affecting your data?

Once you have introduced your reader to your methodological approach, you should share full details about your data collection methods .

Quantitative methods

In order to be considered generalizable, you should describe quantitative research methods in enough detail for another researcher to replicate your study.

Here, explain how you operationalized your concepts and measured your variables. Discuss your sampling method or inclusion and exclusion criteria , as well as any tools, procedures, and materials you used to gather your data.

Surveys Describe where, when, and how the survey was conducted.

  • How did you design the questionnaire?
  • What form did your questions take (e.g., multiple choice, Likert scale )?
  • Were your surveys conducted in-person or virtually?
  • What sampling method did you use to select participants?
  • What was your sample size and response rate?

Experiments Share full details of the tools, techniques, and procedures you used to conduct your experiment.

  • How did you design the experiment ?
  • How did you recruit participants?
  • How did you manipulate and measure the variables ?
  • What tools did you use?

Existing data Explain how you gathered and selected the material (such as datasets or archival data) that you used in your analysis.

  • Where did you source the material?
  • How was the data originally produced?
  • What criteria did you use to select material (e.g., date range)?

The survey consisted of 5 multiple-choice questions and 10 questions measured on a 7-point Likert scale.

The goal was to collect survey responses from 350 customers visiting the fitness apparel company’s brick-and-mortar location in Boston on July 4–8, 2022, between 11:00 and 15:00.

Here, a customer was defined as a person who had purchased a product from the company on the day they took the survey. Participants were given 5 minutes to fill in the survey anonymously. In total, 408 customers responded, but not all surveys were fully completed. Due to this, 371 survey results were included in the analysis.

  • Information bias
  • Omitted variable bias
  • Regression to the mean
  • Survivorship bias
  • Undercoverage bias
  • Sampling bias

Qualitative methods

In qualitative research , methods are often more flexible and subjective. For this reason, it’s crucial to robustly explain the methodology choices you made.

Be sure to discuss the criteria you used to select your data, the context in which your research was conducted, and the role you played in collecting your data (e.g., were you an active participant, or a passive observer?)

Interviews or focus groups Describe where, when, and how the interviews were conducted.

  • How did you find and select participants?
  • How many participants took part?
  • What form did the interviews take ( structured , semi-structured , or unstructured )?
  • How long were the interviews?
  • How were they recorded?

Participant observation Describe where, when, and how you conducted the observation or ethnography .

  • What group or community did you observe? How long did you spend there?
  • How did you gain access to this group? What role did you play in the community?
  • How long did you spend conducting the research? Where was it located?
  • How did you record your data (e.g., audiovisual recordings, note-taking)?

Existing data Explain how you selected case study materials for your analysis.

  • What type of materials did you analyze?
  • How did you select them?

In order to gain better insight into possibilities for future improvement of the fitness store’s product range, semi-structured interviews were conducted with 8 returning customers.

Here, a returning customer was defined as someone who usually bought products at least twice a week from the store.

Surveys were used to select participants. Interviews were conducted in a small office next to the cash register and lasted approximately 20 minutes each. Answers were recorded by note-taking, and seven interviews were also filmed with consent. One interviewee preferred not to be filmed.

  • The Hawthorne effect
  • Observer bias
  • The placebo effect
  • Response bias and Nonresponse bias
  • The Pygmalion effect
  • Recall bias
  • Social desirability bias
  • Self-selection bias

Mixed methods

Mixed methods research combines quantitative and qualitative approaches. If a standalone quantitative or qualitative study is insufficient to answer your research question, mixed methods may be a good fit for you.

Mixed methods are less common than standalone analyses, largely because they require a great deal of effort to pull off successfully. If you choose to pursue mixed methods, it’s especially important to robustly justify your methods.

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Next, you should indicate how you processed and analyzed your data. Avoid going into too much detail: you should not start introducing or discussing any of your results at this stage.

In quantitative research , your analysis will be based on numbers. In your methods section, you can include:

  • How you prepared the data before analyzing it (e.g., checking for missing data , removing outliers , transforming variables)
  • Which software you used (e.g., SPSS, Stata or R)
  • Which statistical tests you used (e.g., two-tailed t test , simple linear regression )

In qualitative research, your analysis will be based on language, images, and observations (often involving some form of textual analysis ).

Specific methods might include:

  • Content analysis : Categorizing and discussing the meaning of words, phrases and sentences
  • Thematic analysis : Coding and closely examining the data to identify broad themes and patterns
  • Discourse analysis : Studying communication and meaning in relation to their social context

Mixed methods combine the above two research methods, integrating both qualitative and quantitative approaches into one coherent analytical process.

Above all, your methodology section should clearly make the case for why you chose the methods you did. This is especially true if you did not take the most standard approach to your topic. In this case, discuss why other methods were not suitable for your objectives, and show how this approach contributes new knowledge or understanding.

In any case, it should be overwhelmingly clear to your reader that you set yourself up for success in terms of your methodology’s design. Show how your methods should lead to results that are valid and reliable, while leaving the analysis of the meaning, importance, and relevance of your results for your discussion section .

  • Quantitative: Lab-based experiments cannot always accurately simulate real-life situations and behaviors, but they are effective for testing causal relationships between variables .
  • Qualitative: Unstructured interviews usually produce results that cannot be generalized beyond the sample group , but they provide a more in-depth understanding of participants’ perceptions, motivations, and emotions.
  • Mixed methods: Despite issues systematically comparing differing types of data, a solely quantitative study would not sufficiently incorporate the lived experience of each participant, while a solely qualitative study would be insufficiently generalizable.

Remember that your aim is not just to describe your methods, but to show how and why you applied them. Again, it’s critical to demonstrate that your research was rigorously conducted and can be replicated.

1. Focus on your objectives and research questions

The methodology section should clearly show why your methods suit your objectives and convince the reader that you chose the best possible approach to answering your problem statement and research questions .

2. Cite relevant sources

Your methodology can be strengthened by referencing existing research in your field. This can help you to:

  • Show that you followed established practice for your type of research
  • Discuss how you decided on your approach by evaluating existing research
  • Present a novel methodological approach to address a gap in the literature

3. Write for your audience

Consider how much information you need to give, and avoid getting too lengthy. If you are using methods that are standard for your discipline, you probably don’t need to give a lot of background or justification.

Regardless, your methodology should be a clear, well-structured text that makes an argument for your approach, not just a list of technical details and procedures.

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

  • Normal distribution
  • Measures of central tendency
  • Chi square tests
  • Confidence interval
  • Quartiles & Quantiles

Methodology

  • Cluster sampling
  • Stratified sampling
  • Thematic analysis
  • Cohort study
  • Peer review
  • Ethnography

Research bias

  • Implicit bias
  • Cognitive bias
  • Conformity bias
  • Hawthorne effect
  • Availability heuristic
  • Attrition bias

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

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

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

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

In a scientific paper, the methodology always comes after the introduction and before the results , discussion and conclusion . The same basic structure also applies to a thesis, dissertation , or research proposal .

Depending on the length and type of document, you might also include a literature review or theoretical framework before the methodology.

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

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

Reliability and validity are both about how well a method measures something:

  • Reliability refers to the  consistency of a measure (whether the results can be reproduced under the same conditions).
  • Validity   refers to the  accuracy of a measure (whether the results really do represent what they are supposed to measure).

If you are doing experimental research, you also have to consider the internal and external validity of your experiment.

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

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

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What is cloud computing?

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With cloud computing, organizations essentially buy a range of services offered by cloud service providers (CSPs). The CSP’s servers host all the client’s applications. Organizations can enhance their computing power more quickly and cheaply via the cloud than by purchasing, installing, and maintaining their own servers.

The cloud-computing model is helping organizations to scale new digital solutions with greater speed and agility—and to create value more quickly. Developers use cloud services to build and run custom applications and to maintain infrastructure and networks for companies of virtually all sizes—especially large global ones. CSPs offer services, such as analytics, to handle and manipulate vast amounts of data. Time to market accelerates, speeding innovation to deliver better products and services across the world.

What are examples of cloud computing’s uses?

Get to know and directly engage with senior mckinsey experts on cloud computing.

Brant Carson is a senior partner in McKinsey’s Vancouver office; Chandra Gnanasambandam and Anand Swaminathan are senior partners in the Bay Area office; William Forrest is a senior partner in the Chicago office; Leandro Santos is a senior partner in the Atlanta office; Kate Smaje is a senior partner in the London office.

Cloud computing came on the scene well before the global pandemic hit, in 2020, but the ensuing digital dash  helped demonstrate its power and utility. Here are some examples of how businesses and other organizations employ the cloud:

  • A fast-casual restaurant chain’s online orders multiplied exponentially during the 2020 pandemic lockdowns, climbing to 400,000 a day, from 50,000. One pleasant surprise? The company’s online-ordering system could handle the volume—because it had already migrated to the cloud . Thanks to this success, the organization’s leadership decided to accelerate its five-year migration plan to less than one year.
  • A biotech company harnessed cloud computing to deliver the first clinical batch of a COVID-19 vaccine candidate for Phase I trials in just 42 days—thanks in part to breakthrough innovations using scalable cloud data storage and computing  to facilitate processes ensuring the drug’s safety and efficacy.
  • Banks use the cloud for several aspects of customer-service management. They automate transaction calls using voice recognition algorithms and cognitive agents (AI-based online self-service assistants directing customers to helpful information or to a human representative when necessary). In fraud and debt analytics, cloud solutions enhance the predictive power of traditional early-warning systems. To reduce churn, they encourage customer loyalty through holistic retention programs managed entirely in the cloud.
  • Automakers are also along for the cloud ride . One company uses a common cloud platform that serves 124 plants, 500 warehouses, and 1,500 suppliers to consolidate real-time data from machines and systems and to track logistics and offer insights on shop floor processes. Use of the cloud could shave 30 percent off factory costs by 2025—and spark innovation at the same time.

That’s not to mention experiences we all take for granted: using apps on a smartphone, streaming shows and movies, participating in videoconferences. All of these things can happen in the cloud.

Learn more about our Cloud by McKinsey , Digital McKinsey , and Technology, Media, & Telecommunications  practices.

How has cloud computing evolved?

Going back a few years, legacy infrastructure dominated IT-hosting budgets. Enterprises planned to move a mere 45 percent of their IT-hosting expenditures to the cloud by 2021. Enter COVID-19, and 65 percent of the decision makers surveyed by McKinsey increased their cloud budgets . An additional 55 percent ended up moving more workloads than initially planned. Having witnessed the cloud’s benefits firsthand, 40 percent of companies expect to pick up the pace of implementation.

The cloud revolution has actually been going on for years—more than 20, if you think the takeoff point was the founding of Salesforce, widely seen as the first software as a service (SaaS) company. Today, the next generation of cloud, including capabilities such as serverless computing, makes it easier for software developers to tweak software functions independently, accelerating the pace of release, and to do so more efficiently. Businesses can therefore serve customers and launch products in a more agile fashion. And the cloud continues to evolve.

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Introducing McKinsey Explainers : Direct answers to complex questions

Cost savings are commonly seen as the primary reason for moving to the cloud but managing those costs requires a different and more dynamic approach focused on OpEx rather than CapEx. Financial-operations (or FinOps) capabilities  can indeed enable the continuous management and optimization of cloud costs . But CSPs have developed their offerings so that the cloud’s greatest value opportunity is primarily through business innovation and optimization. In 2020, the top-three CSPs reached $100 billion  in combined revenues—a minor share of the global $2.4 trillion market for enterprise IT services—leaving huge value to be captured. To go beyond merely realizing cost savings, companies must activate three symbiotic rings of cloud value creation : strategy and management, business domain adoption, and foundational capabilities.

What’s the main reason to move to the cloud?

The pandemic demonstrated that the digital transformation can no longer be delayed—and can happen much more quickly than previously imagined. Nothing is more critical to a corporate digital transformation than becoming a cloud-first business. The benefits are faster time to market, simplified innovation and scalability, and reduced risk when effectively managed. The cloud lets companies provide customers with novel digital experiences—in days, not months—and delivers analytics absent on legacy platforms. But to transition to a cloud-first operating model, organizations must make a collective effort that starts at the top. Here are three actions CEOs can take to increase the value their companies get from cloud computing :

  • Establish a sustainable funding model.
  • Develop a new business technology operating model.
  • Set up policies to attract and retain the right engineering talent.

How much value will the cloud create?

Fortune 500 companies adopting the cloud could realize more than $1 trillion in value  by 2030, and not from IT cost reductions alone, according to McKinsey’s analysis of 700 use cases.

For example, the cloud speeds up design, build, and ramp-up, shortening time to market when companies have strong DevOps (the combination of development and operations) processes in place; groups of software developers customize and deploy software for operations that support the business. The cloud’s global infrastructure lets companies scale products almost instantly to reach new customers, geographies, and channels. Finally, digital-first companies use the cloud to adopt emerging technologies and innovate aggressively, using digital capabilities as a competitive differentiator to launch and build businesses .

If companies pursue the cloud’s vast potential in the right ways, they will realize huge value. Companies across diverse industries have implemented the public cloud and seen promising results. The successful ones defined a value-oriented strategy across IT and the business, acquired hands-on experience operating in the cloud, adopted a technology-first approach, and developed a cloud-literate workforce.

Learn more about our Cloud by McKinsey and Digital McKinsey practices.

What is the cloud cost/procurement model?

Some cloud services, such as server space, are leased. Leasing requires much less capital up front than buying, offers greater flexibility to switch and expand the use of services, cuts the basic cost of buying hardware and software upfront, and reduces the difficulties of upkeep and ownership. Organizations pay only for the infrastructure and computing services that meet their evolving needs. But an outsourcing model  is more apt than other analogies: the computing business issues of cloud customers are addressed by third-party providers that deliver innovative computing services on demand to a wide variety of customers, adapt those services to fit specific needs, and work to constantly improve the offering.

What are cloud risks?

The cloud offers huge cost savings and potential for innovation. However, when companies migrate to the cloud, the simple lift-and-shift approach doesn’t reduce costs, so companies must remediate their existing applications to take advantage of cloud services.

For instance, a major financial-services organization  wanted to move more than 50 percent of its applications to the public cloud within five years. Its goals were to improve resiliency, time to market, and productivity. But not all its business units needed to transition at the same pace. The IT leadership therefore defined varying adoption archetypes to meet each unit’s technical, risk, and operating-model needs.

Legacy cybersecurity architectures and operating models can also pose problems when companies shift to the cloud. The resulting problems, however, involve misconfigurations rather than inherent cloud security vulnerabilities. One powerful solution? Securing cloud workloads for speed and agility : automated security architectures and processes enable workloads to be processed at a much faster tempo.

What kind of cloud talent is needed?

The talent demands of the cloud differ from those of legacy IT. While cloud computing can improve the productivity of your technology, it requires specialized and sometimes hard-to-find talent—including full-stack developers, data engineers, cloud-security engineers, identity- and access-management specialists, and cloud engineers. The cloud talent model  should thus be revisited as you move forward.

Six practical actions can help your organization build the cloud talent you need :

  • Find engineering talent with broad experience and skills.
  • Balance talent maturity levels and the composition of teams.
  • Build an extensive and mandatory upskilling program focused on need.
  • Build an engineering culture that optimizes the developer experience.
  • Consider using partners to accelerate development and assign your best cloud leaders as owners.
  • Retain top talent by focusing on what motivates them.

How do different industries use the cloud?

Different industries are expected to see dramatically different benefits from the cloud. High-tech, retail, and healthcare organizations occupy the top end of the value capture continuum. Electronics and semiconductors, consumer-packaged-goods, and media companies make up the middle. Materials, chemicals, and infrastructure organizations cluster at the lower end.

Nevertheless, myriad use cases provide opportunities to unlock value across industries , as the following examples show:

  • a retailer enhancing omnichannel  fulfillment, using AI to optimize inventory across channels and to provide a seamless customer experience
  • a healthcare organization implementing remote heath monitoring to conduct virtual trials and improve adherence
  • a high-tech company using chatbots to provide premier-level support combining phone, email, and chat
  • an oil and gas company employing automated forecasting to automate supply-and-demand modeling and reduce the need for manual analysis
  • a financial-services organization implementing customer call optimization using real-time voice recognition algorithms to direct customers in distress to experienced representatives for retention offers
  • a financial-services provider moving applications in customer-facing business domains to the public cloud to penetrate promising markets more quickly and at minimal cost
  • a health insurance carrier accelerating the capture of billions of dollars in new revenues by moving systems to the cloud to interact with providers through easier onboarding

The cloud is evolving  to meet the industry-specific needs of companies. From 2021 to 2024, public-cloud spending on vertical applications (such as warehouse management in retailing and enterprise risk management in banking) is expected to grow by more than 40 percent annually. Spending on horizontal workloads (such as customer relationship management) is expected to grow by 25 percent. Healthcare and manufacturing organizations, for instance, plan to spend around twice as much on vertical applications as on horizontal ones.

Learn more about our Cloud by McKinsey , Digital McKinsey , Financial Services , Healthcare Systems & Services , Retail , and Technology, Media, & Telecommunications  practices.

What are the biggest cloud myths?

Views on cloud computing can be clouded by misconceptions. Here are seven common myths about the cloud —all of which can be debunked:

  • The cloud’s value lies primarily in reducing costs.
  • Cloud computing costs more than in-house computing.
  • On-premises data centers are more secure than the cloud.
  • Applications run more slowly in the cloud.
  • The cloud eliminates the need for infrastructure.
  • The best way to move to the cloud is to focus on applications or data centers.
  • You must lift and shift applications as-is or totally refactor them.

How large must my organization be to benefit from the cloud?

Here’s one more huge misconception: the cloud is just for big multinational companies. In fact, cloud can help make small local companies become multinational. A company’s benefits from implementing the cloud are not constrained by its size. In fact, the cloud shifts barrier to entry skill rather than scale, making it possible for a company of any size to compete if it has people with the right skills. With cloud, highly skilled small companies can take on established competitors. To realize the cloud’s immense potential value fully, organizations must take a thoughtful approach, with IT and the businesses working together.

For more in-depth exploration of these topics, see McKinsey’s Cloud Insights collection. Learn more about Cloud by McKinsey —and check out cloud-related job opportunities if you’re interested in working at McKinsey.

Articles referenced include:

  • “ Six practical actions for building the cloud talent you need ,” January 19, 2022, Brant Carson , Dorian Gärtner , Keerthi Iyengar, Anand Swaminathan , and Wayne Vest
  • “ Cloud-migration opportunity: Business value grows, but missteps abound ,” October 12, 2021, Tara Balakrishnan, Chandra Gnanasambandam , Leandro Santos , and Bhargs Srivathsan
  • “ Cloud’s trillion-dollar prize is up for grabs ,” February 26, 2021, Will Forrest , Mark Gu, James Kaplan , Michael Liebow, Raghav Sharma, Kate Smaje , and Steve Van Kuiken
  • “ Unlocking value: Four lessons in cloud sourcing and consumption ,” November 2, 2020, Abhi Bhatnagar , Will Forrest , Naufal Khan , and Abdallah Salami
  • “ Three actions CEOs can take to get value from cloud computing ,” July 21, 2020, Chhavi Arora , Tanguy Catlin , Will Forrest , James Kaplan , and Lars Vinter

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Leaked Grant Proposal Details High-Risk Coronavirus Research

The proposal, rejected by U.S. military research agency DARPA, describes the insertion of human-specific cleavage sites into SARS-related bat coronaviruses.

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A grant proposal   written by the U.S.-based nonprofit the EcoHealth Alliance and submitted in 2018 to the Defense Advanced Research Projects Agency, or DARPA, provides evidence that the group was working — or at least planning to work — on several risky areas of research. Among the scientific tasks the group described in its proposal, which was rejected by DARPA, was the creation of full-length infectious clones of bat SARS-related coronaviruses and the insertion of a tiny part of the virus known as a “proteolytic cleavage site” into bat coronaviruses. Of particular interest was a type of cleavage site able to interact with furin, an enzyme expressed in human cells.

The EcoHealth Alliance did not respond to inquiries about the document, despite having answered previous queries from The Intercept about the group’s government-funded coronavirus research. The group’s president, Peter Daszak, acknowledged the public discussion of an unfunded EcoHealth proposal in a tweet on Saturday. He did not dispute its authenticity.

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Since the genetic code of the coronavirus that caused the pandemic was first sequenced, scientists have puzzled over the “furin cleavage site.” This strange feature on the spike protein of the virus had never been seen in SARS-related betacoronaviruses, the class to which SARS-CoV-2, the coronavirus that causes the respiratory illness Covid-19, belongs.

The furin cleavage site enables the virus to more efficiently bind to and release its genetic material into a human cell and is one of the reasons that the virus is so easily transmissible and harmful. But scientists are divided over how this particular site wound up in the virus, and the cleavage site became a major focus of the heated debate over the origins of the pandemic.

Many who believe that the virus that caused the pandemic emerged from a laboratory have pointed out that it is unlikely that the particular sequence of amino acids that make up the furin cleavage site would have occurred naturally.

Adherents of the idea that SARS-CoV-2 emerged from a natural spillover from animal hosts have argued that it could have evolved naturally from an as-yet undiscovered virus. Further, they argued, scientists were unlikely to have engineered the feature.

“There is no logical reason why an engineered virus would utilize such a suboptimal furin cleavage site, which would entail such an unusual and needlessly complex feat of genetic engineering,” 23 scientists wrote earlier this month in an  article in the journal Cell. “There is no evidence of prior research at the [Wuhan Institute of Virology] involving the artificial insertion of complete furin cleavage sites into coronaviruses.”

But the proposal describes the process of looking for novel furin cleavage sites in bat coronaviruses the scientists had sampled and inserting them into the spikes of SARS-related viruses in the laboratory.

“We will introduce appropriate human-specific cleavage sites and evaluate growth potential in [a type of mammalian cell commonly used in microbiology] and HAE cultures,” referring to cells found in the lining of the human airway, the proposal states.

The new proposal, which also described a plan to mass vaccinate bats in caves, does not provide conclusive evidence that the virus that caused the pandemic emerged from a lab. And virus experts remain sharply divided over its origins. But several scientists who work with coronaviruses told The Intercept that they felt that the proposal shifted the terrain of the debate.

Tipping the Scales

“Some kind of threshold has been crossed,” said Alina Chan, a Boston-based scientist and co-author of the upcoming book “Viral: The Search for the Origin of Covid-19.” Chan has been vocal about the need to thoroughly investigate the possibility that SARS-CoV-2 emerged from a lab while remaining open to both possible theories of its development. For Chan, the revelation from the proposal was the description of the insertion of a novel furin cleavage site into bat coronaviruses — something people previously speculated, but had no evidence, may have happened.

“Let’s look at the big picture: A novel SARS coronavirus emerges in Wuhan with a novel cleavage site in it. We now have evidence that, in early 2018, they had pitched inserting novel cleavage sites into novel SARS-related viruses in their lab,” said Chan. “This definitely tips the scales for me. And I think it should do that for many other scientists too.”

Richard Ebright, a molecular biologist at Rutgers University who has espoused the possibility that SARS-CoV-2 may have originated in a lab, agreed. “The relevance of this is that SARS Cov-2, the pandemic virus, is the only virus in its entire genus of SARS-related coronaviruses that contains a fully functional cleavage site at the S1, S2 junction,” said Ebright, referring to the place where two subunits of the spike protein meet. “And here is a proposal from the beginning of 2018, proposing explicitly to engineer that sequence at that position in chimeric lab-generated coronaviruses.”

“A possible transmission chain is now logically consistent — which it was not before I read the proposal.”

Martin Wikelski, a director at the Max Planck Institute of Animal Behavior in Germany, whose work tracking bats and other animals was referenced in the grant application without his knowledge, also said it made him more open to the idea that the pandemic may have its roots in a lab. “The information in the proposal certainly changes my thoughts about a possible origin of SARS-CoV-2,” Wikelski told The Intercept. “In fact, a possible transmission chain is now logically consistent — which it was not before I read the proposal.”

But others insisted that the research posed little or no threat and pointed out that the proposal called for most of the genetic engineering work to be done in North Carolina rather than China. “Given that the work wasn’t funded and wasn’t proposed to take place in Wuhan anyway it’s hard to assess any bearing on the origin of SARS-CoV-2,” Stephen Goldstein, a scientist who studies the evolution of viral genes at the University of Utah, and an author of the recent Cell article, wrote in an email to The Intercept.

Other scientists contacted by The Intercept noted that there is published evidence that the Wuhan Institute of Virology was already engaged in some of the genetic engineering work described in the proposal and that viruses designed in North Carolina could easily be used in China. “The mail is filled with little envelopes with plasmid dried on to filter paper that scientists routinely send each other,” said Jack Nunberg, director of the Montana Biotechnology Center at the University of Montana.

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NIH Documents Provide New Evidence U.S. Funded Gain-of-Function Research in Wuhan

Vincent Racaniello, a professor of microbiology and immunology at Columbia University, was adamant that the proposal did not change his opinion that the pandemic was caused by a natural spillover from animals to humans. “There are zero data to support a lab origin ‘notion,’” Racaniello wrote in an email. He said he believed that the research being proposed had the potential to fall in the category of gain-of-function research of concern, as did an experiment that was detailed in another grant proposal recently obtained by The Intercept. The government funds such research, in which scientists intentionally make viruses more pathogenic or transmissible in order to study them, only in a narrow range of circumstances . And DARPA rejected the proposal at least in part because of concerns that it involved such research.

While Racaniello acknowledged that the research in the DARPA proposal entailed some danger, he said “the benefits far, far outweigh the risk.” He also said the fact that the viruses described in the proposal were not known pathogens mitigated the concern. “This is not SARS,” he said, referring to SARS-CoV-1, the virus that caused a 2003 outbreak. “It’s SARS-related.”

But SARS-CoV-2 is not a direct descendant of that virus — it’s a relative.

In fact, the viruses described in the grant proposal, which was first posted online by the research group DRASTIC , were not known pathogens. And the authors of the grant proposal make the case that because the scientists would be using SARS-related bat viruses, as opposed to the SARS virus that was known to infect humans, the research was exempt from “gain-of-function concerns.” But according to several scientists interviewed by The Intercept, the viruses presented a threat nevertheless.

“The work describes generating full-length bat SARS-related coronaviruses that are thought to pose a risk of human spillover. And that’s the type of work that people could plausibly postulate could have led to a lab-associated origin of SARS-CoV-2,” said Jesse Bloom, a professor at Fred Hutchinson Cancer Research Center and director of the Bloom Lab, which studies the evolution of viruses. Bloom pointed out that the scientists acknowledge the risk to humans in their proposal. “It’s an explicit goal of the grant to identify the bat SARS-related coronaviruses that they think pose the highest risk.”

Stuart Newman, a professor of cell biology who directs the developmental biology laboratory at New York Medical College, also said the fact that the viruses weren’t known to be dangerous didn’t preclude the possibility that they might become so. “That’s really disingenuous,” Newman said of the argument. “The people that are claiming natural emergence say that it begins with a bat virus that evolved to be compatible with humans. If you use that logic, then this virus could be a threat because it could also make that transition.” Newman, a longtime critic of gain-of-function research and founder of the Council for Responsible Genetics, said that the proposal confirmed some of his worst fears. “This is not like slightly stepping over the line,” said Newman. “This is doing everything that people say is going to cause a pandemic if you do it.”

While the grant proposal does not provide the smoking gun that SARS-CoV-2 escaped from a lab, for some scientists it adds to the evidence that it might have. “Whether that particular study did or didn’t [lead to the pandemic], it certainly could have,” said Nunberg, of Montana Biotechnology Center. “Once you make an unnatural virus, you’re basically setting it up in an unstable evolutionary place. The virus is going to undergo a whole bunch of changes to try and cope with its imperfections. So who knows what will come of it.” The risks of such research are profound and irreversible, he said. “You can’t call back the virus once you release it into the environment.”

DARPA, a division of the Department of Defense, said regulations prevented it from confirming that it had reviewed the proposal. “Since EcoHealth Alliance may or may not be the direct source of the material in question, and we are precluded by Federal Acquisition Regulations from divulging bidders or any associated proposal details, we recommend that you reach out to them to confirm the document’s authenticity,” a DARPA spokesperson wrote in an email to The Intercept. The British Daily Telegraph reported that it had confirmed the document’s legitimacy with a former member of the Trump administration.

The Telegraph story erroneously reported that the scientists proposed to inoculate bats with live viruses. In fact, they hoped to inoculate them with chimeric S proteins, which were proposed to be developed through a subcontract in the grant in Ralph Baric’s lab at the University of North Carolina at Chapel Hill, not in Wuhan. Baric did not respond to The Intercept’s request for comment.

Conflict of Interest

Many questions remain about the proposal, including whether any of the research described in it was completed. Even without the DARPA funding, there were many other potential ways to pay for the experiments. And scientists interviewed for this article agreed that often researchers do some of the science they describe in proposals before or after they submit them.

“This was a highly funded group of researchers that wouldn’t let one rejection halt their work,” said Chan, the “Viral” author.

Perhaps the most troubling question about the proposal is why, within the small group of scientists who have been searching for information that could shed light on the origins of the pandemic, there has apparently been so little awareness of the planned work until now. Peter Daszak and Linfa Wang, two of the researchers who submitted the proposal, did not previously acknowledge it.

Daszak, the EcoHealth Alliance president, has actively sought to quash interest in the idea that the novel coronavirus originated in a lab. In February 2020, as the pandemic began to grip major cities in the U.S., he began organizing scientists to write an open letter that was published in the Lancet addressing the origins of the virus. “The rapid, open, and transparent sharing of data on this outbreak is now being threatened by rumours and misinformation around its origins,” read the statement signed by Daszak and 26 co-authors. “We stand together to strongly condemn conspiracy theories suggesting that COVID-19 does not have a natural origin.”

Daszak directed and gathered signatures for the letter, all the while suggesting that he and his collaborators on the proposed DARPA project, Baric and Wang, distance themselves from the effort.

“I spoke with Linfa [Wang] last night about the statement we sent round. He thinks, and I agree with him, that you, me and him should not sign this statement, so it has some distance from us and therefore doesn’t work in a counterproductive way,” Daszak wrote to Baric in February 2020, just weeks before it appeared in the journal, according to an email surfaced a year later by public health investigative research group U.S. Right to Know. “We’ll then put it out in a way that doesn’t link it back to our collaboration so we maximize an independent voice.” Ultimately, Daszak did sign the letter.

“I also think this is a good decision,” Baric replied. “Otherwise it looks self-serving and we lose impact.”

Baric and Wang — a professor in the emerging infectious diseases program at Duke-NUS Medical School, Singapore — did not respond to inquiries from The Intercept about their decision not to sign the letter in the Lancet.

Daszak was also a member of the joint team the World Health Organization sent to China in February 2020 to investigate the origins of the pandemic, which concluded that it was “extremely unlikely” that the virus had been released from a laboratory. (In March, WHO  called  for further investigation of the origins of the virus and stated that “all hypotheses remain open.”)

“I find it really disappointing that one of the members of the joint WHO-China team, which is essentially the group of scientists that were tasked as representatives of both the scientific community and the World Health Organization of investigating this, are actually on this proposal, knew that this line of research was at least under consideration, and didn’t mention it all,” said Bloom, of Fred Hutch. “Whatever information that relates to help people think about this just needs to be made transparently available and explained.”

Correction: September 24, 2021

A previous version of this article stated incorrectly that the EcoHealth Alliance proposal had been featured on Sky News Australia.

Correction: September 23, 2021, 3:30 p.m.

A previous version of this article stated incorrectly that Linfa Wang was a member of the WHO-China team.

Contact the author:

Additional credits:.

Additional Reporting: Mara Hvistendahl

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Dear Colleague Letter: Catalyzing human-centered solutions through research and innovation in science, the environment and society

March 28, 2024

Dear Colleagues:

The U.S. National Science Foundation (NSF) seeks to build research capacity and infrastructure to address complex and compounding national and global crises whose solutions require a human-centered approach. To help generate effective and long-lasting solutions, NSF is providing this funding opportunity to inform possible future Centers for Research and Innovation in Science, the Environment and Society (CRISES).

The envisioned centers will catalyze new research and research-based innovations to address seemingly intractable problems that confront society. Research is needed to anticipate how to effectively respond to social, political, economic, and environmental change resulting from systemic disruptions to mitigate and minimize negative impacts on humanity.

This funding opportunity for planning proposals is led by NSF's Social, Behavioral and Economic Sciences Directorate (SBE) with support from NSF's directorates for Geosciences (GEO), Biological Sciences (BIO), Engineering (ENG), Technology, Innovation and Partnerships (TIP), and STEM Education (EDU), as well as the Office of International Science and Engineering (OISE) and the Office of Integrative Activities (OIA). By supporting research to understand the social and behavioral aspects of the rapidly changing world and how these challenges are affected by social, political, economic, and natural environments this DCL aims to advance understandings of fundamental and use-inspired research of people, organizations, and society, while revealing emerging opportunities to address challenges affecting individuals and communities to live healthy and productive lives.

This announcement encourages multi-disciplinary teams led by social or behavioral scientists to develop research programs to advance scientific understanding of critical challenges facing social and environmental systems at local, regional, and global scales.

A deeper, more contextualized understanding is needed to address the many crises facing the world today. Threats to well-being, such as workforce disruptions, governance failures, extreme social and systemic inequities, institutional mistrust, genocides, extremism, wars, decreasing availability and/or quality of natural resources, and the impacts of environmental change, require immediate and innovative solutions and interventions. There are many profound challenges that undermine the success and sustainability of society. In all these cases, human beings and their behavior shaped by society and culture play direct roles in causing crises and responding to severe threats to well-being and even existence.

This DCL seeks to catalyze multi-disciplinary and transdisciplinary research led by social science investigations to improve human livelihoods and support healthy ecosystems by driving discoveries and findings from these areas of research addressing any problems associated with community vulnerability, resource depletion, environmental degradation, group and regional conflict, prejudice, poverty, crime, and violence. Teams of researchers representing diverse disciplinary approaches can develop critical advances and scientific innovations and interventions. Multi-disciplinary teams draw from different theoretical perspectives, varied methodological tools, as well as insight from the communities being served/impacted to drive the context and solution development. This will help to improve the understanding of actions by humans and their institutions and their consequences in more comprehensive ways.

This opportunity supports multi-disciplinary teams, led by researchers in the social, behavioral, and economic sciences, who use empirical methods to grapple with crises that impact individuals, families, communities, organizations, regions, nations, and the planet. The CRISES initiative invites planning proposals as a first step toward facilitating the creation of large-scale interdisciplinary research centers that will address today’s crises and ultimately enhance people’s quality of life. Suitable topics for CRISES may focus entirely on social and behavioral dynamics or address intersections among different components such as economic, political, environmental systems, and the built environment.

Proposal and Award Scope

Through this funding opportunity, NSF seeks to invest in ideas that can potentially serve as the basis for a larger, center-scale activity.

NSF supports a variety of centers that contribute to its mission and goals. Centers leverage research opportunities when the complexity of the research program or the resources needed to solve the problem are of great scope, scale, and duration. Centers require unusually large amounts of equipment, research infrastructure, facilities, and/or people. Centers are a principal means by which NSF fosters interdisciplinary research.

In this call, NSF invites planning proposals for up to $100,000 that will bring together experts across disciplines to seed ideas and help inform the possible full-scale implementation of a CRISES center. As described below, teams are to be led by social scientists and the involvement of researchers from diverse disciplinary perspectives outside the social sciences is encouraged.

A planning proposal is used to support initial conceptualization, planning and collaboration activities that aim to formulate new plans for large-scale projects in emerging research areas for future submission to an NSF program. Planning activities can provide teams with the opportunity to envision structures that would ultimately compose a center. This effort can include forming partnerships with stakeholders and engagement with communities directly impacted by the focus area and outcomes of the research, working as a team to refine the scope and vision for a center, and creating a vision for the potential broader impacts of a center, including diversity, workforce development, and education. Building the framework for a center requires time and investment to strengthen relationships and refine a common vision. Planning proposals are intended to support teams in that process.

Proposals must include the following:

  • A lead principal investigator who is a social, behavioral, or economic scientist (with a degree in the SBE sciences or significant publications in SBE journals).
  • A focus on at least one program area currently supported by the SBE directorate.
  • Identification of the problem(s) the center will address along with a statement of the scope and approach.
  • Planned activities that will bring together experts from a range of disciplines to explore the creation of a center to study and develop solutions to one or more pressing societal issues.

Additional principal investigators included in the proposals can be experts in other disciplines. Proposals must demonstrate an interdisciplinary approach beyond that of any single disciplinary program. This DCL encourages the participation of researchers from Minority-Serving Institutions (MSIs), Primarily Undergraduate Institutions (PUIs), eligible institutions in EPSCoR jurisdictions, as well as non-profits and local and state government organizations.

NSF anticipates funding approximately 10-12 awards through this opportunity, subject to the availability of funds and the quality of proposals received.

Proposal Instructions

Planning proposals must be prepared and submitted in accordance with the guidance contained in Chapter II.F.1 of the NSF Proposal & Award Policies & Procedures Guide (PAPPG) . Proposals may be submitted via either Research.gov or Grants.gov.

Prior to submission, potential research teams interested in submitting a planning proposal are required to first send a research concept outline, including project title, team members, institutions involved and a summary of the project concept (up to two pages) by email to [email protected] .

Concept outlines and planning proposals should address the following: (1) Problem Statement, (2) Scientific Approach (e.g., data products and analytical approaches), (3) Planning Activities (e.g. timeline and structure of meetings, workshops, synchronous/asynchronous coordination), and (4) Outcomes and Deliverables (i.e., what would be realized at the completion of the planning endeavor). To ensure proper processing of the Concept Outlines, the subject line of the initial email inquiry should begin with: "Concept Outline: CRISES:" Concept outlines should be submitted by email to [email protected] by May 1, 2024 . NSF program directors will review the concept outlines and will authorize those that fall within the scope of this DCL for submission of a full planning proposal. All PIs will receive notification by May 15, 2024 .

  • Planning proposals may only be submitted with NSF approval of a submitted Concept Outline. The email confirming approval to submit must be uploaded in the "Program Officer Concurrence Email" section of Research.gov or as a supplementary document in Grants.gov.
  • Proposal titles should start with "CRISES:" and be submitted under the CRISES program description, PD 23-265Y . Please note that if submitting via Research.gov, the system will automatically prepend the title with "Planning" when the proposal is created.

The target date for full planning proposal submissions is by 5 p.m. submitting organization’s local time on July 1, 2024 . and planning proposals will only be accepted if accompanied by the email authorization to submit obtained in response to the research concept outline. Planning proposals submitted without written authorization from an NSF program director will be returned without review.

NSF anticipates that awards will be made in the summer of 2024.

POINT OF CONTACT

Questions about this funding opportunity should be directed to [email protected] .

Sylvia Butterfield Acting Assistant Director Directorate for Social, Behavioral and Economic Sciences Alexandra Isern Assistant Director Directorate for Geosciences Susan Marqusee Assistant Director Directorate for Biological Sciences Susan Margulies Assistant Director Directorate for Engineering Erwin Gianchandani Assistant Director Directorate for Technology, Innovation and Partnerships James Moore Assistant Director Directorate for STEM Education Kendra Sharp Office Head Office of International Science and Engineering Alicia Knoedler Office Head Office of Integrative Activities

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  1. Research proposal

    e. A research proposal is a document proposing a research project, generally in the sciences or academia, and generally constitutes a request for sponsorship of that research. [1] Proposals are evaluated on the cost and potential impact of the proposed research, and on the soundness of the proposed plan for carrying it out. [2]

  2. What Is A Research Proposal? Examples + Template

    What is a research proposal? Simply put, a research proposal is a structured, formal document that explains what you plan to research (your research topic), why it's worth researching (your justification), and how you plan to investigate it (your methodology).. The purpose of the research proposal (its job, so to speak) is to convince your research supervisor, committee or university that ...

  3. How to Write a Research Proposal

    Research proposal examples. Writing a research proposal can be quite challenging, but a good starting point could be to look at some examples. We've included a few for you below. Example research proposal #1: "A Conceptual Framework for Scheduling Constraint Management".

  4. How to write a research proposal?

    Writing the proposal of a research work in the present era is a challenging task due to the constantly evolving trends in the qualitative research design and the need to incorporate medical advances into the methodology. The proposal is a detailed plan or 'blueprint' for the intended study, and once it is completed, the research project ...

  5. How to Write a Research Proposal (with Pictures)

    Include the page number in the upper right corner. The page number should appear on all pages of the proposal. Center the full title of your research proposal roughly 1/3 of the way down the page. Double space it, and immediately below the title, insert your name.

  6. What is a Research Proposal?

    Essentially, a research proposal is the plan for the entire research project. It describes in detail, the methods the researcher plans to utilize in order to undertake the research and it contains a statement of the anticipated outcomes the researcher expects at the conclusion of the study. Generally, a compelling research proposal should ...

  7. PDF WHAT IS A RESEARCH PROPOSAL?

    myriad of proposals containing good research ideas from competent people. The world of research is a very competitive environment so one purpose of a proposal is to convince those who have a restricted number of places for research degrees and/or limited financial resources to allocate that your research deserves some special attention.

  8. How To Write A Research Proposal

    Here is an explanation of each step: 1. Title and Abstract. Choose a concise and descriptive title that reflects the essence of your research. Write an abstract summarizing your research question, objectives, methodology, and expected outcomes. It should provide a brief overview of your proposal. 2.

  9. What is a research proposal? (And how to write one)

    A research proposal is an introductory document that maps out the areas of study you intend to address. The research proposal is usually prepared in advance of starting a project. The proposal outlines the research area, indicates the existing literature and proposes a research objective and methodology to achieve the objective.

  10. What Is a Research Proposal? (Plus How To Write One)

    A research proposal is a formal document expressing the details of a research project, which is usually for science or academic purposes, and it's typically four to seven pages long. Research proposals often include a title page, an abstract, an introduction, background information, research questions, a literature review and a bibliography. ...

  11. (PDF) Overview of a Research Proposal

    A research proposal is a document proposing a research project, generally in the sciences or academia, and generally constitutes a request for sponsorship of that research. A

  12. What Is Research Methodology? Definition + Examples

    As we mentioned, research methodology refers to the collection of practical decisions regarding what data you'll collect, from who, how you'll collect it and how you'll analyse it. Research design, on the other hand, is more about the overall strategy you'll adopt in your study. For example, whether you'll use an experimental design ...

  13. How to Write a Research Proposal

    Research proposal examples. Writing a research proposal can be quite challenging, but a good starting point could be to look at some examples. We've included a few for you below. Example research proposal #1: 'A Conceptual Framework for Scheduling Constraint Management'.

  14. Research proposal

    Research proposal components might include a description of: Research topic. Research purpose, consider scope and parameters. Research question, gives focus and a specific goal. Hypotheses, gives precision. Research method, is about how. Sampling, gathering a representative sample. Data analysis, how hypotheses will be tested.

  15. What Is a Research Methodology?

    Step 1: Explain your methodological approach. Step 2: Describe your data collection methods. Step 3: Describe your analysis method. Step 4: Evaluate and justify the methodological choices you made. Tips for writing a strong methodology chapter. Other interesting articles.

  16. What is cloud computing: Its uses and benefits

    Organizations can enhance their computing power more quickly and cheaply via the cloud than by purchasing, installing, and maintaining their own servers. The cloud-computing model is helping organizations to scale new digital solutions with greater speed and agility—and to create value more quickly. Developers use cloud services to build and ...

  17. Leaked Grant Proposal Details High-Risk Coronavirus Research

    A grant proposal written by the U.S.-based nonprofit the EcoHealth Alliance and submitted in 2018 to the Defense Advanced Research Projects Agency, or DARPA, provides evidence that the group was ...

  18. Anchoring ESG in governance

    It discusses how corporates can integrate sustainability work into relevant functions and business units, allowing the decentralization of responsibility for ESG, particularly its reporting. This can allow the group sustainability unit to focus on its central strategic role to drive long-term commitment to sustainability goals.

  19. Request for proposal

    A request for proposal (RFP) is a document that solicits a proposal, ... In this scenario, products, services or suppliers may be selected from the RFQ results to bring in to further research in order to write a more fully fleshed out RFP. In commercial business practice, the RFQ is the most popularly used form of RFx, with many companies not ...

  20. What Is Artificial Intelligence? Definition, Uses, and Types

    Artificial intelligence (AI) is the theory and development of computer systems capable of performing tasks that historically required human intelligence, such as recognizing speech, making decisions, and identifying patterns. AI is an umbrella term that encompasses a wide variety of technologies, including machine learning, deep learning, and ...

  21. Dear Colleague Letter: Catalyzing human-centered solutions through

    The target date for full planning proposal submissions is by 5 p.m. submitting organization's local time on July 1, 2024. and planning proposals will only be accepted if accompanied by the email authorization to submit obtained in response to the research concept outline. Planning proposals submitted without written authorization from an NSF ...

  22. Political positions of John McCain

    McCain in 2001. U.S. Senator John McCain, a Republican Party politician from Arizona who was a member of the U.S. Congress from 1983 until his death in office in 2018, a two-time U.S. presidential candidate, and the nominee of the Republican Party in the 2008 U.S. Presidential election, took positions on many political issues through his public comments, his presidential campaign statements ...

  23. What to Know About Claudia Sheinbaum, Mexico's Newly Elected President

    Here are five things to know about the newly elected president of Mexico that help inform whether she will stray from Mr. López Obrador's policies or dedicate herself to cementing his legacy. 1 ...

  24. Project 2025

    Project 2025, also known as the Presidential Transition Project, is a collection of conservative policy proposals from The Heritage Foundation to reshape the U.S. federal government in the event of a Republican victory in the 2024 U.S. presidential election. [2] [3] Established in 2022, the project aims to recruit tens of thousands of ...

  25. Scientific method

    The scientific method is an empirical method for acquiring knowledge that has characterized the development of science since at least the 17th century. The scientific method involves careful observation coupled with rigorous scepticism, because cognitive assumptions can distort the interpretation of the observation.Scientific inquiry includes creating a hypothesis through inductive reasoning ...