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How to Create a Structured Research Paper Outline | Example

Published on August 7, 2022 by Courtney Gahan . Revised on August 15, 2023.

A research paper outline is a useful tool to aid in the writing process , providing a structure to follow with all information to be included in the paper clearly organized.

A quality outline can make writing your research paper more efficient by helping to:

• Organize your thoughts
• Understand the flow of information and how ideas are related
• Ensure nothing is forgotten

A research paper outline can also give your teacher an early idea of the final product.

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Table of contents

Research paper outline example, how to write a research paper outline, formatting your research paper outline, language in research paper outlines.

• Definition of measles
• Rise in cases in recent years in places the disease was previously eliminated or had very low rates of infection
• Figures: Number of cases per year on average, number in recent years. Relate to immunization
• Symptoms and timeframes of disease
• Risk of fatality, including statistics
• How measles is spread
• Immunization procedures in different regions
• Different regions, focusing on the arguments from those against immunization
• Immunization figures in affected regions
• High number of cases in non-immunizing regions
• Illnesses that can result from measles virus
• Fatal cases of other illnesses after patient contracted measles
• Summary of arguments of different groups
• Summary of figures and relationship with recent immunization debate
• Which side of the argument appears to be correct?

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Follow these steps to start your research paper outline:

• Decide on the subject of the paper
• Write down all the ideas you want to include or discuss
• Organize related ideas into sub-groups
• Arrange your ideas into a hierarchy: What should the reader learn first? What is most important? Which idea will help end your paper most effectively?
• Create headings and subheadings that are effective
• Format the outline in either alphanumeric, full-sentence or decimal format

There are three different kinds of research paper outline: alphanumeric, full-sentence and decimal outlines. The differences relate to formatting and style of writing.

• Alphanumeric
• Full-sentence

An alphanumeric outline is most commonly used. It uses Roman numerals, capitalized letters, arabic numerals, lowercase letters to organize the flow of information. Text is written with short notes rather than full sentences.

• Sub-point of sub-point 1

Essentially the same as the alphanumeric outline, but with the text written in full sentences rather than short points.

• Additional sub-point to conclude discussion of point of evidence introduced in point A

A decimal outline is similar in format to the alphanumeric outline, but with a different numbering system: 1, 1.1, 1.2, etc. Text is written as short notes rather than full sentences.

• 1.1.1 Sub-point of first point
• 1.1.2 Sub-point of first point
• 1.2 Second point

To write an effective research paper outline, it is important to pay attention to language. This is especially important if it is one you will show to your teacher or be assessed on.

There are four main considerations: parallelism, coordination, subordination and division.

Parallelism: Be consistent with grammatical form

Parallel structure or parallelism is the repetition of a particular grammatical form within a sentence, or in this case, between points and sub-points. This simply means that if the first point is a verb , the sub-point should also be a verb.

Example of parallelism:

• Include different regions, focusing on the different arguments from those against immunization

Coordination: Be aware of each point’s weight

Your chosen subheadings should hold the same significance as each other, as should all first sub-points, secondary sub-points, and so on.

Example of coordination:

• Include immunization figures in affected regions
• Illnesses that can result from the measles virus

Subordination: Work from general to specific

Subordination refers to the separation of general points from specific. Your main headings should be quite general, and each level of sub-point should become more specific.

Example of subordination:

Division: break information into sub-points.

Your headings should be divided into two or more subsections. There is no limit to how many subsections you can include under each heading, but keep in mind that the information will be structured into a paragraph during the writing stage, so you should not go overboard with the number of sub-points.

Ready to start writing or looking for guidance on a different step in the process? Read our step-by-step guide on how to write a research paper .

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How Can You Create a Well Planned Research Paper Outline

You are staring at the blank document, meaning to start writing your research paper . After months of experiments and procuring results, your PI asked you to write the paper to publish it in a reputed journal. You spoke to your peers and a few seniors and received a few tips on writing a research paper, but you still can’t plan on how to begin!

Writing a research paper is a very common issue among researchers and is often looked upon as a time consuming hurdle. Researchers usually look up to this task as an impending threat, avoiding and procrastinating until they cannot delay it anymore. Seeking advice from internet and seniors they manage to write a paper which goes in for quite a few revisions. Making researchers lose their sense of understanding with respect to their research work and findings. In this article, we would like to discuss how to create a structured research paper outline which will assist a researcher in writing their research paper effectively!

Publication is an important component of research studies in a university for academic promotion and in obtaining funding to support research. However, the primary reason is to provide the data and hypotheses to scientific community to advance the understanding in a specific domain. A scientific paper is a formal record of a research process. It documents research protocols, methods, results, conclusion, and discussion from a research hypothesis .

Table of Contents

What Is a Research Paper Outline?

A research paper outline is a basic format for writing an academic research paper. It follows the IMRAD format (Introduction, Methods, Results, and Discussion). However, this format varies depending on the type of research manuscript. A research paper outline consists of following sections to simplify the paper for readers. These sections help researchers build an effective paper outline.

1. Title Page

The title page provides important information which helps the editors, reviewers, and readers identify the manuscript and the authors at a glance. It also provides an overview of the field of research the research paper belongs to. The title should strike a balance between precise and detailed. Other generic details include author’s given name, affiliation, keywords that will provide indexing, details of the corresponding author etc. are added to the title page.

2. Abstract

Abstract is the most important section of the manuscript and will help the researcher create a detailed research paper outline . To be more precise, an abstract is like an advertisement to the researcher’s work and it influences the editor in deciding whether to submit the manuscript to reviewers or not. Writing an abstract is a challenging task. Researchers can write an exemplary abstract by selecting the content carefully and being concise.

3. Introduction

An introduction is a background statement that provides the context and approach of the research. It describes the problem statement with the assistance of the literature study and elaborates the requirement to update the knowledge gap. It sets the research hypothesis and informs the readers about the big research question.

This section is usually named as “Materials and Methods”, “Experiments” or “Patients and Methods” depending upon the type of journal. This purpose provides complete information on methods used for the research. Researchers should mention clear description of materials and their use in the research work. If the methods used in research are already published, give a brief account and refer to the original publication. However, if the method used is modified from the original method, then researcher should mention the modifications done to the original protocol and validate its accuracy, precision, and repeatability.

It is best to report results as tables and figures wherever possible. Also, avoid duplication of text and ensure that the text summarizes the findings. Report the results with appropriate descriptive statistics. Furthermore, report any unexpected events that could affect the research results, and mention complete account of observations and explanations for missing data (if any).

6. Discussion

The discussion should set the research in context, strengthen its importance and support the research hypothesis. Summarize the main results of the study in one or two paragraphs and show how they logically fit in an overall scheme of studies. Compare the results with other investigations in the field of research and explain the differences.

7. Acknowledgments

Acknowledgements identify and thank the contributors to the study, who are not under the criteria of co-authors. It also includes the recognition of funding agency and universities that award scholarships or fellowships to researchers.

8. Declaration of Competing Interests

Finally, declaring the competing interests is essential to abide by ethical norms of unique research publishing. Competing interests arise when the author has more than one role that may lead to a situation where there is a conflict of interest.

Steps to Write a Research Paper Outline

• Write down all important ideas that occur to you concerning the research paper .
• Answer questions such as – what is the topic of my paper? Why is the topic important? How to formulate the hypothesis? What are the major findings?
• Add context and structure. Group all your ideas into sections – Introduction, Methods, Results, and Discussion/Conclusion.
• Add relevant questions to each section. It is important to note down the questions. This will help you align your thoughts.
• Expand the ideas based on the questions created in the paper outline.
• After creating a detailed outline, discuss it with your mentors and peers.
• Get enough feedback and decide on the journal you will submit to.
• The process of real writing begins.

Benefits of Creating a Research Paper Outline

As discussed, the research paper subheadings create an outline of what different aspects of research needs elaboration. This provides subtopics on which the researchers brainstorm and reach a conclusion to write. A research paper outline organizes the researcher’s thoughts and gives a clear picture of how to formulate the research protocols and results. It not only helps the researcher to understand the flow of information but also provides relation between the ideas.

A research paper outline helps researcher achieve a smooth transition between topics and ensures that no research point is forgotten. Furthermore, it allows the reader to easily navigate through the research paper and provides a better understanding of the research. The paper outline allows the readers to find relevant information and quotes from different part of the paper.

Research Paper Outline Template

A research paper outline template can help you understand the concept of creating a well planned research paper before beginning to write and walk through your journey of research publishing.

1. Research Title

A. Background i. Support with evidence ii. Support with existing literature studies

B. Thesis Statement i. Link literature with hypothesis ii. Support with evidence iii. Explain the knowledge gap and how this research will help build the gap 4. Body

A. Methods i. Mention materials and protocols used in research ii. Support with evidence

B. Results i. Support with tables and figures ii. Mention appropriate descriptive statistics

C. Discussion i. Support the research with context ii. Support the research hypothesis iii. Compare the results with other investigations in field of research

D. Conclusion i. Support the discussion and research investigation ii. Support with literature studies

E. Acknowledgements i. Identify and thank the contributors ii. Include the funding agency, if any

F. Declaration of Competing Interests

5. References

Download the Research Paper Outline Template!

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Home » Research Paper Outline – Types, Example, Template

Research Paper Outline – Types, Example, Template

Table of Contents

By creating a well-structured research paper outline, writers can easily organize their thoughts and ideas and ensure that their final paper is clear, concise, and effective. In this article, we will explore the essential components of a research paper outline and provide some tips and tricks for creating a successful one.

Research Paper Outline

Research paper outline is a plan or a structural framework that organizes the main ideas , arguments, and supporting evidence in a logical sequence. It serves as a blueprint or a roadmap for the writer to follow while drafting the actual research paper .

Typically, an outline consists of the following elements:

• Introduction : This section presents the topic, research question , and thesis statement of the paper. It also provides a brief overview of the literature review and the methodology used.
• Literature Review: This section provides a comprehensive review of the relevant literature, theories, and concepts related to the research topic. It analyzes the existing research and identifies the research gaps and research questions.
• Methodology: This section explains the research design, data collection methods, data analysis, and ethical considerations of the study.
• Results: This section presents the findings of the study, using tables, graphs, and statistics to illustrate the data.
• Discussion : This section interprets the results of the study, and discusses their implications, significance, and limitations. It also suggests future research directions.
• Conclusion : This section summarizes the main findings of the study and restates the thesis statement.
• References: This section lists all the sources cited in the paper using the appropriate citation style.

Research Paper Outline Types

There are several types of outlines that can be used for research papers, including:

Alphanumeric Outline

This is a traditional outline format that uses Roman numerals, capital letters, Arabic numerals, and lowercase letters to organize the main ideas and supporting details of a research paper. It is commonly used for longer, more complex research papers.

I. Introduction

• A. Background information
• B. Thesis statement
• 1 1. Supporting detail
• 1 2. Supporting detail 2
• 2 1. Supporting detail

III. Conclusion

• A. Restate thesis
• B. Summarize main points

Decimal Outline

This outline format uses numbers to organize the main ideas and supporting details of a research paper. It is similar to the alphanumeric outline, but it uses only numbers and decimals to indicate the hierarchy of the ideas.

• 1.1 Background information
• 1.2 Thesis statement
• 1 2.1.1 Supporting detail
• 1 2.1.2 Supporting detail
• 2 2.2.1 Supporting detail
• 1 2.2.2 Supporting detail
• 3.1 Restate thesis
• 3.2 Summarize main points

Full Sentence Outline

This type of outline uses complete sentences to describe the main ideas and supporting details of a research paper. It is useful for those who prefer to see the entire paper outlined in complete sentences.

• Provide background information on the topic
• State the thesis statement
• Explain main idea 1 and provide supporting details
• Discuss main idea 2 and provide supporting details
• Restate the thesis statement
• Summarize the main points of the paper

Topic Outline

This type of outline uses short phrases or words to describe the main ideas and supporting details of a research paper. It is useful for those who prefer to see a more concise overview of the paper.

• Background information
• Thesis statement
• Supporting detail 1
• Supporting detail 2
• Restate thesis
• Summarize main points

Reverse Outline

This is an outline that is created after the paper has been written. It involves going back through the paper and summarizing each paragraph or section in one sentence. This can be useful for identifying gaps in the paper or areas that need further development.

• Introduction : Provides background information and states the thesis statement.
• Paragraph 1: Discusses main idea 1 and provides supporting details.
• Paragraph 2: Discusses main idea 2 and provides supporting details.
• Paragraph 3: Addresses potential counterarguments.
• Conclusion : Restates thesis and summarizes main points.

Mind Map Outline

This type of outline involves creating a visual representation of the main ideas and supporting details of a research paper. It can be useful for those who prefer a more creative and visual approach to outlining.

• Supporting detail 1: Lack of funding for public schools.
• Supporting detail 2: Decrease in government support for education.
• Supporting detail 1: Increase in income inequality.
• Supporting detail 2: Decrease in social mobility.

Research Paper Outline Example

Research Paper Outline Example on Cyber Security:

A. Overview of Cybersecurity

• B. Importance of Cybersecurity
• C. Purpose of the paper

II. Cyber Threats

A. Definition of Cyber Threats

• B. Types of Cyber Threats
• C. Examples of Cyber Threats

III. Cybersecurity Measures

A. Prevention measures

• Anti-virus software
• Encryption B. Detection measures
• Intrusion Detection System (IDS)
• Security Information and Event Management (SIEM)
• Security Operations Center (SOC) C. Response measures
• Incident Response Plan
• Business Continuity Plan
• Disaster Recovery Plan

IV. Cybersecurity in the Business World

A. Overview of Cybersecurity in the Business World

B. Cybersecurity Risk Assessment

C. Best Practices for Cybersecurity in Business

V. Cybersecurity in Government Organizations

A. Overview of Cybersecurity in Government Organizations

C. Best Practices for Cybersecurity in Government Organizations

VI. Cybersecurity Ethics

A. Definition of Cybersecurity Ethics

B. Importance of Cybersecurity Ethics

C. Examples of Cybersecurity Ethics

VII. Future of Cybersecurity

A. Overview of the Future of Cybersecurity

B. Emerging Cybersecurity Threats

C. Advancements in Cybersecurity Technology

VIII. Conclusion

A. Summary of the paper

B. Recommendations for Cybersecurity

• C. Conclusion.

IX. References

A. List of sources cited in the paper

B. Bibliography of additional resources

Introduction

Cybersecurity refers to the protection of computer systems, networks, and sensitive data from unauthorized access, theft, damage, or any other form of cyber attack. B. Importance of Cybersecurity The increasing reliance on technology and the growing number of cyber threats make cybersecurity an essential aspect of modern society. Cybersecurity breaches can result in financial losses, reputational damage, and legal liabilities. C. Purpose of the paper This paper aims to provide an overview of cybersecurity, cyber threats, cybersecurity measures, cybersecurity in the business and government sectors, cybersecurity ethics, and the future of cybersecurity.

A cyber threat is any malicious act or event that attempts to compromise or disrupt computer systems, networks, or sensitive data. B. Types of Cyber Threats Common types of cyber threats include malware, phishing, social engineering, ransomware, DDoS attacks, and advanced persistent threats (APTs). C. Examples of Cyber Threats Recent cyber threats include the SolarWinds supply chain attack, the Colonial Pipeline ransomware attack, and the Microsoft Exchange Server hack.

Prevention measures aim to minimize the risk of cyber attacks by implementing security controls, such as firewalls, anti-virus software, and encryption.

• Firewalls Firewalls act as a barrier between a computer network and the internet, filtering incoming and outgoing traffic to prevent unauthorized access.
• Anti-virus software Anti-virus software detects, prevents, and removes malware from computer systems.
• Encryption Encryption involves the use of mathematical algorithms to transform sensitive data into a code that can only be accessed by authorized individuals. B. Detection measures Detection measures aim to identify and respond to cyber attacks as quickly as possible, such as intrusion detection systems (IDS), security information and event management (SIEM), and security operations centers (SOCs).
• Intrusion Detection System (IDS) IDS monitors network traffic for signs of unauthorized access, such as unusual patterns or anomalies.
• Security Information and Event Management (SIEM) SIEM combines security information management and security event management to provide real-time monitoring and analysis of security alerts.
• Security Operations Center (SOC) SOC is a dedicated team responsible for monitoring, analyzing, and responding to cyber threats. C. Response measures Response measures aim to mitigate the impact of a cyber attack and restore normal operations, such as incident response plans (IRPs), business continuity plans (BCPs), and disaster recovery plans (DRPs).
• Incident Response Plan IRPs outline the procedures and protocols to follow in the event of a cyber attack, including communication protocols, roles and responsibilities, and recovery processes.
• Business Continuity Plan BCPs ensure that critical business functions can continue in the event of a cyber attack or other disruption.
• Disaster Recovery Plan DRPs outline the procedures to recover from a catastrophic event, such as a natural disaster or cyber attack.

Cybersecurity is crucial for businesses of all sizes and industries, as they handle sensitive data, financial transactions, and intellectual property that are attractive targets for cyber criminals.

Risk assessment is a critical step in developing a cybersecurity strategy, which involves identifying potential threats, vulnerabilities, and consequences to determine the level of risk and prioritize security measures.

Best practices for cybersecurity in business include implementing strong passwords and multi-factor authentication, regularly updating software and hardware, training employees on cybersecurity awareness, and regularly backing up data.

Government organizations face unique cybersecurity challenges, as they handle sensitive information related to national security, defense, and critical infrastructure.

Risk assessment in government organizations involves identifying and assessing potential threats and vulnerabilities, conducting regular audits, and complying with relevant regulations and standards.

Best practices for cybersecurity in government organizations include implementing secure communication protocols, regularly updating and patching software, and conducting regular cybersecurity training and awareness programs for employees.

Cybersecurity ethics refers to the ethical considerations involved in cybersecurity, such as privacy, data protection, and the responsible use of technology.

Cybersecurity ethics are crucial for maintaining trust in technology, protecting privacy and data, and promoting responsible behavior in the digital world.

Examples of cybersecurity ethics include protecting the privacy of user data, ensuring data accuracy and integrity, and implementing fair and unbiased algorithms.

The future of cybersecurity will involve a shift towards more advanced technologies, such as artificial intelligence (AI), machine learning, and quantum computing.

Emerging cybersecurity threats include AI-powered cyber attacks, the use of deepfakes and synthetic media, and the potential for quantum computing to break current encryption methods.

Advancements in cybersecurity technology include the development of AI and machine learning-based security tools, the use of blockchain for secure data storage and sharing, and the development of post-quantum encryption methods.

This paper has provided an overview of cybersecurity, cyber threats, cybersecurity measures, cybersecurity in the business and government sectors, cybersecurity ethics, and the future of cybersecurity.

To enhance cybersecurity, organizations should prioritize risk assessment and implement a comprehensive cybersecurity strategy that includes prevention, detection, and response measures. Additionally, organizations should prioritize cybersecurity ethics to promote responsible behavior in the digital world.

C. Conclusion

Cybersecurity is an essential aspect of modern society, and organizations must prioritize cybersecurity to protect sensitive data and maintain trust in technology.

for further reading

X. Appendices

A. Glossary of key terms

B. Cybersecurity checklist for organizations

C. Sample cybersecurity policy for businesses

D. Sample cybersecurity incident response plan

E. Cybersecurity training and awareness resources

Note : The content and organization of the paper may vary depending on the specific requirements of the assignment or target audience. This outline serves as a general guide for writing a research paper on cybersecurity. Do not use this in your assingmets.

Research Paper Outline Template

• Background information and context of the research topic
• Research problem and questions
• Purpose and objectives of the research
• Scope and limitations

II. Literature Review

• Overview of existing research on the topic
• Key concepts and theories related to the research problem
• Identification of gaps in the literature
• Summary of relevant studies and their findings

III. Methodology

• Research design and approach
• Data collection methods and procedures
• Data analysis techniques
• Validity and reliability considerations
• Ethical considerations

IV. Results

• Presentation of research findings
• Analysis and interpretation of data
• Explanation of significant results
• Discussion of unexpected results

V. Discussion

• Comparison of research findings with existing literature
• Implications of results for theory and practice
• Limitations and future directions for research
• Conclusion and recommendations

VI. Conclusion

• Summary of research problem, purpose, and objectives
• Discussion of significant findings
• Contribution to the field of study
• Implications for practice
• Suggestions for future research

VII. References

• List of sources cited in the research paper using appropriate citation style.

Note : This is just an template, and depending on the requirements of your assignment or the specific research topic, you may need to modify or adjust the sections or headings accordingly.

Research Paper Outline Writing Guide

Here’s a guide to help you create an effective research paper outline:

• Choose a topic : Select a topic that is interesting, relevant, and meaningful to you.
• Conduct research: Gather information on the topic from a variety of sources, such as books, articles, journals, and websites.
• Organize your ideas: Organize your ideas and information into logical groups and subgroups. This will help you to create a clear and concise outline.
• Create an outline: Begin your outline with an introduction that includes your thesis statement. Then, organize your ideas into main points and subpoints. Each main point should be supported by evidence and examples.
• Introduction: The introduction of your research paper should include the thesis statement, background information, and the purpose of the research paper.
• Body : The body of your research paper should include the main points and subpoints. Each point should be supported by evidence and examples.
• Conclusion : The conclusion of your research paper should summarize the main points and restate the thesis statement.
• Reference List: Include a reference list at the end of your research paper. Make sure to properly cite all sources used in the paper.
• Proofreading : Proofread your research paper to ensure that it is free of errors and grammatical mistakes.
• Finalizing : Finalize your research paper by reviewing the outline and making any necessary changes.

When to Write Research Paper Outline

It’s a good idea to write a research paper outline before you begin drafting your paper. The outline will help you organize your thoughts and ideas, and it can serve as a roadmap for your writing process.

Here are a few situations when you might want to consider writing an outline:

• When you’re starting a new research project: If you’re beginning a new research project, an outline can help you get organized from the very beginning. You can use your outline to brainstorm ideas, map out your research goals, and identify potential sources of information.
• When you’re struggling to organize your thoughts: If you find yourself struggling to organize your thoughts or make sense of your research, an outline can be a helpful tool. It can help you see the big picture of your project and break it down into manageable parts.
• When you’re working with a tight deadline : If you have a deadline for your research paper, an outline can help you stay on track and ensure that you cover all the necessary points. By mapping out your paper in advance, you can work more efficiently and avoid getting stuck or overwhelmed.

Purpose of Research Paper Outline

The purpose of a research paper outline is to provide a structured and organized plan for the writer to follow while conducting research and writing the paper. An outline is essentially a roadmap that guides the writer through the entire research process, from the initial research and analysis of the topic to the final writing and editing of the paper.

A well-constructed outline can help the writer to:

• Organize their thoughts and ideas on the topic, and ensure that all relevant information is included.
• Identify any gaps in their research or argument, and address them before starting to write the paper.
• Ensure that the paper follows a logical and coherent structure, with clear transitions between different sections.
• Save time and effort by providing a clear plan for the writer to follow, rather than starting from scratch and having to revise the paper multiple times.

Advantages of Research Paper Outline

Some of the key advantages of a research paper outline include:

• Helps to organize thoughts and ideas : An outline helps to organize all the different ideas and information that you want to include in your paper. By creating an outline, you can ensure that all the points you want to make are covered and in a logical order.
• Saves time and effort : An outline saves time and effort because it helps you to focus on the key points of your paper. It also helps you to identify any gaps or areas where more research may be needed.
• Makes the writing process easier : With an outline, you have a clear roadmap of what you want to write, and this makes the writing process much easier. You can simply follow your outline and fill in the details as you go.
• Improves the quality of your paper : By having a clear outline, you can ensure that all the important points are covered and in a logical order. This makes your paper more coherent and easier to read, which ultimately improves its overall quality.
• Facilitates collaboration: If you are working on a research paper with others, an outline can help to facilitate collaboration. By sharing your outline, you can ensure that everyone is on the same page and working towards the same goals.

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Getting started with your research paper outline

Levels of organization for a research paper outline

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

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

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

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

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

I. Introduction

II. Main idea

III. Main idea

IV. Main idea

V. Conclusion

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

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

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

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

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

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

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

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

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

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

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

After completing your outline, you should:

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

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

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

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

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

How to create a helpful research paper outline

Last updated

21 December 2023

Reviewed by

You need to structure your research paper in an orderly way that makes it easy for readers to follow your reasoning and supporting data. That's where a research paper outline can help.

Writing a research paper outline will help you arrange your ideas logically and allow your final paper to flow. It will make the entire process more manageable and help you work out which details to include and which are better left out.

• What is a research paper outline?

Write your research paper outline before starting your first draft. The outline provides a map of how you will structure your ideas throughout the paper. A research paper outline will help you to be more efficient when ordering the sections of your thesis, rather than trying to make structural changes after finishing an entire first draft.

An outline consists of the main topics and subtopics of your paper, listed in a logical order. The main topics will become the sections of your research paper, and the subtopics reveal the content you want to include or discuss under the main topics.

Under each subtopic, you can also jot down items you don't want to forget to include in your research paper, such as:

Topic ideas

Paragraph ideas

Direct quotes

Once you start listing these under your main topics, you can focus your thoughts as you plan and write the research paper using the evidence and data you collected and any additional information.

• Why use an outline?

If your research paper does not have a clear, logical order, readers may not understand the ideas you're trying to share, or they may lose interest and not bother to read the whole paper. An outline helps you structure your research paper so readers can easily connect the content, ideas, and theories you're trying to prove or maintain.

• Are there different kinds of research paper outlines?

Different kinds of research paper outlines might seem similar but have different purposes. You can select an outline type that provides a clear road map and thoroughly explores each point. 

Other types will help structure content logically or with a segmented flow and progression of ideas that align closely with the theme of your research.

• The 3 types of outlines

The three outline formats available to research paper writers are:

Alphanumeric or topic outlines

Sentence or full-sentence outlines

Decimal outlines

Let’s look at the differences between each type and see how one may be more beneficial than another, depending on the nature of your research.

This type of research paper outline allows you to segment main headings and subheadings with an alphanumeric arrangement.

The alphanumeric characters of Roman numerals, capital letters, numbers, and lowercase letters define the hierarchy of main topic headings, subtopic headings, and third- and fourth-tier subtopic headings. (e.g., I, A, 1, a)

This method uses minimal words to describe the main and subtopic headings. You'll mostly use this type of research paper outline to focus on the organization of the content while allowing you to review it for unrelated or irrelevant information.

Full-sentence outlines

You will format this type of research paper outline as an alphanumeric outline, using the same alphanumeric characters. However, it contains complete sentences rather than a few words for each main and subtopic heading.

This formatting method allows the writer to focus on looking for inaccuracies and inconsistencies in each point before starting the first draft.

Instead of using alphanumeric characters to define main headings, subheadings, and third- and fourth-tier subheadings, the decimal outline uses a decimal numbering system.

This system shows a logical progression of the content by using 1.0 for the main section heading (and 2.0, 3.0, etc., for subsequent sections), 1.1 for the subheading, 1.1.1 for a third-tier subheading, and 1.1.1.1 for the fourth-tier subheading.

The headings and subheadings will be just a few words, as in the alphanumerical research paper outline. Decimal outlines allow the writer to focus on the content's overall coherence, increasing your writing efficiency and reducing the time it takes to write your research paper.

• How to write a research paper outline

Before you begin your research paper outline, you need to determine your topic and gather your information. Let’s look at these steps first, then dive into how to write your outline.

1. Determine your topic

You'll need to establish a topic or the main point you intend to write about.

For example, you may want to research and write about whether influencers are the most beneficial way to promote products in your industry. This topic is the main point around which your essay will revolve.

2. Gather information

You'll need evidence, data, statistics, and facts to prove or disprove that influencers are the best method of promoting products in your industry.

You'll insert any of these things you collect to substantiate your findings into the outline to support your topic.

3. Determine the type of essay you'll be writing

There are many types of essays or research papers you can write. The kinds of essays include:

Argumentative: Builds logic and support for an argument

Cause and effect: Explains relationships between specific conditions and their results

Analytical: Presents a claim on what is being analyzed

Interpretive: Informative and persuasive explanations on how something is perceived

Experimental: Reports on experimental results and the reasoning behind the results

Review: Offers an understanding and analysis of primary sources on a given topic

Definition: Defines what a term or concept means

Persuasive: Uses logic and reason to show that one idea is more justified than another

Narrative: Tells a story of personal experience from the author’s point of view

Expository: Shows an objective view of a subject by exploring various angles

Descriptive: Describes objects, people, places, experiences, emotions, situations, etc.

Once you understand the essay format you are writing, you'll know how to structure your outline. 

4. Include basic sections

You'll begin to structure your outline using basic sections. Your main topic headings for these sections may include an introduction, multiple body paragraph sections, and a conclusion.

Once you establish the sections, you can insert the subtopics under each main topic heading.

5. Organize your outline

For example, if you're writing an argumentative essay taking the position that brand influencers (e.g., social media stars on Instagram or TikTok) are the best way to promote products in your industry, you will argue for that particular position.

You'll organize your argumentative essay outline with a main topic section supporting the position. The subtopics will include the reasoning behind your arguments, and the third-tier subtopics will contain the supporting evidence and data you gathered during your research.

You'll add another main topic section to counter and respond to any opposing arguments. Once you've organized and included all the information in this way, this will provide the structure to start your argumentative essay draft.

6. Consider compare-and-contrast essays

A compare-and-contrast essay is a form of essay that analyzes the differences between two opposing theories or subjects. If you have multiple subjects that are the same or different in just one aspect, you can write a point-by-point outline exploring each subject in terms of this characteristic.

The main topic headings will list that one characteristic, and the subtopic headings will list the subjects or items that are the same or different in relation to this characteristic.

Conversely, if you have multiple items to compare, but they have many characteristics that are similar or different, you can write a block method outline. The main topic headings will contain the items to be compared, while the subtopic headings will contain the aspects in which they are similar or different.

7. Consider advanced organizers for longer essays

An advanced organizer is a sentence that introduces new topics by connecting already-known information to new information. It can also prepare the reader for what they may expect to learn from the entire essay, or each section or paragraph.

Incorporating advanced organizers makes it easier for the reader to process and understand the information you are trying to convey. If you choose to use advanced organizers, depending on how often you want to use them throughout your paper, you can add them to your outline at the end of the introduction, the beginning of a section, or the beginning of each paragraph. 

• Do outlines need periods (full stops)?

If you're constructing alphanumerical or decimal topic outlines, they do not need periods because the entries are usually not complete sentences. However, outlines containing full sentences will need to be punctuated as any sentence is, including using periods.

• An example research paper outline

Here is an example of an alphanumerical outline that argues brand influencers are the best method of promoting products in a particular industry:

I.  Introduction

    A.  Background information about the issue and the position being argued.

    B.  Thesis statement: Influencers are the best way to promote products in this industry.

II.  Reasons that support the thesis statement

    A.  Reason or argument #1

           1.  Supporting evidence

           2.  Supporting evidence

    B.  Reason or argument #2

    C.  Reason or argument #3

          1.  Supporting evidence

          2.  Supporting evidence

III. Counterarguments and responses

       A.  Arguments from the other point of view

       B.  Rebuttals against those arguments

IV.  Conclusion

• How long is a thesis outline?

There is no set length for a research paper outline or thesis outline. Your outline can be as long as it needs to be to organize your thoughts constructively.

You can start with a short outline containing an introduction , background, methodology, data and analysis, and conclusion. Or you can break these sections into more specific segments according to the content you want to share.

Why make writing a research paper more complicated than it needs to be? Knowing the elements of an outline and how to insert them into a cohesive structure will make your final paper understandable and interesting to the reader.

Understanding how to outline a research paper will make the writing process more efficient and less time-consuming.

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How to Write a Research Paper Outline with Examples

You sometimes have to submit an essay outline or a research proposal checklist for a research project before you do most of the actual research to show that you have understood the assignment, defined a good research question or hypothesis, and contemplated the structure of your research paper. You can find various templates and examples for such outlines, which usually begin with “put your thesis statement/research question at the top” and then ask you to decide whether to add your supporting ideas/points in “alphanumeric,” “decimal,” or “full-sentence” style. 

That is certainly one useful (if not overly formalized) way of using outlining to prepare to draft an academic text. But here we want to talk about how to make an outline after you have done a research project or thesis work and are not quite sure how to put everything together into a written thesis to hand in or a research paper manuscript to submit to a journal.

What is a research paper outline?

Creating a research project outline entails more than just listing bullet points (although you can use bullet points and lists in your outline). It includes how to organize everything you have done and thought about and want to say about your work into a clear structure you can use as the basis for your research paper. 

There are two different methods of creating an outline: let’s call these “abstract style” and “paper style.” These names reflect how briefly you summarize your work at this initial point, or show how extensive and complicated the methods and designs you used and the data you collected are. The type of outline you use also depends on how clear the story you want to tell is and how much organizing and structuring of information you still need to do before you can draft your actual paper. 

Table of Contents:

• Abstract-Style Outline Format
• Paper-Style Outline Format

Additional Tips for Outlining a Research Paper in English

Abstract-style research paper outline format.

A research paper outline in abstract style consists, like the abstract of a research paper , of short answers to the essential questions that anyone trying to understand your work would ask.

• Why did you decide to do what you did?
• What exactly did you do?
• How did you do it?
• What did you find?
• What does it mean?
• What should you/we/someone else do now?

These questions form the structure of not only a typical research paper abstract but also a typical article manuscript. They will eventually be omitted and replaced by the usual headers, such as Introduction/Background, Aim, Methods, Results, Discussion, Conclusions, etc. Answering these key questions for yourself first (with keywords or short sentences) and then sticking to the same structure and information when drafting your article will ensure that your story is consistent and that there are no logical gaps or contradictions between the different sections of a research paper . 

If you draft this abstract outline carefully, you can use it as the basis for every other part of your paper. You reduce it even more, down to the absolute essential elements, to create your manuscript title ; you choose your keywords on the basis of the summary presented here; and you expand it into the introduction , methods , results , and discussion sections of your paper without contradicting yourself or losing the logical thread. 

Research Paper Outline Example (Abstract style)

Let’s say you did a research project on the effect of university online classes on attendance rates and create a simple outline example using these six questions:

1. Why did you decide to do what you did?

Since the start of the COVID-19 pandemic, many university courses around the world have been moved online, at least temporarily. Since students have been saving time on commuting, I wondered if attendance rates have increased overall.

2. What exactly did you do?

I compared attendance scores for courses that were taught both before (offline) and during (online) the COVID-19 pandemic at my university.

3. How did you do it?

I selected five popular subjects (business, law, medicine, psychology, art & design) and one general course per subject; then I contacted the professors in charge and asked them to provide me with anonymized attendance scores.

4. What did you find?

Attendance did not significantly change for medicine and law, but slightly dropped for the other three subjects. I found no difference between male and female students.  

5. What does it mean?

Even though students saved time on traveling between their homes and the campus during the COVID-19 pandemic, they did not attend classes more consistently; in some subjects, they missed more classes than before.

6. What should you/we/someone else do now?

Since I do not have any other information about the students, I can only speculate on potential explanations. Next, I will put together a questionnaire to assess how students have been coping with online classes and how the experiences from this time can benefit university teaching and learning in general.

Note that you could have made the same outline using just keywords instead of full sentences. You could also have added more methodological details or the results of your statistical analysis. However, when you can break everything down to the absolute essentials like this, you will have a good foundation upon which to develop a full paper. 

However, maybe your study just seems too complicated. So you look at these questions and then at your notes and data and have no idea how to come up with such simple answers. Or maybe things went in a completely different direction since you started writing your paper, so now you are no longer sure what the main point of your experiments was and what the main conclusion should be. If that is how you feel right now, then outlining your paper in “paper style” might be the right method for you.

Paper-Style Research Paper Outline Format 

The purpose of a paper-style outline is the same as that of an abstract-style outline: You want to organize your initial thoughts and plans, the methods and tools you used, all the experiments you conducted, the data you collected and analyzed, as well as your results, into a clear structure so that you can identify the main storyline for your paper and the main conclusions that you want the reader to take from it. 

First, take as much space as you need and simply jot down everything in your study you planned to do, everything you did, and everything you thought about based on your notes, lab book, and earlier literature you read or used. Such an outline can contain all your initial ideas, the timeline of all your pilots and all your experiments, the reasons why you changed direction or designed new experiments halfway through your study, all the analyses you ever did, all the feedback and criticism you already got from supervisors and seniors or during conference presentations, and all the ideas you have for future work. If this is your thesis or your first publication, then your first outline might look quite messy – and that is exactly why you need to structure your paper before trying to write everything up. 

So you have finally remembered all you have done in your study and have written everything down. The next step is to realize that you cannot throw all of this at the reader and expect them to put it together. You will have to create a story that is clear and consistent, contains all the essential information (and leaves out any that is not), and leads the reader the same way the abstract outline does, from why over what and how to what you found and what it all means . 

This does not mean you should suppress results that did not come out as intended or try to make your study look smoother. But the reader does not really need to know all the details about why you changed your research question after your initial literature search or some failed pilots. Instead of writing down the simple questions we used for the abstract outline, to organize your still messy notes, write down the main sections of the manuscript you are trying to put together. Additionally, include what kinds of information needs to go where in your paper’s structure.

1. Introduction Section:  

What field is your research part of?

What other papers did you read before deciding on your topic?

Who is your target audience and how much information do your readers need to understand where you are coming from? 

Can you summarize what you did in two sentences?

Did you have a clear hypothesis? If not, what were the potential outcomes of your work?

2. Methods Section: 

List all the methods, questionnaires, and tests you used.

Are your methods all standard in the field or do you need to explain them?

List everything chronologically or according to topics, whatever makes more sense. Read more about writing the Methods section if you need help with this important decision.

3. Results Section: 

Use the same timeline or topics you introduced in the method section.

Make sure you answer all the questions you raised in the introduction.

Use tables, graphs, and other visualizations to guide the reader.

Don’t present results of tests/analyses that you did not mention in the methods.

4. Discussion/Conclusion Section: 

Summarize quickly what you did and found but don’t repeat your results.

Explain whether your findings were to be expected, are new and surprising, are in line with the existing literature, or are contradicting some earlier work. 

Do you think your findings can be generalized? Can they be useful for people in certain professions or other fields?  

Does your study have limitations? What would you do differently next time? 

What future research do you think should be done based on your findings?

5. Conclusion Statement/Paragraph: 

This is your take-home message for the reader. Make sure that your conclusion is directly related to your initial research question.

Now you can simply reorganize your notes (if you use computer software) or fill in the different sections and cross out information on your original list. When you have used all your jotted notes, go through your new outline and check what is still missing. Now check once more that your conclusion is related to your initial research question. If that is the case, you are good to go. You can now either break your outline down further and shorten it into an abstract, or you can expand the different outline sections into a full article.

If you are a non-native speaker of English, then you might take notes in your mother language or maybe in different languages, read literature in your mother language, and generally not think in English while doing your research. If your goal is to write your thesis or paper in English, however, then our advice is to only use your mother language when listing keywords at the very beginning of the outlining process (if at all). As soon as you write down full sentences that you want to go into your paper eventually, you can save yourself a lot of work, avoid mistakes later in the process, and train your brain (which will help you immensely the next time you write an academic text), if you stick to English.

Another thing to keep in mind is that starting to write in full sentences too early in the process means that you might need to omit some passages (maybe even entire paragraphs) when you later decide to change the structure or storyline of your paper. Depending on how much you enjoy (or hate) writing in English and how much effort it costs you, having to throw away a perfectly fine paragraph that you invested a lot of time in can be incredibly frustrating. Our advice is therefore to not spend too much time on writing and to not get too attached to exact wording before you have a solid outline that you then only need to fill in and expand into a full paper.

Once you have finished drafting your paper, consider using professional proofreading and English editing service to revise your paper and prepare it for submission to journals. Wordvice offers a paper editing service , manuscript editing service , dissertation editing service , and thesis editing service to polish and edit your research work and correct any errors in style or formatting.

And while you draft your article, make use of Wordvice AI, a free AI essay editor that identifies and fixes errors in punctuation, spelling, and grammar in any academic document. 

MPA 602 Human Resources Management: Literature Review

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What is a Literature Review?

A literature review is a critical summary of what the scientific literature (books, articles, studies, theses and dissertations) says about your specific topic or question. Often student research in APA fields falls into this category. Your professor might ask you to write this kind of paper to demonstrate your familiarity with work in the field pertinent to the research you hope to conduct.

A literature review typically contains the following sections:

Introduction section (why is this topic important?)

List and analysis of references

Some instructors may also want you to write an abstract for a literature review, so be sure to check with them when given an assignment. Also, the length of a literature review and the required number of sources will vary based on course and instructor preferences.

(Adapted from the Purdue Online Writing Lab)

What should a literature review include?

Introduction :  Explain why this research topic is important.  Outline what direction your review will take: i.e., what aspects of the topic you’re focusing on.  

Body :  Present your summaries and evaluations of the sources in a clear, logical, and coherent manner.  Some options for organizing your review include chronological, order of importance, two sides of a controversial problem, differences in perspective or viewpoint.  Your review must “read” like a coherent paper, not a list.

Note :  Most literature reviews describe only the main findings, relevant methodological issues, and/or major conclusions of other research.

Ensure your final list of references includes all sources you’ve discussed, and use the citation style required in your discipline.

(Adapted from the Purdue Online Writing Lab) 

How to Write a Literature Review

A tutorial by North Carolina State Universtiy

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Human Resources Research Paper Topics For 2024

Table of contents

• 1.1 Human Resources Management Research Topics
• 1.2 Equal Employment Opportunity HR Research Topics
• 1.3 Career Development HR Research Topics
• 1.4 Research Topics on Recruitment and Selection
• 1.5 HR Risk Management Topics
• 1.6 Workplace Safety HR Topics
• 1.7 Trending HR Topics

Human Resources is one of the most popular and essential topics for the business minded. If you remember your basic economics, you may remember that the basic components necessary for production in any kind of economy are Land, Capital, and Labor.

Human labor is an essential resource that keeps a business running. Like any other resource, it must be managed. This is where the term “Human Resources” and Human resources research topics come in.

Having relevant data for research paper is easy if you know where to look. There are lots of online sources and books in libraries to use in your task. Make sure you spend enough time on planning before writing your task.

How to choose a Human Resources topic for your project?

Selecting research topics in human resource management is not as simple as simply choosing the title and proceeding to write it. In order to get a good grade, the paper must be original and well researched. It needs to cover all relevant aspects of the chosen HR topics. Writing a hr related research topics is a very structured and analytical process. This is true for all fields, including human resources research topics.

The first step is topic selection . This is where we can help you. This page features a list of over 90 human resources topics. If you are having problems coming up with your own ideas, please choose hr related research topics from this list instead.

These titled papers all have a great deal of material about human resource management research topics out there. They are each trending topics in hrm topics for research and have plenty of resources available out there on the internet. Each of them is also relevant to the actual field of human resources management.

So, while writing a hr related research topics is not a typical or common activity for an HR employee, it will give you a lot of insights and information. These insights could give you a leg up in the future when you have graduated from School and College.

Human Resources Management Research Topics

At most large companies, ‘Human Resources’ is an entire department of its own. Most other departments at the company typically deal with producing a good or service. Others, like the public relations department, work with the media and other external affairs. Hence, there are many ways to approach HR research topics.

• How HR helps companies remain competitive in a global market.
• Managing part-time, full time, and freelancing employees.
• How much paid leave is optimal?
• What occasions deserve raises and bonuses?
• The simplest way to resolve interpersonal conflicts.
• The most effective team-building strategies.
• Organizing teams according to personalities.
• Can an introverted employee be a good team leader?
• How to improve productivity through a goal-oriented approach.
• The agile method and how it helps.
• The best way to utilize productivity metrics.
• Methods for disciplining employees.
• How to manage international employees.
• Preventing workplace violence.
• Benefits of regular psychological counseling for all employees.

Need help with your research paper? Get your paper written by a professional writer Get Help Reviews.io 4.9/5

Equal Employment Opportunity HR Research Topics

• Are women more likely to get paid less for the same position as a man?
• Do men and women deserve the same pay?
• How to manage equal opportunity employment?
• The best tactics for implementing equal opportunity.
• Recruiting as an equal opportunity employer.
• How to recognize and manage discrimination in the workplace.
• The glass ceiling and how to break it.
• Best practices for mediating disputes between employees.
• Dealing with intimate relationships between employees.
• How to create a diverse workplace?
• Making the workplace an inclusive and accessible place for disabled employees.
• Preventing unfair discrimination against LGBT+ employees.
• The costs of an unequal workplace.
• The benefits of a diverse and inclusive workplace.
• Government requirements for equal opportunity.

Career Development HR Research Topics

Those who are interested in working in the field could take their first steps by writing a paper on human resource management topics. There is a huge variety of possible human resource topics for research papers, so it is likely that everyone will find some aspect of it they enjoy.

• Creating leaders among employees.
• Why does professional career development matter?
• How career development helps both employees and organizations.
• The best approaches to on-the-job training.
• Should training be prioritized over completed current work?
• Best practices for training interns.
• Should interns be paid more?
• Professional certification training for employees.
• How does active professional development affect productivity?
• Is it worth it to help an employee develop if they find a new, better-paid job afterward?
• Skills that all employees should develop.
• Must-have training and development for all employees.
• Advantages and disadvantages of paying for an employee’s professional training.
• Advantages and disadvantages of leading professional development sessions.
• Should companies help employees pay for school?

Research Topics on Recruitment and Selection

Studying human resources is a crucial part of management studies. Whether you are a college or university student, you can buy paper online to save time and effort. There are lots of reputable services that can provide excellent assignments to boost your academic performance.

• What does the ideal new employee look like?
• When is the best time to recruit a new employee?
• When is the worst time to recruit a new employee?
• Should highly skilled but untested individuals be recruited for senior positions?
• Best practices for improving employee retention.
• How to attract good employees?
• The best platforms to recruit on.
• Is social media an effective way to recruit?
• What kind of employees should small businesses look for?
• What kind of employees are needed for a large company?
• Criminal background checks – Do’s and Don’ts.
• How to effectively assess skills during an interview.
• How does HR evaluate a potential new recruit?
• Is it better to recruit an employee with experience but no skill, or the other way around?
• Recruiting university graduates directly – a good idea or a bad one?

HR Risk Management Topics

With so many moving parts working together in one company, it is natural for confusion or conflicts to arise. In order to make sure all these departments, employees, and managers work together, Human Resources is essential. In companies with hundreds of employees, their job simply cannot be understated.

• What kind of risks does HR have to manage?
• What role does HR take in risk management?
• How does HR ensure worker protection?
• Is HR there to protect employees or protect the company?
• Legal measures HR can take.
• Risk management during the covid-19 pandemic.
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This paper is in the following e-collection/theme issue:

Published on 11.4.2024 in Vol 26 (2024)

A Perspective on Crowdsourcing and Human-in-the-Loop Workflows in Precision Health

Authors of this article:

• Peter Washington, PhD  

Information and Computer Sciences, University of Hawaii at Manoa, Honolulu, HI, United States

Corresponding Author:

Peter Washington, PhD

Information and Computer Sciences

University of Hawaii at Manoa

1680 East-West Road

Honolulu, HI, 96822

United States

Email: [email protected]

Modern machine learning approaches have led to performant diagnostic models for a variety of health conditions. Several machine learning approaches, such as decision trees and deep neural networks, can, in principle, approximate any function. However, this power can be considered to be both a gift and a curse, as the propensity toward overfitting is magnified when the input data are heterogeneous and high dimensional and the output class is highly nonlinear. This issue can especially plague diagnostic systems that predict behavioral and psychiatric conditions that are diagnosed with subjective criteria. An emerging solution to this issue is crowdsourcing, where crowd workers are paid to annotate complex behavioral features in return for monetary compensation or a gamified experience. These labels can then be used to derive a diagnosis, either directly or by using the labels as inputs to a diagnostic machine learning model. This viewpoint describes existing work in this emerging field and discusses ongoing challenges and opportunities with crowd-powered diagnostic systems, a nascent field of study. With the correct considerations, the addition of crowdsourcing to human-in-the-loop machine learning workflows for the prediction of complex and nuanced health conditions can accelerate screening, diagnostics, and ultimately access to care.

Introduction

Crowdsourcing, a term first coined in 2006 [ 1 ], is the use of distributed human workers to accomplish a central task. Crowdsourcing exploits the “power of the crowd” to achieve goals that are only feasible with a distributed group of humans collaborating, either explicitly or implicitly, toward a common goal. Crowdsourcing has often been applied to public health surveillance [ 2 ], such as for tracking epidemics [ 3 , 4 ], quantifying tobacco use [ 5 ], monitoring water quality [ 6 ], tracking misinformation [ 7 ], and understanding the black-market price of prescription opioids [ 8 ]. In the context of health care, crowdsourcing is most often used for public health, a domain that can clearly benefit from scalable and distributed assessments of health status. Although sampling bias can be an issue in epidemiological uses of crowdsourcing [ 9 ], approaches that account for these issues have performed quite robustly.

A smaller but potentially transformative effort to apply crowdsourcing to precision health rather than population health has recently emerged. In precision health contexts, the goal is to provide a diagnosis using information labeled by crowd workers. There are several variations to this basic setup. Crowdsourcing workflows for diagnostics can diverge with respect to the underlying task, worker motivation strategies, worker training, worker filtering, and privacy requirements.

Here, I describe the existing research in the relatively small and early but growing field of crowdsourcing for precision health. I then discuss ongoing challenges and corresponding opportunities that must be addressed as this field matures.

Existing Examples of Crowdsourcing in and Adjacent to Health Care

There are relatively few examples of crowdsourcing in precision health. The vast successes of machine learning for health [ 10 - 15 ] and the human labor costs required for crowdsourcing make purely automated approaches more appealing when they are possible and feasible. However, the crowdsourcing approaches that have been tested tend to perform well for prediction tasks that are beyond the scope of current automated approaches, especially in psychiatry and the behavioral sciences.

I want to begin by highlighting successes in science, as they can often be applied to health and have started to lead to improvements in diagnostics. Framing crowdsourcing tasks as “citizen science” opportunities can be an effective incentive mechanism [ 16 ]. Oftentimes, these projects are “gamified.” Gamification refers to the incorporation of engaging elements into traditionally burdensome workflows, and in particular game-like affordances, to foster increased participation. A combination of large crowd sizes, worker training procedures, and easy identification tasks have led to previous success in the existing gamified citizen science experiments applied to precision health. For example, in a study involving nearly 100,000 crowd workers who scored images on a citizen science platform, cancer was correctly identified with an area under the receive operating characteristic of around 95% [ 17 ]. In the BioGames app, users who performed with greater than 99% accuracy in a training tutorial were invited to diagnose malaria [ 18 , 19 ]. It was discovered that with a large crowd size, the aggregated diagnostic accuracy of nonexpert crowd workers approached that of experts [ 20 ]. Another citizen science malaria diagnosis application, MalariaSpot, resulted in 99% accuracy in the diagnosis of malaria from blood films [ 21 ]. If the annotation task is relatively simple and nonexperts can be trained with minimal onboarding efforts, then citizen science can be an effective and affordable approach.

“Gamified” crowdsourcing for citizen science has also been successful without explicitly requiring workers to undergo a formal training process. Foldit [ 22 - 25 ] and EteRNA [ 26 - 31 ] are 2 games where players with no biology or chemistry background can explore the design space of protein and RNA folding, respectively. These are both NP-hard (ie, computationally complex) problems, and human players in aggregate have designed solutions that outcompete state-of-the-art computational approaches. These solutions have been used to solve health challenges, such as finding a gene signature for active tuberculosis, which can potentially be used in tuberculosis diagnostics [ 32 ]. Other gamified experiences have been used to build training libraries for complex classification tasks in precision psychiatry. Notably, GuessWhat is a mobile charades game played between children with autism and their parents [ 33 , 34 ]. While the game provides therapeutic benefits to the child with autism [ 35 ], the game simultaneously curates automatic labels of behaviors related to autism through the metadata associated with gameplay [ 36 , 37 ]. These automatically annotated video data have been used to develop state-of-the-art computer vision models for behaviors related to the diagnosis of autism, such as facial expression evocation [ 38 - 41 ], eye gaze [ 42 ], atypical prosody [ 43 ], and atypical body movements [ 44 , 45 ].

An alternative incentive mechanism is paid crowdsourcing. The most popular paid crowdsourcing platform, by far, is Amazon Mechanical Turk (MTurk) [ 46 ]. While paid crowdsourcing specifically for precision health is a relatively nascent field, the general study of paid crowdsourcing (particularly on MTurk) is quite mature. Studies have explored worker quality management [ 47 ], understanding crowd worker demographics [ 48 ], the generation of annotations for use in the training of machine learning models [ 49 - 53 ], the rights of crowd workers [ 54 - 56 ], and understanding crowd worker communities and economics [ 57 - 59 ]. Preliminary studies of paid crowdsourcing have yielded mixed success. Around 81% of images were correctly classified on MTurk in a study involving the grading of diabetic retinopathy from images, with workers failing to correctly indicate the level of severity [ 60 ]. In a separate binary labeling task for glaucomatous optic neuropathy, workers achieved sensitivity in the 80s but reached a specificity below 50% [ 61 ].

In a broader classification task of various medical conditions, workers consistently labeled the “easy” cases while struggling to correctly label and even refusing to label more complicated and nuanced tasks [ 62 ]. Clearly, there is a need for extensive innovations to the traditional paid crowdsourcing workflow to translate this methodology to precision health.

I have extensively investigated the utility of paid crowdsourcing for the diagnosis of autism from unstructured home videos, achieving relatively high diagnostic performance [ 63 - 66 ]. In these experiments, untrained annotators watched short videos depicting children with and without autism and answered questions about the behaviors depicted within the videos. These annotations were provided as input into previously developed machine learning models, achieving binary test performance in the 90s across performance metrics due to the reduction of the complex feature space (unstructured videos) into a low-dimensional representation (vectors of a few categorical ordinal values). This pipeline combining crowdsourcing and machine learning can possibly be extended to other diagnostic domains in psychiatry where the input feature space is complex, heterogeneous, and subjective.

Ongoing Challenges and Corresponding Opportunities

Since crowdsourcing for precision health care is an emerging field of study, numerous challenges must be solved for clinical translation to develop. In the proceeding sections, I highlight several areas that are pressing for the field and for which preliminary work has been published.

Worker Identification and Training

While traditional crowdsourcing can work with minimal to no worker training, complex annotation tasks require the identification of qualified workers. I have found that worker identification can occur through the quantification of their performance on test tasks [ 67 , 68 ] and training promising workers [ 66 ]. Such crowd filtration paradigms will require domain-specific procedures. There is ample room to develop new crowdsourcing systems that inherently support natural worker identification and training procedures for crowdsourcing workflows that require well-designed training processes.

Worker Retention

Once proficient workers are identified, continually engaging and retaining these workers is critical. I have found that workers who are repeatedly encouraged by a human (or human-like chatbot) and treated as members of a broader research team tend to enjoy paid work and even ask for more tasks after the completion of the study [ 69 ]. Thus, it is possible that the guarantee of job security can lead to long-term worker retention. However, worker retention in unpaid settings that rely on intrinsic motivation will require additional innovations. For example, there exists an opportunity to explore the creation of crowd worker communities to provide a means of intrinsic motivation leading to worker retention.

Task Assignment

Certain workers perform exceptionally well on a subset of tasks while underperforming on other assigned tasks [ 70 , 71 ]. There is an opportunity to develop algorithmic innovations involving the effective and optimal assignment of workers to subtasks in a dynamic manner. Reinforcement learning could be a promising approach but has yet to be explored in such scenarios.

Privacy of Human Participants

Data in psychiatry and behavioral sciences are particularly sensitive. Ensuring that sensitive health information is handled appropriately and that workers’ privacy is maintained is essential from an ethical perspective. There are 2 general families of approaches to achieving privacy in crowd-powered health care. First, the data can be modified to obscure sensitive information without removing information required for a diagnosis. I have explored privacy-preserving alterations to video data that obfuscate the identity of participants while maximizing the capacity for workers to annotate behaviors of interest [ 70 , 71 ]. For example, in the case of video analytics on bodily movements, the face can be tracked and blurred, or the body can be converted to a stick figure using a pose-based computer vision library. Sometimes, however, it is impossible to modify the data without severely degrading the diagnostic performance. Therefore, the second family of approaches involves carefully vetting crowd workers, training them, and onboarding them into a secure computing environment. In my previous experiences with this process [ 40 ], I discovered that crowd workers were enthusiastic about the prospect of the “job security” that is implied from the thorough vetting procedure and were, therefore, willing to complete extra privacy and security training (in our case, Research, Ethics, Compliance, and Safety training). There is ample room to expand upon these methods and to develop new paradigms and systems for crowdsourcing involving identifiable and protected health information.

Ensuring Reliability and Reproducibility

An intrinsic challenge when incorporating human workers into precision health workflows is the variability in human responses, both within workers and between workers. I have found that while most crowd workers are inconsistent in their annotation patterns, there are workers who provide consistently sensitive and specific annotations across a wide spectrum of data points [ 67 ]. It is therefore critical to measure both internal consistency and consistency against a gold standard when recruiting crowd workers for precision health care workflows.

Handling Financial Constraints

The crowdsourcing method with the lowest setup barriers is paid crowdsourcing. In such scenarios, financial constraints can limit the scalability of crowdsourcing workflows. One approach is to migrate from a paid system to a gamified system or another means of providing intrinsic motivation to crowd workers. However, achieving critical mass for large-scale pipelines is likely unattainable for such unpaid solutions. Paid crowd workers who consistently perform well could be recruited as full-time or long-term part-time employees for companies and organizations providing crowd-powered services. Integrating such workflows into a Food and Drug Administration (FDA)–approved process can be challenging, but it is worth exploring if it turns out that crowd-powered solutions for digital psychiatry continue to remain superior to pure-artificial intelligence (AI) approaches in the coming years.

Translation Outside of Research Contexts

While pure machine learning approaches for precision health are beginning to translate to clinical settings through formal FDA approval procedures, the prospect of translating human-in-the-loop methods that integrate crowd workers rather than expert clinicians is daunting, especially in light of the challenges mentioned above. However, if such approaches lead to clinical-grade performance for certain conditions that are challenging to diagnose using machine learning alone, then the extra implementation and regulatory effort required to migrate these methods into production-level workflows are likely to be warranted.

While machine learning for health has enabled and will continue to enable more efficient, precise, and scalable diagnostics for a variety of conditions, such models are unlikely to generalize to more difficult scenarios such as psychiatry and the behavioral sciences, which require the ability to identify complex and nuanced social human behavior. Crowd-powered human-in-the-loop workflows have the potential to mitigate some of these current limitations while still offering a high degree of automation. I invite researchers in the fields of digital phenotyping [ 72 - 76 ], mobile sensing [ 77 - 83 ], affective computing [ 84 - 90 ], and related subjects to consider integrating crowdsourcing and human-in-the-loop approaches into their methods when pure-AI leads to suboptimal performance.

Acknowledgments

This project is funded by the NIH Director’s New Innovator Award (DP2) from the National Institutes of Health (award DP2-EB035858).

Conflicts of Interest

None declared.

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Abbreviations

Edited by A Mavragani; submitted 22.07.23; peer-reviewed by E Vashishtha, MO Khursheed, L Guo; comments to author 02.09.23; revised version received 15.11.23; accepted 30.01.24; published 11.04.24.

©Peter Washington. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 11.04.2024.

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

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Title: apprentices to research assistants: advancing research with large language models.

Abstract: Large Language Models (LLMs) have emerged as powerful tools in various research domains. This article examines their potential through a literature review and firsthand experimentation. While LLMs offer benefits like cost-effectiveness and efficiency, challenges such as prompt tuning, biases, and subjectivity must be addressed. The study presents insights from experiments utilizing LLMs for qualitative analysis, highlighting successes and limitations. Additionally, it discusses strategies for mitigating challenges, such as prompt optimization techniques and leveraging human expertise. This study aligns with the 'LLMs as Research Tools' workshop's focus on integrating LLMs into HCI data work critically and ethically. By addressing both opportunities and challenges, our work contributes to the ongoing dialogue on their responsible application in research.

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