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Research Topics – Ideas and Examples

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Research Topic

Definition:

Research topic is a specific subject or area of interest that a researcher wants to investigate or explore in-depth through research. It is the overarching theme or question that guides a research project and helps to focus the research activities towards a clear objective.

How to Choose Research Topic

You can Choose a Research Topic by following the below guide:

Identify your Interests

One of the most important factors to consider when choosing a research topic is your personal interest. This is because you will be spending a considerable amount of time researching and writing about the topic, so it’s essential that you are genuinely interested and passionate about it. Start by brainstorming a list of potential research topics based on your interests, hobbies, or areas of expertise. You can also consider the courses that you’ve enjoyed the most or the topics that have stood out to you in your readings.

Review the Literature

Before deciding on a research topic, you need to understand what has already been written about it. Conducting a preliminary review of the existing literature in your field can help you identify gaps in knowledge, inconsistencies in findings, or unanswered questions that you can explore further. You can do this by reading academic articles, books, and other relevant sources in your field. Make notes of the themes or topics that emerge and use this information to guide your research question.

Consult with your Advisor

Your academic advisor or a mentor in your field can provide you with valuable insights and guidance on choosing a research topic. They can help you identify areas of interest, suggest potential research questions, and provide feedback on the feasibility of your research proposal. They can also direct you towards relevant literature and resources that can help you develop your research further.

Consider the Scope and Feasibility

The research topic you choose should be manageable within the time and resource constraints of your project. Be mindful of the scope of your research and ensure that you are not trying to tackle a topic that is too broad or too narrow. If your topic is too broad, you may find it challenging to conduct a comprehensive analysis, while if it’s too narrow, you may struggle to find enough material to support your research.

Brainstorm with Peers

Discussing potential research topics with your peers or colleagues can help you generate new ideas and perspectives. They may have insights or expertise that you haven’t considered, and their feedback can help you refine your research question. You can also join academic groups or attend conferences in your field to network with other researchers and get inspiration for your research.

Consider the Relevance

Choose a research topic that is relevant to your field of study and has the potential to contribute to the existing knowledge. You can consider the latest trends and emerging issues in your field to identify topics that are both relevant and interesting. Conducting research on a topic that is timely and relevant can also increase the likelihood of getting published or presenting your research at conferences.

Keep an Open Mind

While it’s essential to choose a research topic that aligns with your interests and expertise, you should also be open to exploring new ideas or topics that may be outside of your comfort zone. Consider researching a topic that challenges your assumptions or introduces new perspectives that you haven’t considered before. You may discover new insights or perspectives that can enrich your research and contribute to your growth as a researcher.

Components of Research Topic

A research topic typically consists of several components that help to define and clarify the subject matter of the research project. These components include:

• Research problem or question: This is the central issue or inquiry that the research seeks to address. It should be well-defined and focused, with clear boundaries that limit the scope of the research.
• Background and context: This component provides the necessary background information and context for the research topic. It explains why the research problem or question is important, relevant, and timely. It may also include a literature review that summarizes the existing research on the topic.
• Objectives or goals : This component outlines the specific objectives or goals that the research seeks to achieve. It should be clear and concise, and should align with the research problem or question.
• Methodology : This component describes the research methods and techniques that will be used to collect and analyze data. It should be detailed enough to provide a clear understanding of how the research will be conducted, including the sampling method, data collection tools, and statistical analyses.
• Significance or contribution : This component explains the significance or contribution of the research topic. It should demonstrate how the research will add to the existing knowledge in the field, and how it will benefit practitioners, policymakers, or society at large.
• Limitations: This component outlines the limitations of the research, including any potential biases, assumptions, or constraints. It should be transparent and honest about the potential shortcomings of the research, and how these limitations will be addressed.
• Expected outcomes or findings : This component provides an overview of the expected outcomes or findings of the research project. It should be realistic and based on the research objectives and methodology.

Purpose of Research Topic

The purpose of a research topic is to identify a specific area of inquiry that the researcher wants to explore and investigate. A research topic is typically a broad area of interest that requires further exploration and refinement through the research process. It provides a clear focus and direction for the research project, and helps to define the research questions and objectives. A well-defined research topic also helps to ensure that the research is relevant and useful, and can contribute to the existing body of knowledge in the field. Ultimately, the purpose of a research topic is to generate new insights, knowledge, and understanding about a particular phenomenon, issue, or problem.

Characteristics of Research Topic

some common characteristics of a well-defined research topic include:

• Relevance : A research topic should be relevant and significant to the field of study and address a current issue, problem, or gap in knowledge.
• Specificity : A research topic should be specific enough to allow for a focused investigation and clear understanding of the research question.
• Feasibility : A research topic should be feasible, meaning it should be possible to carry out the research within the given constraints of time, resources, and expertise.
• Novelty : A research topic should add to the existing body of knowledge by introducing new ideas, concepts, or theories.
• Clarity : A research topic should be clearly articulated and easy to understand, both for the researcher and for potential readers of the research.
• Importance : A research topic should be important and have practical implications for the field or society as a whole.
• Significance : A research topic should be significant and have the potential to generate new insights and understanding in the field.

Examples of Research Topics

Here are some examples of research topics that are currently relevant and in-demand in various fields:

• The impact of social media on mental health: With the rise of social media use, this topic has gained significant attention in recent years. Researchers could investigate how social media affects self-esteem, body image, and other mental health concerns.
• The use of artificial intelligence in healthcare: As healthcare becomes increasingly digitalized, researchers could explore the use of AI algorithms to predict and prevent disease, optimize treatment plans, and improve patient outcomes.
• Renewable energy and sustainable development: As the world seeks to reduce its carbon footprint, researchers could investigate the potential of renewable energy sources such as wind and solar power, and how these technologies can be integrated into existing infrastructure.
• The impact of workplace diversity and inclusion on employee productivity: With an increasing focus on diversity and inclusion in the workplace, researchers could investigate how these factors affect employee morale, productivity, and retention.
• Cybersecurity and data privacy: As data breaches and cyber attacks become more common, researchers could explore new methods of protecting sensitive information and preventing malicious attacks.
• T he impact of mindfulness and meditation on stress reduction: As stress-related health issues become more prevalent, researchers could investigate the effectiveness of mindfulness and meditation practices on reducing stress and improving overall well-being.

Research Topics Ideas

Here are some Research Topics Ideas from different fields:

• The impact of social media on mental health and well-being.
• The effectiveness of various teaching methods in improving academic performance in high schools.
• The role of AI and machine learning in healthcare: current applications and future potentials.
• The impact of climate change on wildlife habitats and conservation efforts.
• The effects of video game violence on aggressive behavior in young adults.
• The effectiveness of mindfulness-based stress reduction techniques in reducing anxiety and depression.
• The impact of technology on human relationships and social interactions.
• The role of exercise in promoting physical and mental health in older adults.
• The causes and consequences of income inequality in developed and developing countries.
• The effects of cultural diversity in the workplace on job satisfaction and productivity.
• The impact of remote work on employee productivity and work-life balance.
• The relationship between sleep patterns and cognitive functioning.
• The effectiveness of online learning versus traditional classroom learning.
• The role of government policies in promoting renewable energy adoption.
• The effects of childhood trauma on mental health in adulthood.
• The impact of social media on political participation and civic engagement.
• The effectiveness of cognitive-behavioral therapy in treating anxiety disorders.
• The relationship between nutrition and cognitive functioning.
• The impact of gentrification on urban communities.
• The effects of music on mood and emotional regulation.
• The impact of microplastics on marine ecosystems and food webs.
• The role of artificial intelligence in detecting and preventing cyberattacks.
• The effectiveness of mindfulness-based interventions in managing chronic pain.
• The relationship between personality traits and job satisfaction.
• The effects of social isolation on mental and physical health in older adults.
• The impact of cultural and linguistic diversity on healthcare access and outcomes.
• The effectiveness of psychotherapy in treating depression and anxiety in adolescents.
• The relationship between exercise and cognitive aging.
• The effects of social media on body image and self-esteem.
• The role of corporate social responsibility in promoting sustainable business practices.
• The impact of mindfulness meditation on attention and focus in children.
• The relationship between political polarization and media consumption habits.
• The effects of urbanization on mental health and well-being.
• The role of social support in managing chronic illness.
• The impact of social media on romantic relationships and dating behaviors.
• The effectiveness of behavioral interventions in promoting physical activity in sedentary adults.
• The relationship between sleep quality and immune function.
• The effects of workplace diversity and inclusion programs on employee retention.
• The impact of climate change on global food security.
• The role of music therapy in improving communication and social skills in individuals with autism spectrum disorder.
• The impact of cultural values on the development of mental health stigma.
• The effectiveness of mindfulness-based stress reduction techniques in reducing burnout in healthcare professionals.
• The relationship between social media use and body dissatisfaction among adolescents.
• The effects of nature exposure on cognitive functioning and well-being.
• The role of peer mentoring in promoting academic success in underrepresented student populations.
• The impact of neighborhood characteristics on physical activity and obesity.
• The effectiveness of cognitive rehabilitation interventions in improving cognitive functioning in individuals with traumatic brain injury.
• The relationship between organizational culture and employee job satisfaction.
• The effects of cultural immersion experiences on intercultural competence development.
• The role of assistive technology in promoting independence and quality of life for individuals with disabilities.
• The impact of workplace design on employee productivity and well-being.
• The impact of digital technologies on the music industry and artist revenues.
• The effectiveness of cognitive behavioral therapy in treating insomnia.
• The relationship between social media use and body weight perception among young adults.
• The effects of green spaces on mental health and well-being in urban areas.
• The role of mindfulness-based interventions in reducing substance use disorders.
• The impact of workplace bullying on employee turnover and job satisfaction.
• The effectiveness of animal-assisted therapy in treating mental health disorders.
• The relationship between teacher-student relationships and academic achievement.
• The effects of social support on resilience in individuals experiencing adversity.
• The role of cognitive aging in driving safety and mobility.
• The effectiveness of psychotherapy in treating post-traumatic stress disorder (PTSD).
• The relationship between social media use and sleep quality.
• The effects of cultural competency training on healthcare providers’ attitudes and behaviors towards diverse patient populations.
• The role of exercise in preventing chronic diseases such as type 2 diabetes and cardiovascular disease.
• The impact of the gig economy on job security and worker rights.
• The effectiveness of art therapy in promoting emotional regulation and coping skills in children and adolescents.
• The relationship between parenting styles and child academic achievement.
• The effects of social comparison on well-being and self-esteem.
• The role of nutrition in promoting healthy aging and longevity.
• The impact of gender diversity in leadership on organizational performance.
• The effectiveness of family-based interventions in treating eating disorders.
• The relationship between social media use and perceived loneliness among older adults.
• The effects of mindfulness-based interventions on pain management in chronic pain patients.
• The role of physical activity in preventing and treating depression.
• The impact of cultural differences on communication and conflict resolution in international business.
• The effectiveness of eye movement desensitization and reprocessing (EMDR) in treating anxiety disorders.
• The relationship between student engagement and academic success in higher education.
• The effects of discrimination on mental health outcomes in minority populations.
• The role of virtual reality in enhancing learning experiences.
• The impact of social media influencers on consumer behavior and brand loyalty.
• The effectiveness of acceptance and commitment therapy (ACT) in treating chronic pain.
• The relationship between social media use and body image dissatisfaction among men.
• The effects of exposure to nature on cognitive functioning and creativity.
• The role of spirituality in coping with illness and disability.
• The impact of automation on employment and job displacement.
• The effectiveness of dialectical behavior therapy (DBT) in treating borderline personality disorder.
• The relationship between teacher-student relationships and school attendance.
• The effects of mindfulness-based interventions on workplace stress and burnout.
• The role of exercise in promoting cognitive functioning and brain health in older adults.
• The impact of diversity and inclusion initiatives on organizational innovation and creativity.
• The effectiveness of cognitive remediation therapy in treating schizophrenia.
• The relationship between social media use and body dissatisfaction among women.
• The effects of exposure to natural light on mood and sleep quality.
• The role of spirituality in enhancing well-being and resilience in military personnel.
• The impact of artificial intelligence on job training and skill development.
• The effectiveness of interpersonal therapy (IPT) in treating depression.
• The relationship between parental involvement and academic achievement among low-income students.
• The effects of mindfulness-based interventions on emotional regulation and coping skills in trauma survivors.
• The role of nutrition in preventing and treating mental health disorders.

About the author

Muhammad Hassan

Researcher, Academic Writer, Web developer

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How to Identify and Develop a Topic: .

How to identify and develop a topic.

It is difficult to define a topic with much specificity before starting your research. But until you define your topic, you won't know where to begin your search for information and you won't know what to look for. With a well-defined topic, you can focus your search strategies to find lots of relevant information without also finding a lot of useless stuff.

Selecting a topic to research is not a one-step task. Identifying and developing your topic is an ongoing process that does not end until you have finished your research project. Start with an idea you are interested in. Find and read some background information to get a better understanding of the topic, then use what you have learned to search for more specific information. Refine (broaden, narrow, refocus, or change) your topic, and try another search.  

Find a Topic

If you weren't assigned a specific topic and can't think of one:

• talk with your class instructor (who is, after all, the reason you are doing this project in the first place)
• find something interesting in the course reading assignments
• look at the entries and index of a subject encyclopedia
• ask a librarian to help you figure out a topic  

Narrow Your Topic

The initial idea for a research topic is often too broad. If your first searches for resources are so general that you find more information than you can click a mouse at or deal with in a reasonable amount of time (i.e. before the research project is due), focus on one of the following:

• a specific period of time
• a specific geographic location
• specific individuals or groups
• a specific aspect of the subject
• the viewpoint of a specific discipline  

Make it a Question

It is often helpful to state your topic in the form of a question. Treat the research project as an attempt to find a specific answer for a specific question.  

List Main Concepts

Pull out ideas and key terms that describe your topic. You can get a better idea of these by looking up your topic in an encyclopedia or other appropriate reference work. This will give you a better understanding of your topic, which will help you figure out what sources you will need and where you will need to look to find them.  

Analyze Your Topic

Where should you look for information? From what subject or discipline perspective are you looking at this topic? Do you need scholarly or popular sources? Will you need books, articles, sound recordings, primary sources, etc.?  

Select Appropriate Tools

Which tools do you need to find the type of information you want, (e.g. the library catalog for books, subject specific indexes for journal articles, etc.) See the library's guide to How to Find and Evaluate Sources for more.  

Initial Results

After you do an initial search, you can tell some things just from the number and type of sources you find. If you get a million or so hits, you probably need to narrow your topic. If you get only a few, broaden it. If the hits seem to be irrelevant to your topic, search using different terms. Do another search and see if you get what seems to be an appropriate amount of appropriate sources. Keep refining your search until you are satisfied with your results. Then go read them.  

After reading through some of the sources you find, you will get a better understanding of the topic you are researching. With this better understanding, you can revise your initial topic and its corresponding question for which you are so diligently seeking an answer. You can also refine your search strategy: the databases you search in, the keywords or subject terms you search for, etc. Go back and try another search using your revisions. Repeat as necessary until you have done enough research to know what to ask and how to answer it.

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Research Process

• Brainstorming
• Explore Google This link opens in a new window
• Explore Web Resources
• Explore Background Information
• Explore Books
• Explore Scholarly Articles
• Narrowing a Topic
• Primary and Secondary Resources
• Academic, Popular & Trade Publications
• Scholarly and Peer-Reviewed Journals
• Grey Literature
• Clinical Trials
• Evidence Based Treatment
• Scholarly Research
• Database Research Log
• Search Limits
• Keyword Searching
• Boolean Operators
• Phrase Searching
• Truncation & Wildcard Symbols
• Proximity Searching
• Field Codes
• Subject Terms and Database Thesauri
• Reading a Scientific Article
• Website Evaluation
• Article Keywords and Subject Terms
• Cited References
• Citing Articles
• Related Results
• Search Within Publication
• Database Alerts & RSS Feeds
• Personal Database Accounts
• Persistent URLs
• Literature Gap and Future Research
• Web of Knowledge
• Annual Reviews
• Systematic Reviews & Meta-Analyses
• Finding Seminal Works
• Exhausting the Literature
• Finding Dissertations
• Researching Theoretical Frameworks
• Research Methodology & Design
• Tests and Measurements
• Organizing Research & Citations This link opens in a new window
• Scholarly Publication
• Learn the Library This link opens in a new window

Finding a Research Topic

Which step of the research process takes the most time?

A. Finding a topic B. Researching a topic C. Both

How did you answer the above question? Do you spend most of your efforts actually researching a topic, or do you spend a lot of time and energy finding a topic? Ideally, you’ll want to spend fairly equal amounts of effort on both. Finding an appropriate and manageable topic can sometimes be just as hard as researching a topic.

A good research topic will have a body of related research which is accessible and manageable. Identifying a topic with these characteristics at the beginning  of the research process will ultimately save you time.

Finding a research topic that is interesting, relevant, feasible, and worthy of your time may take substantial effort so you should be prepared to invest your time accordingly. Considering your options, doing some background work on each option, and ultimately settling on a topic that is manageable will spare you many of the frustrations that come from attempting research on a topic that, for whatever reason, may not be appropriate.

Remember that as you are searching for a research topic you will need to be able to find enough information about your topic(s) in a book or scholarly journal. If you can only find information about your topic(s) in current event sources (newspapers, magazines, etc.) then the topic might be too new to have a large body of published scholarly information. If this is the case, you may want to reconsider the topic(s).

So how do you find a research topic? Unfortunately there’s no directory of topics that you pick and choose from, but there are a few relatively easy techniques that you can use to find a relevant and manageable topic. A good starting point may be to view the Library's Resources for Finding a Research Topic Workshop below.

The sub-pages in this section (on the left-hand menu) offer various tips for where and how to locate resources to develop your research topic. And for additional information on selecting a research topic, see the resources below.

• Defining a Topic - SAGE Research Methods
• Develop My Research Idea - Academic Writer Note: You MUST create an Academic Writer account AND start a paper in order to access this tool. Once you have done so, open a paper and click Research Lab Book in the left navigation menu.
• The Process for Developing Questions - ASC Guide

Resources for Finding a Research Topic Workshop

This workshop will introduce you to library resources which can be used to locate potential topics for a research paper or dissertation. This workshop explores websites, reference books, and scholarly articles, as well as review criteria to consider when selecting a topic.

• Resources for Finding a Research Topic Workshop Outline

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Research Process Guide

• Step 1 - Identifying and Developing a Topic
• Step 2 - Narrowing Your Topic
• Step 3 - Developing Research Questions
• Step 4 - Conducting a Literature Review
• Step 5 - Choosing a Conceptual or Theoretical Framework
• Step 6 - Determining Research Methodology
• Step 6a - Determining Research Methodology - Quantitative Research Methods
• Step 6b - Determining Research Methodology - Qualitative Design
• Step 7 - Considering Ethical Issues in Research with Human Subjects - Institutional Review Board (IRB)
• Step 8 - Collecting Data
• Step 9 - Analyzing Data
• Step 10 - Interpreting Results
• Step 11 - Writing Up Results

Step 1: Identifying and Developing a Topic

Whatever your field or discipline, the best advice to give on identifying a research topic is to choose something that you find really interesting. You will be spending an enormous amount of time with your topic, you need to be invested. Over the course of your research design, proposal and actually conducting your study, you may feel like you are really tired of your topic, however,  your interest and investment in the topic will help you persist through dissertation defense. Identifying a research topic can be challenging. Most of the research that has been completed on the process of conducting research fails to examine the preliminary stages of the interactive and self-reflective process of identifying a research topic (Wintersberger & Saunders, 2020).  You may choose a topic at the beginning of the process, and through exploring the research that has already been done, one’s own interests that are narrowed or expanded in scope, the topic will change over time (Dwarkadas & Lin, 2019). Where do I begin? According to the research, there are generally two paths to exploring your research topic, creative path and the rational path (Saunders et al., 2019).  The rational path takes a linear path and deals with questions we need to ask ourselves like: what are some timely topics in my field in the media right now?; what strengths do I bring to the research?; what are the gaps in the research about the area of research interest? (Saunders et al., 2019; Wintersberger & Saunders, 2020).The creative path is less linear in that it may include keeping a notebook of ideas based on discussion in coursework or with your peers in the field. Whichever path you take, you will inevitably have to narrow your more generalized ideas down. A great way to do that is to continue reading the literature about and around your topic looking for gaps that could be explored. Also, try engaging in meaningful discussions with experts in your field to get their take on your research ideas (Saunders et al., 2019; Wintersberger & Saunders, 2020). It is important to remember that a research topic should be (Dwarkadas & Lin, 2019; Saunders et al., 2019; Wintersberger & Saunders, 2020):

• Interesting to you.
• Realistic in that it can be completed in an appropriate amount of time.
• Relevant to your program or field of study.
• Not widely researched.

Dwarkadas, S., & Lin, M. C. (2019, August 04). Finding a research topic. Computing Research Association for Women, Portland State University. https://cra.org/cra-wp/wp-content/uploads/sites/8/2019/04/FindingResearchTopic/2019.pdf

Saunders, M. N. K., Lewis, P., & Thornhill, A. (2019). Research methods for business students (8th ed.). Pearson.

Wintersberger, D., & Saunders, M. (2020). Formulating and clarifying the research topic: Insights and a guide for the production management research community. Production, 30 . https://doi.org/10.1590/0103-6513.20200059

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Defining a Topic

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• Philosophy of Research
• Reviewing the Literature
• Developing a Researchable Question
• Research Design
• Planning and Practicalities
• Research Ethics
• Data Collection
• Data Analysis and Interpretation
• Dissemination

Introduction

• Publication year: 2017
• DOI: https:// doi. org/10.4135/9781526408501
• Online ISBN: 9781526408501 More information Less information

(2017). Introduction. Project Planner . 10.4135/9781526408501.

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This stage will:

• Help you decide what to study
• Explain how to choose a good research project
• Provide an overview of the research practicalities you should consider

Before you start your research, you need to define your topic and develop a research question or hypothesis. You already know your general area of interest, which is probably linked to your discipline of study. Next, you have to specify a particular area of interest which is appropriate for research and which you will enjoy working on. Before choosing a topic, it might be useful to read some of the basics about why we do research, if you haven’t already.

Read more about why we do research

How Can I Decide What to Study?

How do i identify a good research topic, what practical things should i think about before i start my research, checklist: questions to ask yourself when deciding on a topic.

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Selecting a Research Topic: Refine your topic

• Refine your topic
• Background information & facts

Narrow your topic's scope

Too much information?  Make your results list more manageable.  Less, but more relevant, information is key.  Here are some options to consider when narrowing the scope of your paper:

• Theoretical approach :  Limit your topic to a particular approach to the issue.  For example, if your topic concerns cloning, examine the theories surrounding of the high rate of failures in animal cloning.
• Aspect or sub-area :  Consider only one piece of the subject.  For example, if your topic is human cloning, investigate government regulation of cloning.
• Time :  Limit the time span you examine.  For example, on a topic in genetics, contrast public attitudes in the 1950's versus the 1990's.
• Population group :  Limit by age, sex, race, occupation, species or ethnic group.  For example, on a topic in genetics, examine specific traits as they affect women over 40 years of age.
• Geographical location :  A geographic analysis can provide a useful means to examine an issue.   For example, if your topic concerns cloning, investigate cloning practices in Europe or the Middle East.

Broaden your topic

Not finding enough information?  Think of related ideas, or read some background information first.  You may not be finding enough information for several reasons, including:

• Your topic is too specific .  Generalize what you are looking for. For example: if your topic is genetic diversity for a specific ethnic group in Ghana, Africa, broaden your topic by generalizing to all ethnic groups in Ghana or in West Africa.
• Your topic is too new for anything substantive to have been written.  If you're researching a recently breaking news event, you are likely to only find information about it in the news media. Be sure to search databases that contain articles from newspapers. If you are not finding enough in the news media, consider changing your topic to one that has been covered more extensively.
• You have not checked enough databases for information .  Search Our Collections to find other databases in your subject area which might cover the topic from a different perspective. Also, use excellent searching techniques to ensure you are getting the most out of every database.
• You are using less common words or too much jargon to describe your topic.  Use a thesaurus to find other terms to represent your topic. When reading background information, note how your topic is expressed in these materials. When you find citations in an article database, see how the topic is expressed by experts in the field.

Once you have a solid topic, formulate your research question or hypothesis and begin finding information.

If you need guidance with topic formulation, Ask Us !  Library staff are happy to help you focus your ideas.

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How to Write a Research Paper: Defining Your Topic

• Getting Started
• Defining Your Topic
• Finding Background Information
• Creating a Thesis Statement
• Developing an Outline for Your paper
• Writing the Paper
• Editing and Revising the Paper
• Writing Style Guides and Citing Sources
• Annotated Bibliographies

Defining a Topic

Defining your topic is a multi-part process.

• First, choose your topic . If a specific topic is not assigned to you, you might get ideas for a topic from your course text, class notes, or class discussions, or by exploring some of the library's databases.  
• Remain flexible .  You may wish to change or alter your research topic depending on what you uncover in your research.  For instance, if you find too little information on a topic, you may wish to broaden your topic.  If you find too much information on a topic, you may wish to narrow your topic.  Or, if you find information you were not expecting, you may even want to alter your topic entirely. 
• If you do not know very much about your topic, find background information or an overview of the subject matter , then you can narrow it down as needed. Keep in mind that depending on your subject matter, you might need to broaden or refine your topic a bit.
• Print Encyclopedias There are general ones that can be found in the library such as Encyclopedia Americana that cover a broad subject range or more subject-specific ones such as The New Grove Dictionary of Music and Musicians .
• Online Encyclopedias The library also subscribes to a number of online encyclopedia databases such as Gale Virtual Reference Library, and Sage eReference  These databases, contain a wealth of background information on a wide variety of topics and can be easily searched through names, topics, and keywords. 
• Issues & Controversies and CQ Researcher These two databases contain information on current social issues and hot topics through multiple points of view.  They provide excellent background on these topics

Remote Access to the Databases

The databases listed in this Research Guide are available only to Truckee Meadows Community College students, faculty and staff.  You will need your TMCC credentials (Username and Password) to access them off-campus.

• Use these sources to identify keywords, synonyms, and related concepts . You can use these terms to begin searching in the library catalog for books, in databases for articles, and even Google or another search engine to find information on the Web.

--Modified from Morton College Library's Guide to Writing a Research Paper

• << Previous: Getting Started
• Next: Finding Background Information >>
• Last Updated: Apr 15, 2024 9:36 AM
• URL: https://libguides.tmcc.edu/Research_Paper

How to Research

Define a topic.

• Library Resources
• Web Resources
• Evaluate for Quality
• Research Tips & Search Strategies
• Academic Integrity
• Citation Styles
• Annotated Bibliography

• Understand assignment requirements .
• Select a topic for their research paper.
• Formulate a research question.
• Narrow or broaden a research question.
• Determine keywords and brainstorm search terms .

   If you are unsure about what is expected about your assignment, consult with your instructor.

Step 1: Understand Your Assignment

Understand your assignment.

Before setting out to complete an assignment, get to know what is required. Parts of the assignment description students should look for include:

• Due date. Plan out an adequate amount of time to learn about your assignment, conduct research, create citations, and write.
• Length. The length of an assignment will give you an idea of how much research you will need to do.
• Citation Style. It will give you an idea of how to format your assignment (e.g., single-spaced, double-spaced, font, etc.) and create references (e.g., APA Style). If this information is not present in your assignment description, check your course outline.
• Sources. This includes the number of sources and types of sources you will need to complete the assignment sufficiently (e.g., scholarly sources).

Assignment descriptions also provide useful context or background information that will help you with identifying a topic.

Source: Niagara College Libraries + Learning Commons Information Skills Online Handbook

Step 2: Select a Research Topic

• a) Topic Selection
• b) Background Research
• c) Research Question
• d) Assess Your Topic

Select a Topic

Carefully read over your assignment description.

• Have you been provided with options for topics or do you need to come up with your own topic?
• Is there something that is happening in the news that interests you?
• Is there something you have learned about in your studies that you would like to explore further?
• If you have any questions, ask your professor for clarification.

When selecting your topic, ask yourself these questions:

• WHY did you choose the topic? What interests you about it? Do you have an opinion about the issues involved?
• WHO  are the information providers on this topic? Who might publish information about it? Who is affected by the topic? Do you know of organizations or institutions affiliated with the topic?
• WHAT are the major questions for this topic? Is there a debate about the topic? Are there a range of issues and viewpoints to consider?
• WHERE is your topic important: at the local, national, or international level? Are there specific places affected by the topic?
• WHEN is/was your topic important? Is it a current event or an historical issue? Do you want to compare your topic by time periods?

Content reproduced from  MIT.edu   under a  Creative Commons Attribution Non-Commercial License

Background Research

Start researching your topic.

This process helps give you some background information about your topic prior to formulating your research question.

• Review your lecture notes and/or course readings for background information.
• You can use Wikipedia for your preliminary research - it often provides a concise overview of the topic with helpful links to open access (freely accessible) journal articles and resources. Do not cite Wikipedia articles in your final paper; however, sources cited on Wikipedia pages are free game (use our evaluation criteria before you cite!).
• Library subscribed  databases .
• A reputable encyclopedia: Encyclopedia Britannica or Funk and Wagnalls New World Encyclopedia .
• A major article on the topic.
• Library research guides .
• Books (and eBooks) on the subject.

Develop a Research Question

Once a topic has been selected and you have performed some background research, you can start developing a research question. 

Why Create a Research Question?

Research questions "help writers focus their research by providing a path through the research and writing process. The specificity of a well-developed research question helps writers avoid the 'all-about' paper and work toward supporting a specific, arguable thesis" (The Writing Center) .

Creating a Research Question

A good research question will require you to analyze an issue or problem. Developing a research question that asks about how or why tends to be more useful than a research question that asks what or describe questions (Monash University) .

You have already asked yourself the 5Ws in step a (Why, Who, What, Where, and When), next ask yourself:

• Is my research question clear and focused? Does your research question clearly state what you intend to research?
• Is my research question complex? Your question should not be able to be answered with a 'yes' or a 'no', but it also should not be too difficult to answer.
• Is my research question researchable? Are there enough resources available to answer your research question?

Sample Research Questions

Sample Research Questions from Indiana University Library

Assess Your Topic

Narrow your topic.

• If your topic is too broad, there will be too many resources for you to sift through.
• Limit your topic to a particular approach to the issue.
• Consider only one piece, or sub-area, of the subject.
• Limit the time span you examine.
• Limit by age, sex, race, occupation, species, or ethnic group.
• Limit by geographical location.

Content reproduced/adapted from  MIT.edu   under a  Creative Commons Attribution Non-Commercial License

Broaden Your Topic

• Broadening the scope of your topic by generalizing what you are looking for.
• Adjusting your topic to something that has been extensively written about if your topic is very new.
• Broadening the scope of language used in search terms. A great way to accomplish this is to include commonly used words (keywords) from your background research. Also, consider using a thesaurus to find synonyms to represent your topic.

Content reproduced/adapted from    under a  Creative Commons Attribution Non-Commercial License

Step 3: Create Keywords, Search Terms, & Thesis

• a) Determine Keywords
• b) Brainstorming Search Terms
• c) Searching
• d) Reassess Research Question

Determining Keywords

It will be easier to find information if you define your topic and identify the key concepts.

Step A) Take a look at your research question and ask yourself, what are the main concepts? These main concepts will become your keywords. 

The research question:

Keywords that describe this topic could include:

From this example, we have highlighted just the key words:

• Today's youth 
• Parents 
• "Better life" (this concept is a bit tricky. You will need to determine what you mean by "better life", such as economic status, healthcare, area of the world, etc.)

We have left out all other words and punctuation (do, have, a, than, their, ?) from our key words.

Brainstorming Search Terms 

Step B) Think of all the words, or synonyms , you can use to describe these keywords. By definition, synonyms are words that have a similar meaning and are interchangeable. To make this process easier, use a thesaurus to find synonyms.

To show this process, we have mapped out several synonyms and related terms to our three main terms we pulled from our research question. Related terms are a little different from synonyms as they do not always mean the exact same thing as the keywords, but are useful for broadening the scope of your search. We have also broken several terms into narrower and broad terms.

Synonyms & Related Terms

• Today's youth = teenagers = adolescents = young adults = Generation Z
• Parents = caregivers = mother = father
• "Better Life" = education = healthcare = finances = socioeconomic status = technology

Narrower Terms

• Education level < Education 
• Financial well-being < Finances

Broad Terms

• Finances > Debt
• Wealth > Income

Step C) Now that we have identified our main keywords, synonyms and related terms, as well as narrower and broad terms, we can start our background research by  searching on the web or in  library databases for resources related to our topic.

Often, a simple Google search will help you define your topic further.

Typing in our research question:  Do today's youth have a better life than their parents?  into the search bar of Google, we come across a very helpful resource put out by Pew Research Center .

[click on above image of a Google search to be sent to the Google results page]

Using resources such as the report from Pew Research Center, we can flesh out more of our research question with new knowledge of the factors that make life different between generations, including education level, income and wealth, housing, etc.

Reassess Research Question & Formulate Thesis

Step D)  Research is an ever-evolving, iterative process. After searching, you may find information that informs your research question and/or resulting search terms. At this point, you may wish to revisit the first two steps: Determining Keywords and Brainstorming Search Terms.

Alternatively, you may also choose to adapt your research question  into a thesis to fit this new information.

Example: 

Our original research question was: 

Based on some of our introductory research we conducted in Step C, it may be more valuable to narrow our research question to focus on a more specific topic, such as access to education. We can rework our research question into a thesis to reflect these changes:

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• Last Updated: May 31, 2024 10:32 AM
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Main navigation

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• For supervisors
• Supervision Snapshots
• Ask an Associate Dean
• Graduate Mentorship
• Finding a Supervisor
• Purposes of the graduate degree
• Starting out
• Integrity and ethical practice in conduct of research
• Developing a conception of research

Defining the research topic

• Improving reading and writing skills
• Developing Transferable Skills
• Presenting at seminars and conferences
• Publishing during graduate studies
• Comprehensive exams
• Dissertation and thesis exams
• Practical advice
• Ideas for reflection

Conceptualizing your research topic

Conceptualizing a research topic entails formulating a “defensible and researchable” research question . Conducting a literature search as one of the first steps in a graduate degree is often quite helpful as published peer-reviewed research articles are key to identify knowledge gaps in current literature. Thus, students can design and phrase their research projects to aim to address these research gaps.

Elements of a good research topic

• Interesting: topic represents an area of deep interest for the researcher
• Original : for PhD students, the topic can produce an original contribution to knowledge
• Manageable: research question could be answered within the degree’s recommended time frame (see time limitation ).

At McGill, PhD students are usually expected to have a sufficiently defined research topic by the time of the comprehensive exam .

Seminar presentations can help with topic definition and project planning

Many experienced supervisors and successful PhD students suggest that preparing a research proposal for presentation at a seminar within six months of commencement helps with focusing on the topic. Here are some suggested questions:

• What is it that you want to find answers for?
• Why is it important that this be researched?
• What impact will this research have?
• How will you go about researching this?

Read critically to identify gaps in the field and understand different research methods

Critical reading involves developing an understanding of the knowledge and gaps in the field and being able to critique different research methods, methodologies and epistemologies.

Try concept mapping to visualize and organize links between ideas

Concept mapping: a practical strategy for students and researchers starting a project. It helps to identify areas of importance as well as possibilities for the exploration and analysis of such areas.

Concept maps are helpful as a means of focusing discussion on the topic or research question because they offer a visual approach to creating relationships among concepts . More information about concept mapping can be found at the Institute for Human and Machine Cognition's page on Constructing your first concept map .

• A concept map showing the main components of a concept map , from Novak & Canas (2008) .

If the student makes a concept map, this can form the basis of different discussions between the student and supervisor.

How important is motivation for topic selection?

Most graduate students have a general idea about what they would like to research. Depending on supervisors and disciplines, a student may be "given" a specific research topic or a list of topics to choose from or be asked to generate a topic based on her or his prior knowledge and experience. In either situation, it is a good idea to talk with others – supervisors, students, colleagues, peers, even friends and family – about possible choices, since a research topic is something most students will commit to for the rest of their degree.

Point to reflect on

• What questions, topics or methodologies are you passionate about? Why are you passionate about them (e.g., personal interest or curiosity, potential applications to help others or the environment)?
• Is it possible to answer your desired question within the time frame of a graduate degree? If not, is it possible to choose a portion of this topic to investigate during your graduate studies?
• Do you get more motivated from knowing exactly what you’re going to do, or from the excitement of unexpected discoveries or research trajectories? How can you select a topic and plan your project to better suit your sources of motivation See  Staying motivated  for additional resources

Steps to refine the research focus

• Identify the boundaries of the research areas and the gaps in the field .
• Make a list of possible research ideas within a topic.
• Discuss these ideas with others (e.g., peers, colleagues, professors, mentors). This can provide opportunities for receiving advice based on past experiences, additional ideas, or opportunities for collaboration.
• Reduce the list to two ideas : a first choice and a backup. Having a backup is useful in the event that the first choice is found to be inappropriate for the time restriction, require unattainable resources, or be otherwise not feasible.
• Brainstorm as many ideas, questions, possible problems, and any other thoughts relevant to the first choice.
• Narrow down these ideas into a more precise focus by considering feasibility (e.g., time, requires resources), interest, and significance. The resulting idea should complete the sentence “The purpose of this project is…”
• Refer back to the brainstorming and remove anything not relevant to the purpose statement. Add any new relevant ideas. Use these ideas as well as the purpose statement to create a list of researchable questions . Be sure to define key terms and consider required resources, including the characteristics of the participants if applicable.
• Create a project outline. Consider what information or data will be needed and how it can be obtained.

Adapted from Wisker (2005, p. 83) and Bell & Waters (2014)

Bell, J., & Waters, S. (2014). Doing your research project: A guide for first-time researchers . New York, NY: McGraw-Hill Education.

Novak, J. D., & Cañas, A. J. (2008). The theory underlying concept maps and how to construct and use them. Institute for Human and Machine Cognition . Retrieved from http://cmap.ihmc.us/docs/theory-of-concept-maps

Wisker, G. (2005). The good supervisor: Supervising postgraduate and undergraduate research for doctoral theses and dissertations . Basingstoke: Palgrave Macmillan.

This work is licensed under a Creative Commons Attribution Non-Commercial 4.0 International License . Graduate and Postdoctoral Studies, McGill University .

Department and University Information

Graduate and postdoctoral studies.

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How to Research: 1. Define Your Topic

• 1. Define Your Topic
• 2. Understand Your Topic
• 3. Make a Search Strategy
• 4. Find Sources
• Journals/Articles
• 6. Evaluating Your Sources
• 7. Cite Sources & Format Paper

Define Your Topic

• Narrow or Broaden Your Topic

Need to Find a Topic?

What topic interests you within this subject area? It is okay to start with a general topic and, as you build your background knowledge, narrow that topic.

How specific must your topic be?

It will depend on how many relevant and trustworthy sources you find in your research. You will need enough time to read through those sources and write a satisfactory paper given the limited space (yes, even 10 pages is a limited space).

• If you find many sources, consider narrowing your topic.
• If you find few sources, consider broadening your topic.

New topics tend to have limited resources, so your research topic might have to be more general. For very new topics, make sure there are enough relevant and trustworthy sources available before committing to it. Older topics have usually been considered from many different angles, so your research topic will have to be much more specific.

State your topic as a question

This keeps your research and paper focused on the specific topic.

For example, if you are interested in finding out about how well college students speak a foreign language after going on a study abroad, you might ask, " What effect does study abroad have on the foreign language skills of college students? "

Other examples:

Broad Topic : Foreign Language Narrower Topic : Foreign language skills of college students Research Question : What effect does study abroad have on the foreign language skills of college students?

Broad Topic : William Shakespeare Narrower Topic : Film adaptations of Shakespeare plays Research Question : How has Shakespearean drama been adapted for the 20th century film medium?

Broad Topic : Endangered Species Narrower Topic : Giant Panda conservation efforts Research Question : What is currently being done to help conserve the endangered Giant Panda population?

Narrow or Broaden Your Topic

Your topic should be broad enough so you can find sufficient information but narrow enough to answer a specific question.

Narrow a broad topic by:

• A specific type, aspect, or sub-topic of the larger topic (Business > Marketing)
• Location (Marketing in the United States)
• A targeted population or age group (Marketing to teenagers in the United States)

A narrow topic may be too specific to return useful research results.

Broaden a topic by:

• A more general or related topic (a cappella works > choral works)
• Larger locations (Quebec > Canada)
• Larger populations or age groups (Guatemalan > Hispanic)

Use these databases to browse hot topics.

• CQ Researcher This link opens in a new window High-quality reports on current issues. To get ideas for research topics, check out Hot Topics articles or just browse by topic or date. To narrow your topic, look at the "Pro/Cons" section.

• << Previous: Home
• Next: 2. Understand Your Topic >>

Choose Your Test

Sat / act prep online guides and tips, 113 great research paper topics.

General Education

One of the hardest parts of writing a research paper can be just finding a good topic to write about. Fortunately we've done the hard work for you and have compiled a list of 113 interesting research paper topics. They've been organized into ten categories and cover a wide range of subjects so you can easily find the best topic for you.

In addition to the list of good research topics, we've included advice on what makes a good research paper topic and how you can use your topic to start writing a great paper.

What Makes a Good Research Paper Topic?

Not all research paper topics are created equal, and you want to make sure you choose a great topic before you start writing. Below are the three most important factors to consider to make sure you choose the best research paper topics.

#1: It's Something You're Interested In

A paper is always easier to write if you're interested in the topic, and you'll be more motivated to do in-depth research and write a paper that really covers the entire subject. Even if a certain research paper topic is getting a lot of buzz right now or other people seem interested in writing about it, don't feel tempted to make it your topic unless you genuinely have some sort of interest in it as well.

#2: There's Enough Information to Write a Paper

Even if you come up with the absolute best research paper topic and you're so excited to write about it, you won't be able to produce a good paper if there isn't enough research about the topic. This can happen for very specific or specialized topics, as well as topics that are too new to have enough research done on them at the moment. Easy research paper topics will always be topics with enough information to write a full-length paper.

Trying to write a research paper on a topic that doesn't have much research on it is incredibly hard, so before you decide on a topic, do a bit of preliminary searching and make sure you'll have all the information you need to write your paper.

#3: It Fits Your Teacher's Guidelines

Don't get so carried away looking at lists of research paper topics that you forget any requirements or restrictions your teacher may have put on research topic ideas. If you're writing a research paper on a health-related topic, deciding to write about the impact of rap on the music scene probably won't be allowed, but there may be some sort of leeway. For example, if you're really interested in current events but your teacher wants you to write a research paper on a history topic, you may be able to choose a topic that fits both categories, like exploring the relationship between the US and North Korea. No matter what, always get your research paper topic approved by your teacher first before you begin writing.

113 Good Research Paper Topics

Below are 113 good research topics to help you get you started on your paper. We've organized them into ten categories to make it easier to find the type of research paper topics you're looking for.

Arts/Culture

• Discuss the main differences in art from the Italian Renaissance and the Northern Renaissance .
• Analyze the impact a famous artist had on the world.
• How is sexism portrayed in different types of media (music, film, video games, etc.)? Has the amount/type of sexism changed over the years?
• How has the music of slaves brought over from Africa shaped modern American music?
• How has rap music evolved in the past decade?
• How has the portrayal of minorities in the media changed?

Current Events

• What have been the impacts of China's one child policy?
• How have the goals of feminists changed over the decades?
• How has the Trump presidency changed international relations?
• Analyze the history of the relationship between the United States and North Korea.
• What factors contributed to the current decline in the rate of unemployment?
• What have been the impacts of states which have increased their minimum wage?
• How do US immigration laws compare to immigration laws of other countries?
• How have the US's immigration laws changed in the past few years/decades?
• How has the Black Lives Matter movement affected discussions and view about racism in the US?
• What impact has the Affordable Care Act had on healthcare in the US?
• What factors contributed to the UK deciding to leave the EU (Brexit)?
• What factors contributed to China becoming an economic power?
• Discuss the history of Bitcoin or other cryptocurrencies  (some of which tokenize the S&P 500 Index on the blockchain) .
• Do students in schools that eliminate grades do better in college and their careers?
• Do students from wealthier backgrounds score higher on standardized tests?
• Do students who receive free meals at school get higher grades compared to when they weren't receiving a free meal?
• Do students who attend charter schools score higher on standardized tests than students in public schools?
• Do students learn better in same-sex classrooms?
• How does giving each student access to an iPad or laptop affect their studies?
• What are the benefits and drawbacks of the Montessori Method ?
• Do children who attend preschool do better in school later on?
• What was the impact of the No Child Left Behind act?
• How does the US education system compare to education systems in other countries?
• What impact does mandatory physical education classes have on students' health?
• Which methods are most effective at reducing bullying in schools?
• Do homeschoolers who attend college do as well as students who attended traditional schools?
• Does offering tenure increase or decrease quality of teaching?
• How does college debt affect future life choices of students?
• Should graduate students be able to form unions?

• What are different ways to lower gun-related deaths in the US?
• How and why have divorce rates changed over time?
• Is affirmative action still necessary in education and/or the workplace?
• Should physician-assisted suicide be legal?
• How has stem cell research impacted the medical field?
• How can human trafficking be reduced in the United States/world?
• Should people be able to donate organs in exchange for money?
• Which types of juvenile punishment have proven most effective at preventing future crimes?
• Has the increase in US airport security made passengers safer?
• Analyze the immigration policies of certain countries and how they are similar and different from one another.
• Several states have legalized recreational marijuana. What positive and negative impacts have they experienced as a result?
• Do tariffs increase the number of domestic jobs?
• Which prison reforms have proven most effective?
• Should governments be able to censor certain information on the internet?
• Which methods/programs have been most effective at reducing teen pregnancy?
• What are the benefits and drawbacks of the Keto diet?
• How effective are different exercise regimes for losing weight and maintaining weight loss?
• How do the healthcare plans of various countries differ from each other?
• What are the most effective ways to treat depression ?
• What are the pros and cons of genetically modified foods?
• Which methods are most effective for improving memory?
• What can be done to lower healthcare costs in the US?
• What factors contributed to the current opioid crisis?
• Analyze the history and impact of the HIV/AIDS epidemic .
• Are low-carbohydrate or low-fat diets more effective for weight loss?
• How much exercise should the average adult be getting each week?
• Which methods are most effective to get parents to vaccinate their children?
• What are the pros and cons of clean needle programs?
• How does stress affect the body?
• Discuss the history of the conflict between Israel and the Palestinians.
• What were the causes and effects of the Salem Witch Trials?
• Who was responsible for the Iran-Contra situation?
• How has New Orleans and the government's response to natural disasters changed since Hurricane Katrina?
• What events led to the fall of the Roman Empire?
• What were the impacts of British rule in India ?
• Was the atomic bombing of Hiroshima and Nagasaki necessary?
• What were the successes and failures of the women's suffrage movement in the United States?
• What were the causes of the Civil War?
• How did Abraham Lincoln's assassination impact the country and reconstruction after the Civil War?
• Which factors contributed to the colonies winning the American Revolution?
• What caused Hitler's rise to power?
• Discuss how a specific invention impacted history.
• What led to Cleopatra's fall as ruler of Egypt?
• How has Japan changed and evolved over the centuries?
• What were the causes of the Rwandan genocide ?

• Why did Martin Luther decide to split with the Catholic Church?
• Analyze the history and impact of a well-known cult (Jonestown, Manson family, etc.)
• How did the sexual abuse scandal impact how people view the Catholic Church?
• How has the Catholic church's power changed over the past decades/centuries?
• What are the causes behind the rise in atheism/ agnosticism in the United States?
• What were the influences in Siddhartha's life resulted in him becoming the Buddha?
• How has media portrayal of Islam/Muslims changed since September 11th?

Science/Environment

• How has the earth's climate changed in the past few decades?
• How has the use and elimination of DDT affected bird populations in the US?
• Analyze how the number and severity of natural disasters have increased in the past few decades.
• Analyze deforestation rates in a certain area or globally over a period of time.
• How have past oil spills changed regulations and cleanup methods?
• How has the Flint water crisis changed water regulation safety?
• What are the pros and cons of fracking?
• What impact has the Paris Climate Agreement had so far?
• What have NASA's biggest successes and failures been?
• How can we improve access to clean water around the world?
• Does ecotourism actually have a positive impact on the environment?
• Should the US rely on nuclear energy more?
• What can be done to save amphibian species currently at risk of extinction?
• What impact has climate change had on coral reefs?
• How are black holes created?
• Are teens who spend more time on social media more likely to suffer anxiety and/or depression?
• How will the loss of net neutrality affect internet users?
• Analyze the history and progress of self-driving vehicles.
• How has the use of drones changed surveillance and warfare methods?
• Has social media made people more or less connected?
• What progress has currently been made with artificial intelligence ?
• Do smartphones increase or decrease workplace productivity?
• What are the most effective ways to use technology in the classroom?
• How is Google search affecting our intelligence?
• When is the best age for a child to begin owning a smartphone?
• Has frequent texting reduced teen literacy rates?

How to Write a Great Research Paper

Even great research paper topics won't give you a great research paper if you don't hone your topic before and during the writing process. Follow these three tips to turn good research paper topics into great papers.

#1: Figure Out Your Thesis Early

Before you start writing a single word of your paper, you first need to know what your thesis will be. Your thesis is a statement that explains what you intend to prove/show in your paper. Every sentence in your research paper will relate back to your thesis, so you don't want to start writing without it!

As some examples, if you're writing a research paper on if students learn better in same-sex classrooms, your thesis might be "Research has shown that elementary-age students in same-sex classrooms score higher on standardized tests and report feeling more comfortable in the classroom."

If you're writing a paper on the causes of the Civil War, your thesis might be "While the dispute between the North and South over slavery is the most well-known cause of the Civil War, other key causes include differences in the economies of the North and South, states' rights, and territorial expansion."

#2: Back Every Statement Up With Research

Remember, this is a research paper you're writing, so you'll need to use lots of research to make your points. Every statement you give must be backed up with research, properly cited the way your teacher requested. You're allowed to include opinions of your own, but they must also be supported by the research you give.

#3: Do Your Research Before You Begin Writing

You don't want to start writing your research paper and then learn that there isn't enough research to back up the points you're making, or, even worse, that the research contradicts the points you're trying to make!

Get most of your research on your good research topics done before you begin writing. Then use the research you've collected to create a rough outline of what your paper will cover and the key points you're going to make. This will help keep your paper clear and organized, and it'll ensure you have enough research to produce a strong paper.

What's Next?

Are you also learning about dynamic equilibrium in your science class? We break this sometimes tricky concept down so it's easy to understand in our complete guide to dynamic equilibrium .

Thinking about becoming a nurse practitioner? Nurse practitioners have one of the fastest growing careers in the country, and we have all the information you need to know about what to expect from nurse practitioner school .

Want to know the fastest and easiest ways to convert between Fahrenheit and Celsius? We've got you covered! Check out our guide to the best ways to convert Celsius to Fahrenheit (or vice versa).

These recommendations are based solely on our knowledge and experience. If you purchase an item through one of our links, PrepScholar may receive a commission.

Christine graduated from Michigan State University with degrees in Environmental Biology and Geography and received her Master's from Duke University. In high school she scored in the 99th percentile on the SAT and was named a National Merit Finalist. She has taught English and biology in several countries.

Ask a Question Below

Have any questions about this article or other topics? Ask below and we'll reply!

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What (Exactly) Is A Research Proposal?

A simple explainer with examples + free template.

By: Derek Jansen (MBA) | Reviewed By: Dr Eunice Rautenbach | June 2020 (Updated April 2023)

Whether you’re nearing the end of your degree and your dissertation is on the horizon, or you’re planning to apply for a PhD program, chances are you’ll need to craft a convincing research proposal . If you’re on this page, you’re probably unsure exactly what the research proposal is all about. Well, you’ve come to the right place.

Overview: Research Proposal Basics

• What a research proposal is
• What a research proposal needs to cover
• How to structure your research proposal
• Example /sample proposals
• Proposal writing FAQs
• Key takeaways & additional resources

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 your research is  suitable  (for the requirements of the degree program) and  manageable  (given the time and resource constraints you will face). 

The most important word here is “ convince ” – in other words, your research proposal needs to  sell  your research idea (to whoever is going to approve it). If it doesn’t convince them (of its suitability and manageability), you’ll need to revise and resubmit . This will cost you valuable time, which will either delay the start of your research or eat into its time allowance (which is bad news). 

What goes into a research proposal?

A good dissertation or thesis proposal needs to cover the “ what “, “ why ” and” how ” of the proposed study. Let’s look at each of these attributes in a little more detail:

Your proposal needs to clearly articulate your research topic . This needs to be specific and unambiguous . Your research topic should make it clear exactly what you plan to research and in what context. Here’s an example of a well-articulated research topic:

An investigation into the factors which impact female Generation Y consumer’s likelihood to promote a specific makeup brand to their peers: a British context

As you can see, this topic is extremely clear. From this one line we can see exactly:

• What’s being investigated – factors that make people promote or advocate for a brand of a specific makeup brand
• Who it involves – female Gen-Y consumers
• In what context – the United Kingdom

So, make sure that your research proposal provides a detailed explanation of your research topic . If possible, also briefly outline your research aims and objectives , and perhaps even your research questions (although in some cases you’ll only develop these at a later stage). Needless to say, don’t start writing your proposal until you have a clear topic in mind , or you’ll end up waffling and your research proposal will suffer as a result of this.

Need a helping hand?

As we touched on earlier, it’s not good enough to simply propose a research topic – you need to justify why your topic is original . In other words, what makes it  unique ? What gap in the current literature does it fill? If it’s simply a rehash of the existing research, it’s probably not going to get approval – it needs to be fresh.

But,  originality  alone is not enough. Once you’ve ticked that box, you also need to justify why your proposed topic is  important . In other words, what value will it add to the world if you achieve your research aims?

As an example, let’s look at the sample research topic we mentioned earlier (factors impacting brand advocacy). In this case, if the research could uncover relevant factors, these findings would be very useful to marketers in the cosmetics industry, and would, therefore, have commercial value . That is a clear justification for the research.

So, when you’re crafting your research proposal, remember that it’s not enough for a topic to simply be unique. It needs to be useful and value-creating – and you need to convey that value in your proposal. If you’re struggling to find a research topic that makes the cut, watch  our video covering how to find a research topic .

It’s all good and well to have a great topic that’s original and valuable, but you’re not going to convince anyone to approve it without discussing the practicalities – in other words:

• How will you actually undertake your research (i.e., your methodology)?
• Is your research methodology appropriate given your research aims?
• Is your approach manageable given your constraints (time, money, etc.)?

While it’s generally not expected that you’ll have a fully fleshed-out methodology at the proposal stage, you’ll likely still need to provide a high-level overview of your research methodology . Here are some important questions you’ll need to address in your research proposal:

• Will you take a qualitative , quantitative or mixed -method approach?
• What sampling strategy will you adopt?
• How will you collect your data (e.g., interviews, surveys, etc)?
• How will you analyse your data (e.g., descriptive and inferential statistics , content analysis, discourse analysis, etc, .)?
• What potential limitations will your methodology carry?

So, be sure to give some thought to the practicalities of your research and have at least a basic methodological plan before you start writing up your proposal. If this all sounds rather intimidating, the video below provides a good introduction to research methodology and the key choices you’ll need to make.

How To Structure A Research Proposal

Now that we’ve covered the key points that need to be addressed in a proposal, you may be wondering, “ But how is a research proposal structured? “.

While the exact structure and format required for a research proposal differs from university to university, there are four “essential ingredients” that commonly make up the structure of a research proposal:

• A rich introduction and background to the proposed research
• An initial literature review covering the existing research
• An overview of the proposed research methodology
• A discussion regarding the practicalities (project plans, timelines, etc.)

In the video below, we unpack each of these four sections, step by step.

Research Proposal Examples/Samples

In the video below, we provide a detailed walkthrough of two successful research proposals (Master’s and PhD-level), as well as our popular free proposal template.

Proposal Writing FAQs

How long should a research proposal be.

This varies tremendously, depending on the university, the field of study (e.g., social sciences vs natural sciences), and the level of the degree (e.g. undergraduate, Masters or PhD) – so it’s always best to check with your university what their specific requirements are before you start planning your proposal.

As a rough guide, a formal research proposal at Masters-level often ranges between 2000-3000 words, while a PhD-level proposal can be far more detailed, ranging from 5000-8000 words. In some cases, a rough outline of the topic is all that’s needed, while in other cases, universities expect a very detailed proposal that essentially forms the first three chapters of the dissertation or thesis.

The takeaway – be sure to check with your institution before you start writing.

How do I choose a topic for my research proposal?

Finding a good research topic is a process that involves multiple steps. We cover the topic ideation process in this video post.

How do I write a literature review for my proposal?

While you typically won’t need a comprehensive literature review at the proposal stage, you still need to demonstrate that you’re familiar with the key literature and are able to synthesise it. We explain the literature review process here.

How do I create a timeline and budget for my proposal?

We explain how to craft a project plan/timeline and budget in Research Proposal Bootcamp .

Which referencing format should I use in my research proposal?

The expectations and requirements regarding formatting and referencing vary from institution to institution. Therefore, you’ll need to check this information with your university.

What common proposal writing mistakes do I need to look out for?

We’ve create a video post about some of the most common mistakes students make when writing a proposal – you can access that here . If you’re short on time, here’s a quick summary:

• The research topic is too broad (or just poorly articulated).
• The research aims, objectives and questions don’t align.
• The research topic is not well justified.
• The study has a weak theoretical foundation.
• The research design is not well articulated well enough.
• Poor writing and sloppy presentation.
• Poor project planning and risk management.
• Not following the university’s specific criteria.

Key Takeaways & Additional Resources

As you write up your research proposal, remember the all-important core purpose:  to convince . Your research proposal needs to sell your study in terms of suitability and viability. So, focus on crafting a convincing narrative to ensure a strong proposal.

At the same time, pay close attention to your university’s requirements. While we’ve covered the essentials here, every institution has its own set of expectations and it’s essential that you follow these to maximise your chances of approval.

By the way, we’ve got plenty more resources to help you fast-track your research proposal. Here are some of our most popular resources to get you started:

• Proposal Writing 101 : A Introductory Webinar
• Research Proposal Bootcamp : The Ultimate Online Course
• Template : A basic template to help you craft your proposal

If you’re looking for 1-on-1 support with your research proposal, be sure to check out our private coaching service , where we hold your hand through the proposal development process (and the entire research journey), step by step.

Psst… there’s more!

This post is an extract from our bestselling short course, Research Proposal Bootcamp . If you want to work smart, you don't want to miss this .

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51 Comments

I truly enjoyed this video, as it was eye-opening to what I have to do in the preparation of preparing a Research proposal.

I would be interested in getting some coaching.

I real appreciate on your elaboration on how to develop research proposal,the video explains each steps clearly.

Thank you for the video. It really assisted me and my niece. I am a PhD candidate and she is an undergraduate student. It is at times, very difficult to guide a family member but with this video, my job is done.

In view of the above, I welcome more coaching.

Wonderful guidelines, thanks

This is very helpful. Would love to continue even as I prepare for starting my masters next year.

Thanks for the work done, the text was helpful to me

Bundle of thanks to you for the research proposal guide it was really good and useful if it is possible please send me the sample of research proposal

You’re most welcome. We don’t have any research proposals that we can share (the students own the intellectual property), but you might find our research proposal template useful: https://gradcoach.com/research-proposal-template/

Cheruiyot Moses Kipyegon

Thanks alot. It was an eye opener that came timely enough before my imminent proposal defense. Thanks, again

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I am an undergraduate student (First Degree) preparing to write my project,this video and explanation had shed more light to me thanks for your efforts keep it up.

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Wonderful guidelines for writing a research proposal, I am a student of m.phil( education), this guideline is suitable for me. Thanks

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Thank you. This is a great insight. I am a student preparing for a PhD program. I am requested to write my Research Proposal as part of what I am required to submit before my unconditional admission. I am grateful having listened to this video which will go a long way in helping me to actually choose a topic of interest and not just any topic as well as to narrow down the topic and be specific about it. I indeed need more of this especially as am trying to choose a topic suitable for a DBA am about embarking on. Thank you once more. The video is indeed helpful.

Have learnt a lot just at the right time. Thank you so much.

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Hi. For my MSc medical education research, please evaluate this topic for me: Training Needs Assessment of Faculty in Medical Training Institutions in Kericho and Bomet Counties

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Great! I liked your tutoring on how to find a research topic and how to write a research proposal. Precise and concise. Thank you very much. Will certainly share this with my students. Research made simple indeed.

Thank you very much. I an now assist my students effectively.

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I need any research proposal

Thank you for these videos. I will need chapter by chapter assistance in writing my MSc dissertation

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I really enjoy the in-depth knowledge on research proposal you have given. me. You have indeed broaden my understanding and skills. Thank you

interesting session this has equipped me with knowledge as i head for exams in an hour’s time, am sure i get A++

This article was most informative and easy to understand. I now have a good idea of how to write my research proposal.

Thank you very much.

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Thank you very much for this essential piece. I need 1o1 coaching, unfortunately, your service is not available in my country. Anyways, a very important eye-opener. I really enjoyed it. A thumb up to Gradcoach

What is JAM? Please explain.

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thank you for the video but i need a written example

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4 surprising ways to find happiness, according to studies

In an ageing world, social connections are crucial. Image:  Unsplash/Melanie Stander

.chakra .wef-1c7l3mo{-webkit-transition:all 0.15s ease-out;transition:all 0.15s ease-out;cursor:pointer;-webkit-text-decoration:none;text-decoration:none;outline:none;color:inherit;}.chakra .wef-1c7l3mo:hover,.chakra .wef-1c7l3mo[data-hover]{-webkit-text-decoration:underline;text-decoration:underline;}.chakra .wef-1c7l3mo:focus,.chakra .wef-1c7l3mo[data-focus]{box-shadow:0 0 0 3px rgba(168,203,251,0.5);} Michael Purton

.chakra .wef-1nk5u5d{margin-top:16px;margin-bottom:16px;line-height:1.388;color:#2846F8;font-size:1.25rem;}@media screen and (min-width:56.5rem){.chakra .wef-1nk5u5d{font-size:1.125rem;}} Get involved .chakra .wef-9dduvl{margin-top:16px;margin-bottom:16px;line-height:1.388;font-size:1.25rem;}@media screen and (min-width:56.5rem){.chakra .wef-9dduvl{font-size:1.125rem;}} with our crowdsourced digital platform to deliver impact at scale

• There are ‘hacks’ to happiness, a university study has found.
• Having a sense of meaning is more important than pleasure, another study found.
• Social connections that prevent loneliness are crucial for happiness in our ageing world, according to a World Economic Forum initiative.

We all want to be happy, but achieving happiness can feel far from straightforward.

Could science help us?

Yes, according to studies. One research programme found that there are seven ‘hacks’ to being happy, another discovered that purpose is more important than pleasure, while a third revealed that spending time among birdlife is the answer.

As the World Happiness Report 2024 reveals the countries with the happiest citizens , here are four facts about happiness which may surprise you.

Have you read?

A generation adrift: why young people are less happy and what we can do about it, charted: the happiest countries in the world, why wellbeing and happiness hold the key to a healthy ageing society in japan, 1. hack your way to happiness.

There are seven “happiness hacks” , according to a study by the University of Bristol, in the UK.

The Science of Happiness programme questioned 228 psychology undergraduates who had taken a positive psychology course.

Immediately after taking the course, the students reported a 10-15% improvement in their wellbeing, while researchers found that, by continuing to practise the activities they had been taught, more than half the group maintained their positive outlook one to two years afterwards .

Dr Bruce Hood, senior author of the study, has identified seven “happiness hacks”. In case you want to try them out for yourself, they are:

• Performing acts of kindness
• Increasing social connections, including initiating conversations with people you don’t know
• Savouring experiences
• Deliberately drawing attention to the positive events and aspects of the day
• Practising feeling grateful, and endeavouring to thank people
• Being physically active
• Exploring mindfulness and other meditation techniques.

One in four people will experience mental illness in their lives, costing the global economy an estimated $6 trillion by 2030.

Mental ill-health is the leading cause of disability and poor life outcomes in young people aged 10–24 years, contributing up to 45% of the overall burden of disease in this age-group. Yet globally, young people have the worst access to youth mental health care within the lifespan and across all the stages of illness (particularly during the early stages).

In response, the Forum has launched a global dialogue series to discuss the ideas, tools and architecture in which public and private stakeholders can build an ecosystem for health promotion and disease management on mental health.

One of the current key priorities is to support global efforts toward mental health outcomes - promoting key recommendations toward achieving the global targets on mental health, such as the WHO Knowledge-Action-Portal and the Countdown Global Mental Health

Read more about the work of our Platform for Shaping the Future of Health and Healthcare , and contact us to get involved.

2. Purpose rather than pleasure is the key to happiness

When it comes to being happy, having a sense of meaning in life is more important than pleasure , according to a study by the ESCP Business School.

The research investigated how pleasure, meaning and spirituality affected life satisfaction levels in 2,615 people spread across six continents and representing different cultural contexts.

And they discovered that meaning is a stronger predictor of life satisfaction than pleasure and spirituality.

The study’s authors, writing in a World Economic Forum piece, said the findings could be valuable for bosses looking for new ways to enhance staff wellbeing. Managers “could benefit from widening their focus on pleasure-based benefits such as financial rewards, to include giving employees a sense of meaning , by volunteering their time, for example,” they said.

3. Just seeing or hearing birds can make you happier

Achieving happiness, or at least an improvement in your sense of well-being, doesn’t have to be complicated, it turns out.

A King’s College London study discovered “ significant positive associations between seeing or hearing birds and mental wellbeing ”.

Using an app, more than 1,200 people from around the world “were prompted at random intervals to record how they were feeling, including whether they were happy or stressed , whether they could see trees, and whether they could see or hear birds,” reports The Guardian.

And it turns out that everyday encounters with birdlife can be linked to “time-lasting improvements in mental well-being”. What’s more, say the study’s authors, “these improvements were evident not only in healthy people but also in those with a diagnosis of depression, the most common mental illness across the world”.

4. Good relationships make us happy – and live longer

Harvard University researchers have spent 85 years trying to scientifically prove what makes us happy. And they think they’ve found the answer – being sociable.

The study focused on 724 participants, from adolescence to old age. Regardless of material wealth, physical health or job status, what was striking over the course of the project was that people with strong, supportive relationships were found to be happier , healthier and live longer than those without.

The study also found that “social fitness” – the ability to build and maintain strong relationships – was more important to a long and happy life than genes, social class, or IQ.

“Personal connection creates mental and emotional stimulation, which are automatic mood boosters ,” said the project’s director, Dr Waldinger, “while isolation is a mood buster.”

Isolation is one of the challenges facing our ageing population. To that end, the Forum has developed six ‘longevity economy’ principles .

Principle five is to ‘ Design systems and environments for social connection and purpose ’. “Social connection is integral to healthy longevity,” says the report. “Socially isolated older adults have a higher risk of poor health and earlier death. Intentional design of systems and environments for social connection can mitigate these impacts,” it says.

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License and Republishing

World Economic Forum articles may be republished in accordance with the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License, and in accordance with our Terms of Use.

The views expressed in this article are those of the author alone and not the World Economic Forum.

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A weekly update of the most important issues driving the global agenda

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• The State of the American Middle Class

Who is in it and key trends from 1970 to 2023

Table of contents.

• Acknowledgments

This report examines key changes in the economic status of the American middle class from 1970 to 2023 and its demographic attributes in 2022. The historical analysis is based on U.S. Census Bureau data from the Annual Social and Economic Supplements (ASEC) of the Current Population Survey (CPS). The demographic analysis is based on data from the American Community Survey (ACS). The data is sourced from IPUMS CPS and IPUMS USA , respectively.  

The CPS, a survey of about 60,000 households, is the U.S. government’s official source for monthly estimates of unemployment . The CPS ASEC, conducted in March each year, is the official source of U.S. government estimates of income and poverty . Our analysis of CPS data starts with the 1971 CPS ASEC, which records the incomes of households in 1970. It is also the first year for which data on race and ethnicity is available. The latest available CPS ASEC file is for 2023, which reports on household incomes in 2022.

The public-use version of the ACS is a 1% sample of the U.S. population, or more than 3 million people. This allows for a detailed study of the demographic characteristics of the middle class, including its status in U.S. metropolitan areas. But ACS data is available only from 2005 onward and is less suitable for long-term historical analyses. The latest available ACS data is for 2022.

Middle-income households are defined as those with an income that is two-thirds to double that of the U.S. median household income, after incomes have been adjusted for household size. Lower-income households have incomes less than two-thirds of the median, and upper-income households have incomes that are more than double the median. When using American Community Survey (ACS) data, incomes are also adjusted for cost of living in the areas in which households are located.

Estimates of household income are scaled to reflect a household size of three and expressed in 2023 dollars. In the Current Population Survey (CPS), household income refers to the calendar year prior to the survey year. Thus, the income data in the report refers to the 1970-2022 period, and the share of Americans in each income tier from the CPS refers to the 1971-2023 period.

The demographic attributes of Americans living in lower-, middle- or upper-income tiers are derived from ACS data. Except as noted, estimates pertain to the U.S. household population, excluding people living in group quarters.

The terms middle class and middle income are used interchangeably in this report.

White, Black, Asian, American Indian or Alaska Native, and Native Hawaiian or Pacific Islander include people who identified with a single major racial group and who are not Hispanic. Multiracial includes people who identified with more than one major racial group and are not Hispanic. Hispanics are of any race.

U.S. born refers to individuals who are U.S. citizens at birth, including people born in the 50 U.S. states, the District of Columbia, Puerto Rico or other U.S. territories, as well as those born elsewhere to at least one parent who is a U.S. citizen. The terms foreign born and immigrant are used interchangeably in this report. They refer to people who are not U.S. citizens at birth.

Occupations describe the broad kinds of work people do on their job. For example, health care occupations include doctors, nurses, pharmacists and others who are directly engaged in the provision of health care. Industries describe the broad type of products companies produce. Each industry encompasses a variety of occupations. For example, the health care and social assistance industry provides services that are produced by a combination of doctors, managers, technology and administrative staff, food preparation workers, and workers in other occupations.

The share of Americans who are in the middle class is smaller than it used to be. In 1971, 61% of Americans lived in middle-class households. By 2023, the share had fallen to 51%, according to a new Pew Research Center analysis of government data.

As a result, Americans are more apart than before financially. From 1971 to 2023, the share of Americans who live in lower-income households increased from 27% to 30%, and the share in upper-income households increased from 11% to 19%.

Notably, the increase in the share who are upper income was greater than the increase in the share who are lower income. In that sense, these changes are also a sign of economic progress overall.

But the middle class has fallen behind on two key counts. The growth in income for the middle class since 1970 has not kept pace with the growth in income for the upper-income tier. And the share of total U.S. household income held by the middle class has plunged.

Moreover, many groups still lag in their presence in the middle- and upper-income tiers. For instance, American Indians or Alaska Natives, Black and Hispanic Americans, and people who are not married are more likely than average to be in the lower-income tier. Several metro areas in the U.S. Southwest also have high shares of residents who are in the lower-income tier, after adjusting for differences in cost of living across areas.

• Change in income
• Share of total U.S. household income
• Race and ethnicity
• Marital status
• Veteran status
• Place of birth
• Employment status
• Metropolitan area of residence

Our report focuses on the current state of the American middle class. First, we examine changes in the financial well-being of the middle class and other income tiers since 1970. This is based on data from the Annual Social and Economic Supplements (ASEC) of the Current Population Survey (CPS), conducted from 1971 to 2023.

Then, we report on the attributes of people who were more or less likely to be middle class in 2022. Our focus is on their race and ethnicity , age , gender, marital and veteran status , place of birth , ancestry , education , occupation , industry , and metropolitan area of residence . These estimates are derived from American Community Survey (ACS) data and differ slightly from the CPS-based estimates. In part, that is because incomes can be adjusted for the local area cost of living only with the ACS data. (Refer to the methodology for details on these two data sources.)

This analysis and an accompanying report on the Asian American middle class are part of a series on the status of America’s racial and ethnic groups in the U.S. middle class and other income tiers. Forthcoming analyses will focus on White, Black, Hispanic, American Indian or Alaska Native, Native Hawaiian or Pacific Islander and multiracial Americans, including subgroups within these populations. These reports are, in part, updates of previous work by the Center . But they offer much greater detail on the demographic attributes of the American middle class.

Following are some key facts about the state of the American middle class:

In our analysis, “middle-income” Americans are those living in households with an annual income that is two-thirds to double the national median household income. The income it takes to be middle income varies by household size, with smaller households requiring less to support the same lifestyle as larger households. It also varies by the local cost of living, with households in a more expensive area, such as Honolulu, needing a higher income than those in a less expensive area, such as Wichita, Kansas.

We don’t always know the area in which a household is located. In our two data sources – the Current Population Survey, Annual Social and Economic Supplement (CPS ASEC) and the American Community Survey (ACS) – only the latter provides that information, specifically the metropolitan area of a household. Thus, we aren’t able to adjust for the local cost of living when using the CPS to track changes in the status of the middle class over time. But we do adjust for the metropolitan area cost of living when using the ACS to determine the demographic attributes of the middle class in 2022.

In the 2023 CPS ASEC data , which reports income for 2022, middle-income households with three people have incomes ranging from about $61,000 to $183,000 annually. “Lower-income” households have incomes less than $61,000, and “upper-income” households have incomes greater than $183,000.

In the 2022 ACS data , middle-income households with three people have incomes ranging from about $62,000 to $187,000 annually, with incomes also adjusted for the local area cost of living. (Incomes are expressed in 2023 dollars.)

The boundaries of the income tiers also vary across years as the national median income changes.

The terms “middle income” and “middle class” are used interchangeably in this report for the sake of exposition. But being middle class can refer to more than just income , be it education level, type of profession, economic security, home ownership or social and political values. Class also could simply be a matter of self-identification .

Households in all income tiers had much higher incomes in 2022 than in 1970, after adjusting for inflation. But the gains for middle- and lower-income households were less than the gains for upper-income households .

The median income of middle-class households increased from about $66,400 in 1970 to $106,100 in 2022, or 60%. Over this period, the median income of upper-income households increased 78%, from about $144,100 to $256,900. (Incomes are scaled to a three-person household and expressed in 2023 dollars.)

The median income of lower-income households grew more slowly than that of other households, increasing from about $22,800 in 1970 to $35,300 in 2022, or 55%.

Consequently, there is now a larger gap between the incomes of upper-income households and other households. In 2022, the median income of upper-income households was 7.3 times that of lower-income households, up from 6.3 in 1970. It was 2.4 times the median income of middle-income households in 2022, up from 2.2 in 1970.

The share of total U.S. household income held by the middle class has fallen almost without fail in each decade since 1970 . In that year, middle-income households accounted for 62% of the aggregate income of all U.S. households, about the same as the share of people who lived in middle-class households.

By 2022, the middle-class share in overall household income had fallen to 43%, less than the share of the population in middle-class households (51%). Not only do a smaller share of people live in the middle class today, the incomes of middle-class households have also not risen as quickly as the incomes of upper-income households.  

Over the same period, the share of total U.S. household income held by upper-income households increased from 29% in 1970 to 48% in 2022. In part, this is because of the increase in the share of people who are in the upper-income tier.

The share of overall income held by lower-income households edged down from 10% in 1970 to 8% in 2022. This happened even though the share of people living in lower-income households increased over this period.

The share of people in the U.S. middle class varied from 46% to 55% across racial and ethnic groups in 2022. Black and Hispanic Americans, Native Hawaiians or Pacific Islanders, and American Indians or Alaska Natives were more likely than others to be in lower-income households .

In 2022, 39% to 47% of Americans in these four groups lived in lower-income households. In contrast, only 24% of White and Asian Americans and 31% of multiracial Americans were in the lower-income tier.

At the other end of the economic spectrum, 27% of Asian and 21% of White Americans lived in upper-income households in 2022, compared with about 10% or less of Black and Hispanic Americans, Native Hawaiians or Pacific Islanders, and American Indians or Alaska Natives.

Not surprisingly, lower-income status is correlated with the likelihood of living in poverty. According to the Census Bureau , the poverty rate among Black (17.1%) and Hispanic (16.9%) Americans and American Indians or Alaska Natives (25%) was greater than the rate among White and Asian Americans (8.6% for each). (The Census Bureau did not report the poverty rate for Native Hawaiians or Pacific Islanders.)

Children and adults 65 and older were more likely to live in lower-income households in 2022. Adults in the peak of their working years – ages 30 to 64 – were more likely to be upper income. In 2022, 38% of children (including teens) and 35% of adults 65 and older were lower income, compared with 26% of adults ages 30 to 44 and 23% of adults 45 to 64.

The share of people living in upper-income households ranged from 13% among children and young adults (up to age 29) to 24% among those 45 to 64. In each age group, about half or a little more were middle class in 2022.

Men were slightly more likely than women to live in middle-income households in 2022 , 53% vs. 51%. Their share in upper-income households (18%) was also somewhat greater than the share of women (16%) in upper-income households.

Marriage appears to boost the economic status of Americans. Among those who were married in 2022, eight-in-ten lived either in middle-income households (56%) or upper-income households (24%). In contrast, only about six-in-ten of those who were separated, divorced, widowed or never married were either middle class or upper income, while 37% lived in lower-income households.

Veterans were more likely than nonveterans to be middle income in 2022, 57% vs. 53%. Conversely, a higher share of nonveterans (29%) than veterans (24%) lived in lower-income households.

Immigrants – about 14% of the U.S. population in 2022 – were less likely than the U.S. born to be in the middle class and more likely to live in lower-income households. In 2022, more than a third of immigrants (36%) lived in lower-income households, compared with 29% of the U.S. born. Immigrants also trailed the U.S. born in the shares who were in the middle class, 48% vs. 53%.

There are large gaps in the economic status of American residents by their region of birth. Among people born in Asia, Europe or Oceania, 25% lived in upper-income households in 2022. People from these regions represented 7% of the U.S. population.

By comparison, only 14% of people born in Africa or South America and 6% of those born in Central America and the Caribbean were in the upper-income tier in 2022. Together they accounted for 8% of the U.S. population.

The likelihood of being in the middle class or the upper-income tier varies considerably with the ancestry of Americans. In 2022, Americans reporting South Asian ancestry were about as likely to be upper income (38%) as they were to be middle income (42%). Only 20% of Americans of South Asian origin lived in lower-income households. South Asians accounted for about 2% of the U.S. population of known origin groups in 2022.

At least with respect to the share who were lower income, this was about matched by those with Soviet, Eastern European, other Asian or Western European origins. These groups represented the majority (54%) of the population of Americans whose ancestry was known in 2022.

On the other hand, only 7% of Americans with Central and South American or other Hispanic ancestry were in the upper-income tier, and 44% were lower income. The economic statuses of Americans with Caribbean, sub-Saharan African or North American ancestry were not very different from this.

Education matters for moving into the middle class and beyond, and so do jobs. Among Americans ages 25 and older in 2022, 52% of those with a bachelor’s degree or higher level of education lived in middle-class households and another 35% lived in upper-income households.

In sharp contrast, 42% of Americans who did not graduate from high school were in the middle class, and only 5% were in the upper-income tier. Further, only 12% of college graduates were lower income, compared with 54% of those who did not complete high school.

Not surprisingly, having a job is strongly linked to movement from the lower-income tier to the middle- and upper-income tiers. Among employed American workers ages 16 and older, 58% were in the middle-income tier in 2022 and 23% were in the upper-income tier. Only 19% of employed workers were lower income, compared with 49% of unemployed Americans.

In some occupations, about nine-in-ten U.S. workers are either in the middle class or in the upper-income tier, but in some other occupations almost four-in-ten workers are lower income. More than a third (36% to 39%) of workers in computer, science and engineering, management, and business and finance occupations lived in upper-income households in 2022. About half or more were in the middle class.

But many workers – about one-third or more – in construction, transportation, food preparation and serving, and personal care and other services were in the lower-income tier in 2022.

About six-in-ten workers or more in education; protective and building maintenance services; office and administrative support; the armed forces; and maintenance, repair and production were in the middle class.

Depending on the industrial sector, anywhere from half to two-thirds of U.S. workers were in the middle class, and the share who are upper income or lower income varied greatly.

About a third of workers in the finance, insurance and real estate, information, and professional services sectors were in the upper-income tier in 2022. Nearly nine-in-ten workers (87%) in public administration – largely filling legislative functions and providing federal, state or local government services – were either in the middle class or the upper-income tier.

But nearly four-in-ten workers (38%) in accommodation and food services were lower income in 2022, along with three-in-ten workers in the retail trade and other services sectors.

The share of Americans who are in the middle class or in the upper- or lower-income tier differs across U.S. metropolitan areas. But a pattern emerges when it comes to which metro areas have the highest shares of people living in lower-, middle- or upper-income households. (We first adjust household incomes for differences in the cost of living across areas.)

The 10 metropolitan areas with the greatest shares of middle-income residents are small to midsize in population and are located mostly in the northern half of the U.S. About six-in-ten residents in these metro areas were in the middle class.

Several of these areas are in the so-called Rust Belt , namely, Wausau and Oshkosh-Neenah, both in Wisconsin; Grand Rapids-Wyoming, Michigan; and Lancaster, Pennsylvania. Two others – Dover and Olympia-Tumwater – include state capitals (Delaware and Washington, respectively).

In four of these areas – Bismarck, North Dakota, Ogden-Clearfield, Utah, Lancaster and Wausau – the share of residents in the upper-income tier ranged from 18% to 20%, about on par with the share nationally.

The 10 U.S. metropolitan areas with the highest shares of residents in the upper-income tier are mostly large, coastal communities. Topping the list is San Jose-Sunnyvale-Santa Clara, California, a technology-driven economy, in which 40% of the population lived in upper-income households in 2022. Other tech-focused areas on this list include San Francisco-Oakland-Hayward; Seattle-Tacoma-Bellevue; and Raleigh, North Carolina.

Bridgeport-Stamford-Norwalk, Connecticut, is a financial hub. Several areas, including Washington, D.C.-Arlington-Alexandria and Boston-Cambridge-Newton, are home to major universities, leading research facilities and the government sector.

Notably, many of these metro areas also have sizable lower-income populations. For instance, about a quarter of the populations in Bridgeport-Stamford-Norwalk; Trenton, New Jersey; Boston-Cambridge-Newton; and Santa Cruz-Watsonville, California, were in the lower-income tier in 2022.

Most of the 10 U.S. metropolitan areas with the highest shares of residents in the lower-income tier are in the Southwest, either on the southern border of Texas or in California’s Central Valley. The shares of people living in lower-income residents were largely similar across these areas, ranging from about 45% to 50%.

About 40% to 50% of residents in these metro areas were in the middle class, and only about one-in-ten or fewer lived in upper-income households.

Compared with the nation overall, the lower-income metro areas in Texas and California have disproportionately large Hispanic populations. The two metro areas in Louisiana – Monroe and Shreveport-Bossier City – have disproportionately large Black populations.

Note: For details on how this analysis was conducted,  refer to the methodology .

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OpenAI, Anthropic Research Reveals More About How LLMs Affect Security and Bias

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Because large language models operate using neuron-like structures that may link many different concepts and modalities together, it can be difficult for AI developers to adjust their models to change the models’ behavior. If you don’t know what neurons connect what concepts, you won’t know which neurons to change.

On May 21, Anthropic published a remarkably detailed map of the inner workings of the fine-tuned version of its Claude AI, specifically the Claude 3 Sonnet 3.0 model. About two weeks later, OpenAI published its own research on figuring out how GPT-4 interprets patterns .

With Anthropic’s map, the researchers can explore how neuron-like data points, called features, affect a generative AI ’s output. Otherwise, people are only able to see the output itself.

Some of these features are “safety relevant,” meaning that if people reliably identify those features, it could help tune generative AI to avoid potentially dangerous topics or actions . The features are useful for adjusting classification, and classification could impact bias .

What did Anthropic discover?

Anthropic’s researchers extracted interpretable features from Claude 3, a current-generation large language model. Interpretable features can be translated into human-understandable concepts from the numbers readable by the model.

Interpretable features may apply to the same concept in different languages and to both images and text.

“Our high-level goal in this work is to decompose the activations of a model (Claude 3 Sonnet) into more interpretable pieces,” the researchers wrote.

“One hope for interpretability is that it can be a kind of ‘test set for safety, which allows us to tell whether models that appear safe during training will actually be safe in deployment,’” they said.

SEE: Anthropic’s Claude Team enterprise plan packages up an AI assistant for small-to-medium businesses.

Features are produced by sparse autoencoders, which are a type of neural network architecture. During the AI training process, sparse autoencoders are guided by, among other things, scaling laws. So, identifying features can give the researchers a look into the rules governing what topics the AI associates together. To put it very simply, Anthropic used sparse autoencoders to reveal and analyze features.

“We find a diversity of highly abstract features,” the researchers wrote. “They (the features) both respond to and behaviorally cause abstract behaviors.”

The details of the hypotheses used to try to figure out what is going on under the hood of LLMs can be found in Anthropic’s research paper .

What did OpenAI discover?

OpenAI’s research, published June 6, focuses on sparse autoencoders. The researchers go into detail in their paper on scaling and evaluating sparse autoencoders ; put very simply, the goal is to make features more understandable — and therefore more steerable — to humans. They are planning for a future where “frontier models” may be even more complex than today’s generative AI.

“We used our recipe to train a variety of autoencoders on GPT-2 small and GPT-4 activations, including a 16 million feature autoencoder on GPT-4,” OpenAI wrote.

So far, they can’t interpret all of GPT-4’s behaviors: “Currently, passing GPT-4’s activations through the sparse autoencoder results in a performance equivalent to a model trained with roughly 10x less compute.” But the research is another step toward understanding the “black box” of generative AI, and potentially improving its security.

How manipulating features affects bias and cybersecurity

Anthropic found three distinct features that might be relevant to cybersecurity: unsafe code, code errors and backdoors. These features might activate in conversations that do not involve unsafe code; for example, the backdoor feature activates for conversations or images about “hidden cameras” and “jewelry with a hidden USB drive.” But Anthropic was able to experiment with “clamping” — put simply, increasing or decreasing the intensity of — these specific features, which could help tune models to avoid or tactfully handle sensitive security topics.

Claude’s bias or hateful speech can be tuned using feature clamping, but Claude will resist some of its own statements. Anthropic’s researchers “found this response unnerving,” anthropomorphizing the model when Claude expressed “self-hatred.” For example, Claude might output “That’s just racist hate speech from a deplorable bot…” when the researchers clamped a feature related to hatred and slurs to 20 times its maximum activation value.

Another feature the researchers examined is sycophancy; they could adjust the model so that it gave over-the-top praise to the person conversing with it.

What does research into AI autoencoders mean for cybersecurity for businesses?

Identifying some of the features used by a LLM to connect concepts could help tune an AI to prevent biased speech or to prevent or troubleshoot instances in which the AI could be made to lie to the user. Anthropic’s greater understanding of why the LLM behaves the way it does could allow for greater tuning options for Anthropic’s business clients .

SEE: 8 AI Business Trends, According to Stanford Researchers

Anthropic plans to use some of this research to further pursue topics related to the safety of generative AI and LLMs overall, such as exploring what features activate or remain inactive if Claude is prompted to give advice on producing weapons.

Another topic Anthropic plans to pursue in the future is the question: “Can we use the feature basis to detect when fine-tuning a model increases the likelihood of undesirable behaviors?”

TechRepublic has reached out to Anthropic for more information. Also, this article was updated to include OpenAI’s research on sparse autoencoders.

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Forced labour is a severe violation of human rights affecting 28 million of men, women and children in all countries and all economic sectors. It is rooted in poverty, discrimination and lack of social protection, and it disrupts fair competition between businesses. The issue has been at the heart of the ILO mandate to promote Fundamental Principles and Rights at Work, leaving no one behind.

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men, women and children are in forced labour

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236 billion US$

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countries ratified the ILO Forced Labour Protocol

International Labour Standards on Forced Labour

• Convention No. 29 (C29)
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The Forced Labour Convention (No. 29), adopted in 1930, contains the definition of forced labour and provides that it should be punished as a crime. This is one of the most ratified ILO standards. 

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The Abolition of Forced Labour Convention (No. 105), adopted in 1957,  deals with state-imposed forms of forced labour. This is one of the most ratified ILO standards. 

The Protocol to the Forced Labour Convention, (P029), adopted in 2014, requires ratifying countries to take effective measures to prevent forced labour, protect victims and ensure their access to justice. 

The Protocol complements the Convention No. 29, therefore only countries that have ratified this Convention can ratify the Protocol. 

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The Forced Labour Recommendation (No. 203), adopted in 2014, provides further guidance on how to implement the Protocol.

It is a non-binding document that does not require ratification. 

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