what is a gap ap research

The Research Gap (Literature Gap)

Everything you need to know to find a quality research gap

By: Ethar Al-Saraf (PhD) | Expert Reviewed By: Eunice Rautenbach (DTech) | November 2022

If you’re just starting out in research, chances are you’ve heard about the elusive research gap (also called a literature gap). In this post, we’ll explore the tricky topic of research gaps. We’ll explain what a research gap is, look at the four most common types of research gaps, and unpack how you can go about finding a suitable research gap for your dissertation, thesis or research project.

Overview: Research Gap 101

• What is a research gap
• Four common types of research gaps
• Practical examples
• How to find research gaps
• Recap & key takeaways

What (exactly) is a research gap?

Well, at the simplest level, a research gap is essentially an unanswered question or unresolved problem in a field, which reflects a lack of existing research in that space. Alternatively, a research gap can also exist when there’s already a fair deal of existing research, but where the findings of the studies pull in different directions , making it difficult to draw firm conclusions.

For example, let’s say your research aims to identify the cause (or causes) of a particular disease. Upon reviewing the literature, you may find that there’s a body of research that points toward cigarette smoking as a key factor – but at the same time, a large body of research that finds no link between smoking and the disease. In that case, you may have something of a research gap that warrants further investigation.

Now that we’ve defined what a research gap is – an unanswered question or unresolved problem – let’s look at a few different types of research gaps.

Types of research gaps

While there are many different types of research gaps, the four most common ones we encounter when helping students at Grad Coach are as follows:

• The classic literature gap
• The disagreement gap
• The contextual gap, and
• The methodological gap

Need a helping hand?

1. The Classic Literature Gap

First up is the classic literature gap. This type of research gap emerges when there’s a new concept or phenomenon that hasn’t been studied much, or at all. For example, when a social media platform is launched, there’s an opportunity to explore its impacts on users, how it could be leveraged for marketing, its impact on society, and so on. The same applies for new technologies, new modes of communication, transportation, etc.

Classic literature gaps can present exciting research opportunities , but a drawback you need to be aware of is that with this type of research gap, you’ll be exploring completely new territory . This means you’ll have to draw on adjacent literature (that is, research in adjacent fields) to build your literature review, as there naturally won’t be very many existing studies that directly relate to the topic. While this is manageable, it can be challenging for first-time researchers, so be careful not to bite off more than you can chew.

2. The Disagreement Gap

As the name suggests, the disagreement gap emerges when there are contrasting or contradictory findings in the existing research regarding a specific research question (or set of questions). The hypothetical example we looked at earlier regarding the causes of a disease reflects a disagreement gap.

Importantly, for this type of research gap, there needs to be a relatively balanced set of opposing findings . In other words, a situation where 95% of studies find one result and 5% find the opposite result wouldn’t quite constitute a disagreement in the literature. Of course, it’s hard to quantify exactly how much weight to give to each study, but you’ll need to at least show that the opposing findings aren’t simply a corner-case anomaly .

3. The Contextual Gap

The third type of research gap is the contextual gap. Simply put, a contextual gap exists when there’s already a decent body of existing research on a particular topic, but an absence of research in specific contexts .

For example, there could be a lack of research on:

• A specific population – perhaps a certain age group, gender or ethnicity
• A geographic area – for example, a city, country or region
• A certain time period – perhaps the bulk of the studies took place many years or even decades ago and the landscape has changed.

The contextual gap is a popular option for dissertations and theses, especially for first-time researchers, as it allows you to develop your research on a solid foundation of existing literature and potentially even use existing survey measures.

Importantly, if you’re gonna go this route, you need to ensure that there’s a plausible reason why you’d expect potential differences in the specific context you choose. If there’s no reason to expect different results between existing and new contexts, the research gap wouldn’t be well justified. So, make sure that you can clearly articulate why your chosen context is “different” from existing studies and why that might reasonably result in different findings.

4. The Methodological Gap

Last but not least, we have the methodological gap. As the name suggests, this type of research gap emerges as a result of the research methodology or design of existing studies. With this approach, you’d argue that the methodology of existing studies is lacking in some way , or that they’re missing a certain perspective.

For example, you might argue that the bulk of the existing research has taken a quantitative approach, and therefore there is a lack of rich insight and texture that a qualitative study could provide. Similarly, you might argue that existing studies have primarily taken a cross-sectional approach , and as a result, have only provided a snapshot view of the situation – whereas a longitudinal approach could help uncover how constructs or variables have evolved over time.

Practical Examples

Let’s take a look at some practical examples so that you can see how research gaps are typically expressed in written form. Keep in mind that these are just examples – not actual current gaps (we’ll show you how to find these a little later!).

Context: Healthcare

Despite extensive research on diabetes management, there’s a research gap in terms of understanding the effectiveness of digital health interventions in rural populations (compared to urban ones) within Eastern Europe.

Context: Environmental Science

While a wealth of research exists regarding plastic pollution in oceans, there is significantly less understanding of microplastic accumulation in freshwater ecosystems like rivers and lakes, particularly within Southern Africa.

Context: Education

While empirical research surrounding online learning has grown over the past five years, there remains a lack of comprehensive studies regarding the effectiveness of online learning for students with special educational needs.

As you can see in each of these examples, the author begins by clearly acknowledging the existing research and then proceeds to explain where the current area of lack (i.e., the research gap) exists.

How To Find A Research Gap

Now that you’ve got a clearer picture of the different types of research gaps, the next question is of course, “how do you find these research gaps?” .

Well, we cover the process of how to find original, high-value research gaps in a separate post . But, for now, I’ll share a basic two-step strategy here to help you find potential research gaps.

As a starting point, you should find as many literature reviews, systematic reviews and meta-analyses as you can, covering your area of interest. Additionally, you should dig into the most recent journal articles to wrap your head around the current state of knowledge. It’s also a good idea to look at recent dissertations and theses (especially doctoral-level ones). Dissertation databases such as ProQuest, EBSCO and Open Access are a goldmine for this sort of thing. Importantly, make sure that you’re looking at recent resources (ideally those published in the last year or two), or the gaps you find might have already been plugged by other researchers.

Once you’ve gathered a meaty collection of resources, the section that you really want to focus on is the one titled “ further research opportunities ” or “further research is needed”. In this section, the researchers will explicitly state where more studies are required – in other words, where potential research gaps may exist. You can also look at the “ limitations ” section of the studies, as this will often spur ideas for methodology-based research gaps.

By following this process, you’ll orient yourself with the current state of research , which will lay the foundation for you to identify potential research gaps. You can then start drawing up a shortlist of ideas and evaluating them as candidate topics . But remember, make sure you’re looking at recent articles – there’s no use going down a rabbit hole only to find that someone’s already filled the gap 🙂

Let’s Recap

We’ve covered a lot of ground in this post. Here are the key takeaways:

• A research gap is an unanswered question or unresolved problem in a field, which reflects a lack of existing research in that space.
• The four most common types of research gaps are the classic literature gap, the disagreement gap, the contextual gap and the methodological gap. 
• To find potential research gaps, start by reviewing recent journal articles in your area of interest, paying particular attention to the FRIN section .

If you’re keen to learn more about research gaps and research topic ideation in general, be sure to check out the rest of the Grad Coach Blog . Alternatively, if you’re looking for 1-on-1 support with your dissertation, thesis or research project, be sure to check out our private coaching service .

Psst... there’s more!

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

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30 Comments

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Home » Research Gap – Types, Examples and How to Identify

Research Gap – Types, Examples and How to Identify

Table of Contents

Research Gap

Definition:

Research gap refers to an area or topic within a field of study that has not yet been extensively researched or is yet to be explored. It is a question, problem or issue that has not been addressed or resolved by previous research.

How to Identify Research Gap

Identifying a research gap is an essential step in conducting research that adds value and contributes to the existing body of knowledge. Research gap requires critical thinking, creativity, and a thorough understanding of the existing literature . It is an iterative process that may require revisiting and refining your research questions and ideas multiple times.

Here are some steps that can help you identify a research gap:

• Review existing literature: Conduct a thorough review of the existing literature in your research area. This will help you identify what has already been studied and what gaps still exist.
• Identify a research problem: Identify a specific research problem or question that you want to address.
• Analyze existing research: Analyze the existing research related to your research problem. This will help you identify areas that have not been studied, inconsistencies in the findings, or limitations of the previous research.
• Brainstorm potential research ideas : Based on your analysis, brainstorm potential research ideas that address the identified gaps.
• Consult with experts: Consult with experts in your research area to get their opinions on potential research ideas and to identify any additional gaps that you may have missed.
• Refine research questions: Refine your research questions and hypotheses based on the identified gaps and potential research ideas.
• Develop a research proposal: Develop a research proposal that outlines your research questions, objectives, and methods to address the identified research gap.

Types of Research Gap

There are different types of research gaps that can be identified, and each type is associated with a specific situation or problem. Here are the main types of research gaps and their explanations:

Theoretical Gap

This type of research gap refers to a lack of theoretical understanding or knowledge in a particular area. It can occur when there is a discrepancy between existing theories and empirical evidence or when there is no theory that can explain a particular phenomenon. Identifying theoretical gaps can lead to the development of new theories or the refinement of existing ones.

Empirical Gap

An empirical gap occurs when there is a lack of empirical evidence or data in a particular area. It can happen when there is a lack of research on a specific topic or when existing research is inadequate or inconclusive. Identifying empirical gaps can lead to the development of new research studies to collect data or the refinement of existing research methods to improve the quality of data collected.

Methodological Gap

This type of research gap refers to a lack of appropriate research methods or techniques to answer a research question. It can occur when existing methods are inadequate, outdated, or inappropriate for the research question. Identifying methodological gaps can lead to the development of new research methods or the modification of existing ones to better address the research question.

Practical Gap

A practical gap occurs when there is a lack of practical applications or implementation of research findings. It can occur when research findings are not implemented due to financial, political, or social constraints. Identifying practical gaps can lead to the development of strategies for the effective implementation of research findings in practice.

Knowledge Gap

This type of research gap occurs when there is a lack of knowledge or information on a particular topic. It can happen when a new area of research is emerging, or when research is conducted in a different context or population. Identifying knowledge gaps can lead to the development of new research studies or the extension of existing research to fill the gap.

Examples of Research Gap

Here are some examples of research gaps that researchers might identify:

• Theoretical Gap Example : In the field of psychology, there might be a theoretical gap related to the lack of understanding of the relationship between social media use and mental health. Although there is existing research on the topic, there might be a lack of consensus on the mechanisms that link social media use to mental health outcomes.
• Empirical Gap Example : In the field of environmental science, there might be an empirical gap related to the lack of data on the long-term effects of climate change on biodiversity in specific regions. Although there might be some studies on the topic, there might be a lack of data on the long-term effects of climate change on specific species or ecosystems.
• Methodological Gap Example : In the field of education, there might be a methodological gap related to the lack of appropriate research methods to assess the impact of online learning on student outcomes. Although there might be some studies on the topic, existing research methods might not be appropriate to assess the complex relationships between online learning and student outcomes.
• Practical Gap Example: In the field of healthcare, there might be a practical gap related to the lack of effective strategies to implement evidence-based practices in clinical settings. Although there might be existing research on the effectiveness of certain practices, they might not be implemented in practice due to various barriers, such as financial constraints or lack of resources.
• Knowledge Gap Example: In the field of anthropology, there might be a knowledge gap related to the lack of understanding of the cultural practices of indigenous communities in certain regions. Although there might be some research on the topic, there might be a lack of knowledge about specific cultural practices or beliefs that are unique to those communities.

Examples of Research Gap In Literature Review, Thesis, and Research Paper might be:

• Literature review : A literature review on the topic of machine learning and healthcare might identify a research gap in the lack of studies that investigate the use of machine learning for early detection of rare diseases.
• Thesis : A thesis on the topic of cybersecurity might identify a research gap in the lack of studies that investigate the effectiveness of artificial intelligence in detecting and preventing cyber attacks.
• Research paper : A research paper on the topic of natural language processing might identify a research gap in the lack of studies that investigate the use of natural language processing techniques for sentiment analysis in non-English languages.

How to Write Research Gap

By following these steps, you can effectively write about research gaps in your paper and clearly articulate the contribution that your study will make to the existing body of knowledge.

Here are some steps to follow when writing about research gaps in your paper:

• Identify the research question : Before writing about research gaps, you need to identify your research question or problem. This will help you to understand the scope of your research and identify areas where additional research is needed.
• Review the literature: Conduct a thorough review of the literature related to your research question. This will help you to identify the current state of knowledge in the field and the gaps that exist.
• Identify the research gap: Based on your review of the literature, identify the specific research gap that your study will address. This could be a theoretical, empirical, methodological, practical, or knowledge gap.
• Provide evidence: Provide evidence to support your claim that the research gap exists. This could include a summary of the existing literature, a discussion of the limitations of previous studies, or an analysis of the current state of knowledge in the field.
• Explain the importance: Explain why it is important to fill the research gap. This could include a discussion of the potential implications of filling the gap, the significance of the research for the field, or the potential benefits to society.
• State your research objectives: State your research objectives, which should be aligned with the research gap you have identified. This will help you to clearly articulate the purpose of your study and how it will address the research gap.

Importance of Research Gap

The importance of research gaps can be summarized as follows:

• Advancing knowledge: Identifying research gaps is crucial for advancing knowledge in a particular field. By identifying areas where additional research is needed, researchers can fill gaps in the existing body of knowledge and contribute to the development of new theories and practices.
• Guiding research: Research gaps can guide researchers in designing studies that fill those gaps. By identifying research gaps, researchers can develop research questions and objectives that are aligned with the needs of the field and contribute to the development of new knowledge.
• Enhancing research quality: By identifying research gaps, researchers can avoid duplicating previous research and instead focus on developing innovative research that fills gaps in the existing body of knowledge. This can lead to more impactful research and higher-quality research outputs.
• Informing policy and practice: Research gaps can inform policy and practice by highlighting areas where additional research is needed to inform decision-making. By filling research gaps, researchers can provide evidence-based recommendations that have the potential to improve policy and practice in a particular field.

Applications of Research Gap

Here are some potential applications of research gap:

• Informing research priorities: Research gaps can help guide research funding agencies and researchers to prioritize research areas that require more attention and resources.
• Identifying practical implications: Identifying gaps in knowledge can help identify practical applications of research that are still unexplored or underdeveloped.
• Stimulating innovation: Research gaps can encourage innovation and the development of new approaches or methodologies to address unexplored areas.
• Improving policy-making: Research gaps can inform policy-making decisions by highlighting areas where more research is needed to make informed policy decisions.
• Enhancing academic discourse: Research gaps can lead to new and constructive debates and discussions within academic communities, leading to more robust and comprehensive research.

Advantages of Research Gap

Here are some of the advantages of research gap:

• Identifies new research opportunities: Identifying research gaps can help researchers identify areas that require further exploration, which can lead to new research opportunities.
• Improves the quality of research: By identifying gaps in current research, researchers can focus their efforts on addressing unanswered questions, which can improve the overall quality of research.
• Enhances the relevance of research: Research that addresses existing gaps can have significant implications for the development of theories, policies, and practices, and can therefore increase the relevance and impact of research.
• Helps avoid duplication of effort: Identifying existing research can help researchers avoid duplicating efforts, saving time and resources.
• Helps to refine research questions: Research gaps can help researchers refine their research questions, making them more focused and relevant to the needs of the field.
• Promotes collaboration: By identifying areas of research that require further investigation, researchers can collaborate with others to conduct research that addresses these gaps, which can lead to more comprehensive and impactful research outcomes.

Disadvantages of Research Gap

While research gaps can be advantageous, there are also some potential disadvantages that should be considered:

• Difficulty in identifying gaps: Identifying gaps in existing research can be challenging, particularly in fields where there is a large volume of research or where research findings are scattered across different disciplines.
• Lack of funding: Addressing research gaps may require significant resources, and researchers may struggle to secure funding for their work if it is perceived as too risky or uncertain.
• Time-consuming: Conducting research to address gaps can be time-consuming, particularly if the research involves collecting new data or developing new methods.
• Risk of oversimplification: Addressing research gaps may require researchers to simplify complex problems, which can lead to oversimplification and a failure to capture the complexity of the issues.
• Bias : Identifying research gaps can be influenced by researchers’ personal biases or perspectives, which can lead to a skewed understanding of the field.
• Potential for disagreement: Identifying research gaps can be subjective, and different researchers may have different views on what constitutes a gap in the field, leading to disagreements and debate.

About the author

Muhammad Hassan

Researcher, Academic Writer, Web developer

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The Advanced Placement (AP) curriculum is administered by the College Board and serves as a standardized set of year-long high school classes that are roughly equivalent to one semester of college-level coursework. Although most students enroll in an actual course to prepare for their AP exams, many others will self-study for the exams without enrolling in the actual AP class.

AP classes are generally stand-alone subjects that easily translate to traditional college courses. Typically, they culminate in a standardized exam on which students are graded using a 5-point scale, which colleges and universities will use to determine credit or advanced standing. Starting in fall of 2014, though, this traditional AP course and exam format has begun to adapt in efforts by the College Board to reflect less stringent rote curriculum and a heavier emphasis on critical thinking skills.

The AP Capstone program is at the center of these changes, and its culmination course is AP Research. If you are interested in learning more about the AP Research Course and Assessment, and how they can prepare you for college-level work, read on for CollegeVine’s Ultimate Guide to the AP Research Course and Assessment.

About the Course and Assessment

The AP Research course is the second of two classes required for the AP Capstone™ Diploma . In order to enroll in this course you need to have completed the AP Seminar course during a previous year. Through that course, you will have learned to collect and analyze information with accuracy and precision, developed arguments based on facts, and effectively communicated your conclusions. During the AP Research course, you apply these skills on a larger platform. In the AP Research course, you can expect to learn and apply research methods and practices to address a real-world topic of your choosing, with the end result being the production and defense of a scholarly academic paper. Students who receive a score of 3 or higher on both the AP Seminar and AP Research courses earn an AP Seminar and Research Certificate™. Students who receive a score of 3 or higher on both courses and on four additional AP exams of their choosing receive the AP Capstone Diploma™.    

The AP Research course will guide you through the design, planning, and implementation of a year-long, research-based investigation to address a research question of interest to you. While working with an expert advisor, chosen by you with the help of your teacher, you will explore an academic topic, problem, or issue of your choosing and cultivate the skills and discipline necessary to conduct independent research and produce and defend a scholarly academic paper. Through explicit instruction in research methodology, ethical research practices, and documentation processes, you will develop a portfolio of scholarly work to frame your research paper and subsequent presentation of it.

Although the core content and skills remain standardized for every AP Research course, the implementation of this instruction may vary. Some AP Research courses may have a specific disciplinary focus wherein the course content is rooted in a specific subject, such as AP Research STEM Inquiries or AP Research Performing and Visual Arts. Similarly, other AP Research courses are offered in conjunction with a separate and specific AP class, such as AP Research and AP Biology wherein students are concurrently enrolled in both AP courses and content is presented in a cross-curricular approach. Alternatively, AP Research may be presented in the form of an internship wherein students who are already working with a discipline-specific expert adviser conduct independent studies and research of the student’s choosing while taking the AP Research class. Finally, some AP Research courses are delivered independently as a research methods class. In this style of class, students develop inquiry methods for the purpose of determining which method best fits their chosen topic of inquiry/research question, and each student then uses a selected method to complete his or her investigation.    

Only schools that currently offer the AP Capstone Diploma may offer the AP Research course. Because it is a part of a larger comprehensive, skills-based program, students may not self-study for the AP Research course or final paper. At this time, home-schooled students, home-school organizations, and online providers are not eligible to participate in AP Capstone.

Your performance in the AP Research course is assessed through two performance tasks. The first is the Academic Paper, which accounts for 75% of your total AP score. In this paper, you will present the findings of your yearlong research in 4,000-5,000 words. Although the official submission deadline for this task is April 30, the College Board strongly recommends that this portion of your assessment be completed by April 15 in order to allow enough time for the second of your performance tasks.

The second performance task is your Presentation and Oral Defense, which accounts for the remaining 25% of your total AP score. Using your research topic, your will prepare a 15-20 minute presentation in an appropriate format with appropriate accompanying media. Your defense will include fielding three to four questions from a panel consisting of your AP Research teacher and two additional panel members chosen at the discretion of your teacher.    

In 2016, fewer than 3,000 students submitted an AP Research project, but enrollment is projected to grow rapidly, since 12,000 students took the AP Seminar assessment in 2016 and most will presumably go on to submit an AP Research project in 2017. Scores from the 2016 AP Research projects reveal a high pass rate (score of three or higher) but a difficult rate of mastery. While 67.1% of students taking the assessments scored a three or higher, only 11.6% received the highest score of a five, while nearly 40% received a three. Only 2% of students submitting research projects received the lowest score of one.    

A full course description that can help to guide your planning and understanding of the knowledge required for the AP Research course and assessments can be found in the College Board course description .

Read on for tips for successfully completing the AP Research course.

How Should I Prepare for the AP Research Course?

As you undertake the AP Research course and performance tasks, you will be expected to conduct research, write a scholarly paper, and defend your work in a formal presentation.   Having already completed the AP Seminar course, these skills should be familiar to you. You should use your scores on the AP Seminar performance task to help guide your preparations for the AP Research performance tasks.

Carefully review your scores from AP Seminar. Make sure you understand where points were lost and why. It may be helpful to schedule a meeting with your AP Seminar teacher to review your work. Alternatively, your AP Research teacher may be willing to go over your AP Seminar projects with you. You might also ask a classmate to review your projects together to get a better idea of where points were earned and where points were lost. Use this review as a jumping point for your AP Research studies. You should go into the course with a good idea of where your strengths lie, and where you need to focus on improving.

A sample timeline for the AP Research course is available on page 36 of the course description . One detail worth noting is that the recommended timeline actually begins not in September with the start of the new school year, but instead begins in May with the completion of the AP Seminar course during the previous school year. It is then that you should begin to consider research topics, problems, or ideas. By September of the following school year, it is recommended that you have already finalized a research question and proposal, completed an annotated bibliography, and prepared to begin a preliminary inquiry proposal for peer review.    

What Content Will I Be Held Accountable For During the AP Research Course?

To be successful in the AP Research class, you will begin with learning to investigate relevant topics, compose insightful problem statements, and develop compelling research questions, with consideration of scope, to extend your thinking.   Your teacher will expect you to demonstrate perseverance through setting goals, managing time, and working independently on a long-term project. Specifically, you will prepare for your research project by:

• Identifying, applying, and implementing appropriate methods for research and data collection
• Accessing information using effective strategies
• Evaluating the relevance and credibility of information from sources and data
• Reading a bibliography for the purpose of understanding that it is a source for other research and for determining context, credibility, and scope
• Attributing knowledge and ideas accurately and ethically, using an appropriate citation style
• Evaluating strengths and weaknesses of others’ inquiries and studies

As in the AP Research course, you will continue to investigate real-world issues from multiple perspectives, gathering and analyzing information from various sources in order to develop credible and valid evidence- based arguments. You will accomplish this through instruction in the AP Research Big Ideas, also called the QUEST Framework. These include:

• Question and Explore: Questioning begins with an initial exploration of complex topics or issues. Perspectives and questions emerge that spark one’s curiosity, leading to an investigation that challenges and expands the boundaries of one’s current knowledge.
• Understand and Analyze Arguments: Understanding various perspectives requires contextualizing arguments and evaluating the authors’ claims and lines of reasoning.
• Evaluate Multiple Perspectives: Evaluating an issue involves considering and evaluating multiple perspectives, both individually and in comparison to one another.
• Synthesize Ideas: Synthesizing others’ ideas with one’s own may lead to new understandings and is the foundation of a well-reasoned argument that conveys one’s perspective.
• Team, Transform, and Transmit: Teaming allows one to combine personal strengths and talents with those of others to reach a common goal. Transformation and growth occur upon thoughtful reflection. Transmitting requires the adaptation of one’s message based on audience and context.

In addition, you will use four distinct reasoning processes as you approach your research. The reasoning processes are situating, choosing, defending , and connecting . When you situate ideas, you are aware of their context in your own perspective and the perspective of others, ensuring that biases do not lead to false assumptions. When you make choices about ideas and themes, you recognize that these choices will have both intended and unintentional consequences. As you defend your choices, you explain and justify them using a logical line of reasoning. Finally, when you connect ideas you see intersections within and/or across concepts, disciplines, and cultures.

For a glossary of research terms that you should become familiar with, see page 62 of the course description .

How Will I Know If I’m Doing Well in the AP Research Course?

Because your entire score for the AP Research course is determined by your research paper and presentation, which come at the very end of the course, it can be difficult to gauge your success until that point. Do yourself a favor and do not wait until your final scores come back to determine how successful you have been in the course.

As you undertake the AP Research course, there will be many opportunities for formative assessments throughout the semester. These assessments are used to give both you and your teacher an idea of the direction of instruction needed for you to master the skills required in the AP Research course. You should use these assessments to your advantage and capitalize on the feedback you receive through each. A list of possible activities used for these assessments can be found on page 41 of the course description .

Another way that you and your teacher will track your progress is through your Process and Reflection Portfolio (PREP). The PREP serves to document your development as you investigate your research questions, thereby providing evidence that you have demonstrated a sustained effort during the entire inquiry process. You will review your PREP periodically with your teacher, who will use it as a formative assessment to evaluate your progress.

Throughout the course, you will be assigned prompts and questions to respond to in your PREP. You will use this portfolio to document your research or artistic processes, communication with your expert adviser, and reflections on your thought processes. You should also write freely, journaling about your strengths and weaknesses with regard to implementing such processes and developing your arguments or aesthetic rationales. 

Your final PREP should include:

• Table of contents
• Completed and approved proposal form
• Specific pieces of work selected by the student to represent what he or she considers to be the best showcase for his or her work. (Examples might include: in-class (teacher-directed) free-writing about the inquiry process, resource list, annotated bibliography of any source important to the student’s work, photographs, charts, spreadsheets, and/or links to videos or other relevant visual research/project artifacts, draft versions of selected sections of the academic paper, or notes in preparation for presentation and oral defense.)
• Documentation of permission(s) received from primary sources, if required — for example, permission(s) from an IRB or other agreements with individuals, institutions, or organizations that provide primary and private data such as interviews, surveys, or investigations
• Documentation or log of the student’s interaction with expert adviser(s) and the role the expert adviser(s) played in the student’s learning and inquiry process (e.g., What areas of expertise did the expert adviser have that the student needed to draw from? Did the student get the help he or she needed — and if not, what did he or she do to ensure that the research process was successful? Which avenues of exploration did the expert adviser help the student to discover?)
• Questions asked to and feedback received from peer and adult reviewers both in the initial stages and at key points along the way
• Reflection on whether or not the feedback was accepted or rejected and why
• Attestation signed by the student which states, “I hereby affirm that the work contained in this Process and Reflection Portfolio is my own and that I have read and understand the AP Capstone TM Policy on Plagiarism and Falsification or Fabrication of Information”

It cannot be stressed enough how important it is to maintain strong communications with your teacher as you progress through the AP Research course. Not only is your teacher your best resource for learning new skills and knowledge, but also it is your teacher who will be responsible for grading your final performance tasks and as such, you should always have a strong understanding of how your work is being assessed and the ways in which you can improve it. Remember, your teacher wants you to succeed just as much as you do; work together as a team to optimize your chances.

How Should I Choose a Research Topic?

You will begin to consider research topics before the school year even starts. If your AP Research class is offered in conjunction with another course, such as those rooted in a specific subject or linked to another concurrent AP course, you will have some idea of the direction in which your research should head. Regardless of whether you know the precise subject matter of your topic, you should begin by asking yourself what you want to know, learn, or understand. The AP Research class provides a unique opportunity for you to guide your own learning in a direction that is genuinely interesting to you. You will find your work more engaging, exciting, and worthwhile if you choose a topic that you want to learn more about.

As you begin to consider research topics, you should:

• Develop a list of topics and high-level questions that spark your interest to engage in an individual research project
• Identify potential expert advisers to guide you in the planning and development of your research project (For tips on how to find a mentor, read CollegeVine’s “ How to Choose a Winning Science Fair Project Idea ”)
• Identify potential opportunities (if you are interested) to perform primary research with an expert adviser during the summer, via internships or summer research projects for high school students offered in the community and local higher education institutions
• Discuss research project planning skills and ideas with students who are currently taking or have already taken the AP Research course

You might also find inspiration from reading about past AP Research topics. One list of potential research questions can be found here and another can be found here . Keep in mind that these lists make great starting points and do a good job of getting you thinking about important subjects, but your research topic should ultimately be something that you develop independently as the result of careful introspection, discussions with your teacher and peers, and your own preliminary research.

Finally, keep in mind that if you pursue a research project that involves human subjects, your proposal will need to be reviewed and approved by an institutional review board (IRB) before experimentation begins. Talk with your teacher to decide if this is the right path for you before you get too involved in a project that may not be feasible.

Once you have decided on a research topic, complete an Inquiry Proposal Form. This will be distributed by your teacher and can also be found on page 55 of the course description .

How Do I Conduct My Research?

By the time you begin your AP Research course, you will have already learned many of the basics about research methods during your AP Seminar course. You should be comfortable collecting and analyzing information with accuracy and precision, developing arguments based on facts, and effectively communicating your point of view. These will be essential skills as you move forward in your AP Research project.

As you undertake your work, remember the skills you’ve already learned about research:

• Use strategies to aid your comprehension as you tackle difficult texts.
• Identify the author’s main idea and the methods that he or she uses to support it.
• Think about biases and whether other perspectives are acknowledged.
• Assess the strength of research, products, and arguments.
• Look for patterns and trends as you strive to make connections between multiple arguments.
• Think about what other issues, questions, or topics could be explored further.

You should be certain to keep track of all sources used in your research and cite them appropriately. The College Board has a strict policy against plagiarism. You can read more about its specifics on page 60 of the course description .

How Do I Write My Paper?

Before you begin writing your final paper, make sure to thoroughly read the Task Overview handout which will be distributed by your teacher. If you would like to see it beforehand, it can be found on page 56 of the course description . You should also review the outline of required paper sections on page 49 of the course description .

Your paper must contain the following sections:

› Introduction

› Method, Process, or Approach

› Results, Product, or Findings

› Discussion, Analysis, and/or Evaluation

› Conclusion and Future Directions

› Bibliography

Before you begin writing, organize your ideas and findings into an outline using the sections listed above. Be sure to consider how you can connect and analyze the evidence in order to develop an argument and support a conclusion. Also think about if there are any alternate conclusions that could be supported by your evidence and how you can acknowledge and account for your own biases and assumptions. 

Begin your paper by introducing and contextualizing your research question or problem. Make sure to include your initial assumptions and/or hypothesis. Next, include a literature review of previous work in the field and various perspectives on your topic. Use the literature review to highlight the gap in the current field of knowledge to be addressed by your research project. Then, explain and justify your methodology, present your findings, evidence, or data, and interpret the significance of these findings. Discuss implications for further research or limitations of your existing project. Finally, reflect on the project, how it could impact its field, and any possible next steps. Your paper should conclude with a comprehensive bibliography including all of the sources used in your process.

Make sure to proofread and edit your paper yourself, have it proofread and edited by a friend, and then proofread and edit it again before you complete your final draft.

How Do I Prepare For My Oral Defense?

Once your paper is finished, you may be tempted to sit back and rest on your laurels. Although you’ve no doubt expended a tremendous about of energy in producing a final product you can be proud of, don’t forget that the work is not over yet. Your oral defense accounts for 25% of your total score so it should be taken seriously.

Your oral defense is a 15-20 minute presentation that uses appropriate media to present your findings to an oral defense panel. You may choose any appropriate format for your presentation, as long as the presentation reflects the depth of your research. If your academic paper was accompanied by an additional piece of scholarly work (e.g., performance, exhibit, product), you should arrange with your teacher for him or her, along with the panelists, to view the scholarly work prior to your presentation.

As you plan your presentation, consider how you can best appeal to your audience. Consider different mediums for your presentation, and how those mediums might affect your credibility as a presenter. You want to be engaging to your audience while still being taken seriously.

Following your presentation, you will field three or four questions from your panelists. These will include one question pertaining to your research or inquiry process, one question focused on your depth of understanding, and one question about your reflection throughout the inquiry process as evidenced in your PREP. The fourth question and any follow-up questions are at the discretion of the panel. A list of sample oral defense questions begins on page 52 of the course description . For a complete outline of the oral defense, see page 49 of the course description . 

How Will My Work Be Assessed?

Because this assessment is only available to students enrolled in the AP Capstone program, your teacher will register you for the assessment when you enroll in the course. You should confirm with your teacher that you are registered for the assessment no later than March 1. 

You will submit your final paper and complete your oral presentation no later than April 30, at which point your teacher will submit your work and scores through an AP Digital Portfolio. Your presentation will be scored by your teacher alone. Your paper will be scored by your teacher and validated by the College Board.

You may find the scoring rubric from the 2016 performance tasks available here . You may find a collection authentic student research papers and scoring explanations available here .

Preparing for any AP assessment can be a stressful process. Having a specific plan of attack and a firm grasp of how your work is assessed will help you to feel prepared and score well. Use CollegeVine’s Ultimate Guide to the AP Research Course and Assessment to help shape your understanding of the course and how to complete your performance tasks effectively. When submission day arrives, you should feel better prepared and informed about the work you have produced.

For more about information about APs, check out these CollegeVine posts:

• Can AP Tests Actually Save You Thousands of Dollars?

• Should I Take AP/IB/Honors Classes?

• How to Choose Which AP Courses and Exams to Take

• What If My School Doesn’t Offer AP or IB Courses?

• Are All APs Created Equal in Admissions?

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Advanced Placement (AP)

AP Research is a class introduced by the College Board as a part of its new AP Capstone program. But what does it really involve? How can you do well?

In this article, I'll provide an overview of AP Research and give you some more information about whether you should take it and how you can be successful in the class.

What Is AP Research?

AP Research is the second course that students take in the AP Capstone program . It comes after AP Seminar.

If you take AP Seminar and AP Research, you will earn an AP Research and Seminar Certificate, and if you take both classes in addition to four other AP courses and exams, you will earn an AP Capstone Diploma. This program is very new (the College Board rolled out the full version in the fall of 2014), but you will most likely benefit from it in the college application process when schools see the types of advanced assignments you've completed in these research-focused classes.

In AP Research, students are encouraged to explore a topic or problem that interests them and design, plan, and conduct a year-long research project centered around it. The class represents the culmination of skills that students learn in AP Seminar, which include effectively analyzing sources, formulating coherent arguments backed up by evidence, and examining issues from differing points of view. Smaller research projects in AP Seminar will prepare you for the large-scale research project you will undertake in AP Research.

What Exactly Will You Do in AP Research?

AP Research consists entirely of a year-long research project. The end product is a 4000-5000 word academic paper and a 15-20 minute presentation with an oral defense. You will also be expected to compile the materials you used in your research into a portfolio. This piece of work is similar to a thesis project, so it’s good preparation for college academics. Topics for the research project are usually relatively open, but arguments for and against solutions to major problems in society tend to be the main focus. For example, you might investigate whether the government should invest more resources in finding and supporting sustainable energy sources.

In your academic paper, you will be expected to:

Introduce and contextualize your research question and your initial thoughts and hypotheses about it. In the case of my example, the research question might be "Should the government devote more resources to sustainable energy projects?" You would reflect on the question briefly here and share your initial uninformed opinions before diving into any research.

Review previous ideas and works on the subject and their arguments and perspectives. This is where you would address arguments for and against the adoption of policies to promote the use of sustainable energy. This section lays the groundwork for your arguments in later sections of the paper.

Explain your research method and why you approached the question this way. Here, you would discuss how you went about compiling sources for your research and how you collected the information. This lends credibility to your argument in the next section.

Present your findings and interpret their significance in connection to your research question. In this section, you would lay out your argument based on the evidence you discovered through your research. In the example, your argument might be that we should devote more resources to sustainable energy projects because the long term consequences of continuing to use non-renewable energy sources will be extremely dire. You could support this argument with research that you touched on in previous sections.

Discuss the implications and limitations of your findings and reflect on the process. This is where you would talk about any qualifiers related to your argument in the previous section. If you can't be absolutely sure of a conclusion that you drew or there is some speculation involved, you would go over those potential limitations. You would also talk about what your findings mean in a larger context.

Talk about potential next steps on the issue in view of these findings. Basically, this is the "so what?" section. This is where you would present your ideas for what practical steps the world might take based on your research. In the example, this could be something like providing better tax incentives for businesses that use renewable energy sources or rearranging money in the government's budget in a specific way so that more of it goes towards clean energy projects.

Provide a complete bibliography. This is pretty self-explanatory. You'll need to cite all your sources correctly and make sure that they're trustworthy.

After you turn in your paper, you will also deliver a 15-20 minute presentation to a panel of teachers in whatever format works best for your research. You'll be asked to give a defense of your findings after your presentation. Your AP Research teacher and two panel members chosen by your teacher will ask you three or four questions about your work, and you'll have to answer them based on your research. 

Should You Take AP Research?

First of all, you can only take AP Research if you take AP Seminar beforehand. Make sure you plan out your classes carefully if you want to end up in this class!

If you are looking to earn the AP Research and Seminar Certificate or the AP Capstone Diploma, you will need to take this class. Keep in mind that for the Capstone Diploma you’ll also need to take four more AP classes and exams.

Some colleges will offer you credit for taking these classes or will allow you to place out of introductory courses that are required for other students. This can make things a little easier on you during your freshman year.

You’ll also be better prepared for college academics if you take AP Research. You will already be familiar with the process of collecting research and using it to formulate an opinion on a topic. When you're assigned your first research paper, you’ll know exactly where to start.

Aside from those benefits, AP Research can be a fun way to explore a topic that genuinely interests you. You'll have a ton of freedom when it comes to choosing your topic, so you can explore almost any idea that you find compelling. AP Research is a good choice for students who are looking for a way to enrich their high school experience with independent research and enroll in competitive college programs.

How Can You Do Well in AP Research?

In AP Research, the most important rule for doing well is to avoid falling behind! ;Since your entire grade rests on one long-term project, you will need to make sure that you are diligent about staying on task throughout the year. It’s tempting to procrastinate when it seems like you have such a long time to complete the project, but you won’t get the most out of your research if you don’t spread out your work. You want to avoid turning in a sub-par project that you don’t believe in because you ran out of time.

I would also suggest that you finish doing all of your research before you start writing any part of your paper. It's hard to write a cohesive argument when you're adding to it piece by piece as you go along. It's best to compile all the information you need first, figure out your argument based on the evidence, and then start structuring your paper around it. This might seem obvious, but sometimes with these types of projects it's tempting to start working on the part that you actually have to turn in before you've fully explored all the background information.

In a related point, you should be flexible and accept that you may need to reframe your research question. You never know what dead ends you might hit or how you might need to change your project as you learn more about your topic. The best way to plan for these scenarios is to start your research early. The highest-quality projects will be those that adapt to new findings over time. You will have to defend your work, so you should be sure that you believe in the point of view that you’re selling and that it's backed up by solid evidence.

Finally, you should choose a research question that fascinates you. Working on a research project for a whole year can get tedious, and you don't want to be completely sick of your topic after a couple of months. Talk to your teacher about your interests so that you can work together to find a viable research question that will hold your focus.

AP Research is the second class in the AP Capstone program after AP Seminar. It's similar to an independent study class and consists entirely of one year-long research project on a topic of your choice. You will write a research paper summarizing your findings and then give an oral presentation followed by a defense of your argument.

AP Research can be a useful class for students who want to be well-prepared for college-level assignments. It's a great way to hone your skills in effectively conducting research and formulating arguments based on evidence. It also might be a nice break from your other classes because of the level of freedom it provides to students. It's an opportunity to learn more about nearly any topic or question that intrigues you!

What's Next?

Not sure if you can take AP Research at your school? Consult this article for a list of all the high schools that offer the AP Capstone program.

You should also take at this article for a detailed guide to which AP classes you should take in general.

If you're on the fence about AP classes in general, check out this article for more information on how AP classes and exams might benefit you.

Samantha is a blog content writer for PrepScholar. Her goal is to help students adopt a less stressful view of standardized testing and other academic challenges through her articles. Samantha is also passionate about art and graduated with honors from Dartmouth College as a Studio Art major in 2014. In high school, she earned a 2400 on the SAT, 5's on all seven of her AP tests, and was named a National Merit Scholar.

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Identifying Research Gaps to Pursue Innovative Research

This article is an excerpt from a lecture given by my Ph.D. guide, a researcher in public health. She advised us on how to identify research gaps to pursue innovative research in our fields.

What is a Research Gap?

Today we are talking about the research gap: what is it, how to identify it, and how to make use of it so that you can pursue innovative research. Now, how many of you have ever felt you had discovered a new and exciting research question , only to find that it had already been written about? I have experienced this more times than I can count. Graduate studies come with pressure to add new knowledge to the field. We can contribute to the progress and knowledge of humanity. To do this, we need to first learn to identify research gaps in the existing literature.

A research gap is, simply, a topic or area for which missing or insufficient information limits the ability to reach a conclusion for a question. It should not be confused with a research question, however. For example, if we ask the research question of what the healthiest diet for humans is, we would find many studies and possible answers to this question. On the other hand, if we were to ask the research question of what are the effects of antidepressants on pregnant women, we would not find much-existing data. This is a research gap. When we identify a research gap, we identify a direction for potentially new and exciting research.

How to Identify Research Gap?

Considering the volume of existing research, identifying research gaps can seem overwhelming or even impossible. I don’t have time to read every paper published on public health. Similarly, you guys don’t have time to read every paper. So how can you identify a research gap?

There are different techniques in various disciplines, but we can reduce most of them down to a few steps, which are:

• Identify your key motivating issue/question
• Identify key terms associated with this issue
• Review the literature, searching for these key terms and identifying relevant publications
• Review the literature cited by the key publications which you located in the above step
• Identify issues not addressed by  the literature relating to your critical  motivating issue

It is the last step which we all find the most challenging. It can be difficult to figure out what an article is  not  saying. I like to keep a list of notes of biased or inconsistent information. You could also track what authors write as “directions for future research,” which often can point us towards the existing gaps.

Different Types of Research Gaps

Identifying research gaps is an essential step in conducting research, as it helps researchers to refine their research questions and to focus their research efforts on areas where there is a need for more knowledge or understanding.

1. Knowledge gaps

These are gaps in knowledge or understanding of a subject, where more research is needed to fill the gaps. For example, there may be a lack of understanding of the mechanisms behind a particular disease or how a specific technology works.

2. Conceptual gaps

These are gaps in the conceptual framework or theoretical understanding of a subject. For example, there may be a need for more research to understand the relationship between two concepts or to refine a theoretical framework.

3. Methodological gaps

These are gaps in the methods used to study a particular subject. For example, there may be a need for more research to develop new research methods or to refine existing methods to address specific research questions.

4. Data gaps

These are gaps in the data available on a particular subject. For example, there may be a need for more research to collect data on a specific population or to develop new measures to collect data on a particular construct.

5. Practical gaps

These are gaps in the application of research findings to practical situations. For example, there may be a need for more research to understand how to implement evidence-based practices in real-world settings or to identify barriers to implementing such practices.

Examples of Research Gap

Limited understanding of the underlying mechanisms of a disease:.

Despite significant research on a particular disease, there may be a lack of understanding of the underlying mechanisms of the disease. For example, although much research has been done on Alzheimer’s disease, the exact mechanisms that lead to the disease are not yet fully understood.

Inconsistencies in the findings of previous research:

When previous research on a particular topic has inconsistent findings, there may be a need for further research to clarify or resolve these inconsistencies. For example, previous research on the effectiveness of a particular treatment for a medical condition may have produced inconsistent findings, indicating a need for further research to determine the true effectiveness of the treatment.

Limited research on emerging technologies:

As new technologies emerge, there may be limited research on their applications, benefits, and potential drawbacks. For example, with the increasing use of artificial intelligence in various industries, there is a need for further research on the ethical, legal, and social implications of AI.

How to Deal with Literature Gap?

Once you have identified the literature gaps, it is critical to prioritize. You may find many questions which remain to be answered in the literature. Often one question must be answered before the next can be addressed. In prioritizing the gaps, you have identified, you should consider your funding agency or stakeholders, the needs of the field, and the relevance of your questions to what is currently being studied. Also, consider your own resources and ability to conduct the research you’re considering. Once you have done this, you can narrow your search down to an appropriate question.

Tools to Help Your Search

There are thousands of new articles published every day, and staying up to date on the literature can be overwhelming. You should take advantage of the technology that is available. Some services include  PubCrawler ,  Feedly ,  Google Scholar , and PubMed updates. Stay up to date on social media forums where scholars share new discoveries, such as Twitter. Reference managers such as  Mendeley  can help you keep your references well-organized. I personally have had success using Google Scholar and PubMed to stay current on new developments and track which gaps remain in my personal areas of interest.

The most important thing I want to impress upon you today is that you will struggle to  choose a research topic  that is innovative and exciting if you don’t know the existing literature well. This is why identifying research gaps starts with an extensive and thorough  literature review . But give yourself some boundaries.  You don’t need to read every paper that has ever been written on a topic. You may find yourself thinking you’re on the right track and then suddenly coming across a paper that you had intended to write! It happens to everyone- it happens to me quite often. Don’t give up- keep reading and you’ll find what you’re looking for.

Class dismissed!

How do you identify research gaps? Share your thoughts in the comments section below.

Frequently Asked Questions

A research gap can be identified by looking for a topic or area with missing or insufficient information that limits the ability to reach a conclusion for a question.

Identifying a research gap is important as it provides a direction for potentially new research or helps bridge the gap in existing literature.

Gap in research is a topic or area with missing or insufficient information. A research gap limits the ability to reach a conclusion for a question.

Thank u for your suggestion.

Very useful tips specially for a beginner

Thank you. This is helpful. I find that I’m overwhelmed with literatures. As I read on a particular topic, and in a particular direction I find that other conflicting issues, topic a and ideas keep popping up, making me more confused.

I am very grateful for your advice. It’s just on point.

The clearest, exhaustive, and brief explanation I have ever read.

Thanks for sharing

Thank you very much.The work is brief and understandable

Thank you it is very informative

Thanks for sharing this educative article

Thank you for such informative explanation.

Great job smart guy! Really outdid yourself!

Nice one! I thank you for this as it is just what I was looking for!😃🤟

Thank you so much for this. Much appreciated

Thank you so much.

Thankyou for ur briefing…its so helpful

Thank you so much .I’ved learn a lot from this.❤️

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What is a Research Gap

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Table of Contents

If you are a young researcher, or even still finishing your studies, you’ll probably notice that your academic environment revolves around certain research topics, probably linked to your department or to the interest of your mentor and direct colleagues. For example, if your department is currently doing research in nanotechnology applied to medicine, it is only natural that you feel compelled to follow this line of research. Hopefully, it’s something you feel familiar with and interested in – although you might take your own twists and turns along your career.

Many scientists end up continuing their academic legacy during their professional careers, writing about their own practical experiences in the field and adapting classic methodologies to a present context. However, each and every researcher dreams about being a pioneer in a subject one day, by discovering a topic that hasn’t been approached before by any other scientist. This is a research gap.

Research gaps are particularly useful for the advance of science, in general. Finding a research gap and having the means to develop a complete and sustained study on it can be very rewarding for the scientist (or team of scientists), not to mention how its new findings can positively impact our whole society.

How to Find a Gap in Research

How many times have you felt that you have finally formulated THAT new and exciting question, only to find out later that it had been addressed before? Probably more times than you can count.

There are some steps you can take to help identify research gaps, since it is impossible to go through all the information and research available nowadays:

• Select a topic or question that motivates you: Research can take a long time and surely a large amount of physical, intellectual and emotional effort, therefore choose a topic that can keep you motivated throughout the process.
• Find keywords and related terms to your selected topic: Besides synthesizing the topic to its essential core, this will help you in the next step.
• Use the identified keywords to search literature: From your findings in the above step, identify relevant publications and cited literature in those publications.
• Look for topics or issues that are missing or not addressed within (or related to) your main topic.
• Read systematic reviews: These documents plunge deeply into scholarly literature and identify trends and paradigm shifts in fields of study. Sometimes they reveal areas or topics that need more attention from researchers and scientists.

Keeping track of all the new literature being published every day is an impossible mission. Remember that there is technology to make your daily tasks easier, and reviewing literature can be one of them. Some online databases offer up-to-date publication lists with quite effective search features:

• Elsevier’s Scope
• Google Scholar

Of course, these tools may be more or less effective depending on knowledge fields. There might be even better ones for your specific topic of research; you can learn about them from more experienced colleagues or mentors.

Find out how FINER research framework can help you formulate your research question.

Literature Gap

The expression “literature gap” is used with the same intention as “research gap.” When there is a gap in the research itself, there will also naturally be a gap in the literature. Nevertheless, it is important to stress out the importance of language or text formulations that can help identify a research/literature gap or, on the other hand, making clear that a research gap is being addressed.

When looking for research gaps across publications you may have noticed sentences like:

…has/have not been… (studied/reported/elucidated) …is required/needed… …the key question is/remains… …it is important to address…

These expressions often indicate gaps; issues or topics related to the main question that still hasn’t been subject to a scientific study. Therefore, it is important to take notice of them: who knows if one of these sentences is hiding your way to fame.

Language Editing Services by Elsevier Author Services:

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Last Updated: Jun 27, 2023 Views: 468078

What is a research gap.

A research gap is a question or a problem that has not been answered by any of the existing studies or research within your field. Sometimes, a research gap exists when there is a concept or new idea that hasn't been studied at all. Sometimes you'll find a research gap if all the existing research is outdated and in need of new/updated research (studies on Internet use in 2001, for example). Or, perhaps a specific population has not been well studied (perhaps there are plenty of studies on teenagers and video games, but not enough studies on toddlers and video games, for example). These are just a few examples, but any research gap you find is an area where more studies and more research need to be conducted. Please view this video clip from our Sage Research Methods database for more helpful information: How Do You Identify Gaps in Literature?

How do I find one?

It will take a lot of research and reading.  You'll need to be very familiar with all the studies that have already been done, and what those studies contributed to the overall body of knowledge about that topic. Make a list of any questions you have about your topic and then do some research to see if those questions have already been answered satisfactorily. If they haven't, perhaps you've discovered a gap!  Here are some strategies you can use to make the most of your time:

• One useful trick is to look at the “suggestions for future research” or conclusion section of existing studies on your topic. Many times, the authors will identify areas where they think a research gap exists, and what studies they think need to be done in the future.
• As you are researching, you will most likely come across citations for seminal works in your research field. These are the research studies that you see mentioned again and again in the literature.  In addition to finding those and reading them, you can use a database like Web of Science to follow the research trail and discover all the other articles that have cited these. See the FAQ: I found the perfect article for my paper. How do I find other articles and books that have cited it? on how to do this. One way to quickly track down these seminal works is to use a database like SAGE Navigator, a social sciences literature review tool. It is one of the products available via our SAGE Knowledge database.
• In the PsycINFO and PsycARTICLES databases, you can select literature review, systematic review, and meta analysis under the Methodology section in the advanced search to quickly locate these. See the FAQ: Where can I find a qualitative or quantitative study? for more information on how to find the Methodology section in these two databases.
• In CINAHL , you can select Systematic review under the Publication Type field in the advanced search. 
• In Web of Science , check the box beside Review under the Document Type heading in the “Refine Results” sidebar to the right of the list of search hits.
• If the database you are searching does not offer a way to filter your results by document type, publication type, or methodology in the advanced search, you can include these phrases (“literature reviews,” meta-analyses, or “systematic reviews”) in your search string.  For example, “video games” AND “literature reviews” could be a possible search that you could try.

Please give these suggestions a try and contact a librarian for additional assistance.

Content authored by: GS

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Best 7 Gap Analysis Tools to Empower Your Business

It’s an old problem in business: you want to grow your company and implement your strategy, but you don’t know where or how to invest. Does this sound familiar? If so, you should explore gap analysis tools.

To reach its full potential, an organization must make the best use of its resources, money, and technology. A gap analysis tool can help in this situation.

A gap analysis tool is also important for any organization’s performance. It lets companies see where they are now and where they want to be. With a gap analysis, companies can review their goals again to determine whether they are on the right track to achieving them.

In this blog, we will explore seven of the best gap analysis tools that can empower your business:

What is Gap Analysis?

Gap analysis is a strategic tool used in business and project management to assess the discrepancy or “gap” between current affairs and the desired state or goals. It involves comparing the current performance or status of an organization, process, product, or project with where it ideally should be or where the organization wants it to be in the future.

You need gap analysis to identify areas where there is a difference between the current situation and the desired outcome. By understanding these gaps, organizations can develop strategies to bridge them and more effectively achieve their objectives.

What are Gap Analysis Tools?

Gap analysis tools are methodologies or frameworks used to assess the discrepancies or “gaps” between a company’s current state and its desired future state. These tools help organizations identify gaps where improvements are needed to achieve their goals. 

These tools have their own strengths and weaknesses, and the choice of tool depends on the specific needs and objectives of the organization. The ultimate goal of using these tools is to provide insights that can inform strategic decision-making and drive continuous improvement within the organization.

Importance of Gap Analysis Tools

Gap analysis tools facilitate a more in-depth analysis process and maximize its effectiveness. Their competitive advantage lies in several key aspects:

• Structured Analysis: They provide a systematic analysis framework, ensuring all the contributing factors are considered.
• Data Organization: These tools help gather, organize, and manage data efficiently, making it easier to identify performance gaps.
• Quantitative and Qualitative Insights: They support quantitative metrics and qualitative feedback, allowing for a comprehensive evaluation.
• Customization: Gap analysis tools can be tailored to the organization’s specific needs, ensuring relevance and accuracy.
• Collaboration: They facilitate collaboration among team members and stakeholders, promoting transparency and alignment.
• Action Planning: These tools assist in developing action plans and monitoring progress toward closing performance gaps.
• Documentation and Reporting: They generate reports and visualizations to communicate findings effectively, aiding decision-making and accountability.

Best 7 Gap Analysis Tools in 2024

Here, we’ll explore seven of the best gap analysis tools that can empower your business to thrive in today’s challenging environment.

1. QuestionPro

QuestionPro is a robust survey software that enables businesses to collect feedback, analyze data, and make informed decisions. While traditionally used for surveying, QuestionPro can also serve as a powerful tool for conducting gap analysis. By leveraging its diverse features, businesses can pinpoint gaps between current performance and desired outcomes, paving the way for strategic improvements.

Best Features:

• Customizable surveys.
• Multichannel distribution.
• Panel management.
• Extensive library of survey templates for quick deployment.
• Collaboration tools enable real-time teamwork and feedback exchange.
• Advanced analytics providing real-time insights.
• Interactive reports with customizable dashboards.
• Seamless integration capabilities.
• Mobile compatibility for enhanced accessibility.
• Extensive library of survey templates.
• Robust data security features.
• Some limitations in customization compared to other tools.

Pricing: 

• QuestionPro offers a range of pricing plans, starting from a free plan with limited features and the Essential plan starts at $99 monthly.

2. SWOT analysis

SWOT analysis is a strategic planning tool used to evaluate the Strengths, Weaknesses, Opportunities, and Threats facing an organization or a specific project. It provides a comprehensive overview of internal and external factors impacting business objectives. 

When applied as a gap analysis tool, SWOT helps businesses identify discrepancies between their current state and desired outcomes, paving the way for strategic decision-making and targeted improvements.

• Comprehensive analysis.
• Cost-effective methodology.
• Facilitates collaboration.
• Generates actionable insights.
• Supports continuous improvement initiatives.
• Widely adopted across industries for its effectiveness.
• Strategic planning to capitalize on strengths and opportunities.
• Flexibility to adapt to various business contexts.
• Easy-to-understand framework for stakeholders.
• Quick assessment suitable for time-sensitive situations.
• Promotes collaboration among team members.
• Subjective assessments may lead to bias.
• Oversimplification of complex business dynamics.
• Lack of inherent prioritization of factors.
• Pricing is available upon request.

Program Evaluation and Review Technique (PERT) is a project management tool used to analyze and represent the tasks involved in completing a project. Although traditionally associated with project management, PERT can also serve as a powerful tool for conducting gap analysis, particularly in identifying discrepancies between current and desired project timelines or resource allocations.

• Visual representation.
• Resource allocation optimization.
• Flexibility to adapt to projects.
• Scenario analysis.
• Integration capabilities.
• Identification of critical path for focused attention.
• Integration of risk management considerations.
• Collaboration among project stakeholders.
• Optimization tools for schedule and resource management.
• Performance metrics for evaluation and improvement.
• Complexity, especially for projects with numerous tasks.
• Assumes unlimited resource availability.
• PERT analysis itself does not incur direct costs, but businesses may choose to use project management software or hire consultants with expertise in PERT analysis, incurring varying costs based on the chosen solution or service provider.

Ahrefs is a comprehensive SEO toolset widely used by marketers, businesses, and SEO professionals to analyze website performance, conduct keyword research, and track backlinks. While primarily known for its SEO capabilities, Ahrefs can also serve as a powerful tool for conducting competitive gap analysis.

• Detailed backlink analysis.
• Advanced keyword research tools.
• Content exploration and analysis.
• Site audit for technical SEO issues.
• Competitive analysis tools.
• Rank tracking for keyword performance.
• Link building opportunity identification.
• SERP features analysis.
• User-friendly interface.
• Data limitations based on the subscription plan.
• Primarily focused on SEO analysis.

Pricing:  

• Ahrefs offers subscription plans available on request.

5. Fishbone diagram

The Fishbone diagram, also known as the Ishikawa diagram or Cause-and-Effect diagram, is a visual tool for identifying gaps and the root causes of a problem or phenomenon. While commonly applied in quality management and process improvement, the Fishbone diagram can also be an effective tool for gap analysis.

• Root cause identification.
• Facilitates brainstorming and collaboration.
• Adaptable to various contexts and industries.
• Supports problem-solving and decision-making.
• Encourages evidence-based analysis.

Pros:  

• Visual representation of factors contributing to a problem.
• Structured framework for organizing causes into categories.
• Easy-to-understand format accessible to all stakeholders.
• Supports continuous improvement efforts.
• Provides a visual record of the analysis process.
• Interpretation challenges and potential disagreements among team members.

6. McKinsey 7-S model

The McKinsey 7-S Model is a strategic management framework developed by McKinsey & Company, a leading global management consulting firm. While originally designed for organizational analysis and change management, the McKinsey 7-S Model can also serve as a powerful tool for conducting gap analysis.

• Strategic alignment assessment.
• Focus on leadership style and employee engagement.
• Supports change management efforts.
• Provides a structured framework for analysis.

Pros: 

• Holistic view of organizational effectiveness.
• Actionable insights for decision-making.
• Adaptability to various organizational contexts.
• Complexity may be overwhelming for some organizations.

Pricing : 

• The McKinsey 7-S Model itself does not fix direct costs, as it is a methodology rather than a software tool. However, businesses may incur costs if they choose to engage management consultants or organizational development experts to facilitate the gap analysis process using the model.

7. Lucidchart

Lucidchart is a cloud-based diagramming software that allows users to create flowcharts, diagrams, wireframes, and other visual representations. While not specifically designed as a gap analysis tool, Lucidchart’s versatility and collaborative features make it well-suited for conducting various types of analyses, including gap analysis.

• Intuitive interface and drag-and-drop functionality.
• Real-time collaboration.
• Extensive library of a pre-designed gap analysis template.
• Revision history for tracking changes.
• Data imported from external sources.
• Integration with other tools and platforms.
• Customization options for diagrams and shapes.
• Advanced security features for data protection.
• Presentation mode for communicating findings.
• Cloud-based accessibility for remote work.
• The learning curve for mastering advanced features.
• Cost may be prohibitive for some users.

Conducting Gap Analysis with QuestionPro Survey Software

Understanding the gaps between customer expectations and service delivery is crucial for success. Fortunately, QuestionPro’s market research survey software offers a powerful solution to effectively identify and address these gaps. 

With its intuitive interface and innovative features, QuestionPro empowers businesses to conduct comprehensive gap analysis and drive continuous improvement. Let’s delve into the gap analysis process using QuestionPro survey software:

• Accessing Gap Analysis:

To initiate the gap analysis process, log in to your QuestionPro account and navigate to the “Surveys” section. Access the “Reports” tab and choose “Choice Modelling.” Here, you’ll find the option to select “GAP Analysis.”

• Setting Up the Analysis:

Once you’ve accessed the GAP Analysis feature, you’ll be prompted to select the relevant question from the drop-down menu. This question will serve as the basis for your analysis, allowing you to compare customer expectations with actual delivery.

• Running the Analysis:

QuestionPro’s GAP Analysis tool utilizes a side-by-side matrix question format called a multi-dimensional matrix. This format enables respondents to rate different attributes (such as Customer Service, On-Time Delivery, etc.) based on their importance and satisfaction levels.

• Analyzing the Results:

After collecting responses, QuestionPro provides robust analytical tools to interpret the data effectively. You can visualize the gaps between expectations and delivery, gaining valuable insights into areas for improvement.

• Generating Reports:

Once the analysis is complete, QuestionPro lets you download comprehensive reports in various formats, including Excel and PowerPoint. These reports can be shared with stakeholders, facilitating data-driven decision-making and action planning.

Benefits of Using QuestionPro for Gap Analysis:

• Efficiency: QuestionPro streamlines the entire gap analysis process, saving time and resources.
• Accuracy: With its advanced survey features, QuestionPro ensures accurate data collection and analysis.
• Customization: Businesses can tailor the analysis to their specific needs, ensuring relevance and depth.
• Collaboration: QuestionPro facilitates collaboration among team members, fostering a collaborative approach to addressing gaps.
• Actionable Insights: QuestionPro empowers businesses to make informed decisions and drive continuous improvement by uncovering areas for improvement.

Gap analysis tools are one of the most effective ways to find growth opportunities. They give your company a strategy based on data and industry standards.

Meeting people’s expectations is never easy, but the analysis helps you make a plan by taking things one step at a time. It is a thorough, step-by-step process that gives you a detailed action plan. 

You can use it to fix a specific problem or just be proactive about making new strategies. QuestionPro has useful tools that can help you do a good gap analysis. By using its survey and research tools, businesses can find out where they can improve and develop plans to close the gaps in their performance.

QuestionPro’s easy-to-use interface and customizable features make it a complete solution for companies that want to improve their processes and grow. So sign up now to get your desired outcome!

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Research: Boards Still Have an ESG Expertise Gap — But They’re Improving

• Tensie Whelan

Over the last five years, the percentage of Fortune 100 board members possessing relevant credentials rose from 29% to 43%.

The role of U.S. public boards in managing environmental, social, and governance (ESG) issues has significantly evolved over the past five years. Initially, boards were largely unprepared to handle materially financial ESG topics, lacking the necessary background and credentials. However, recent developments show a positive shift, with the percentage of Fortune 100 board members possessing relevant ESG credentials rising from 29% to 43%. This increase is primarily in environmental and governance credentials, while social credentials have seen less growth. Despite this progress, major gaps remain, particularly in climate change and worker welfare expertise. Notably, the creation of dedicated ESG/sustainability committees has surged, promoting better oversight of sustainability issues. This shift is crucial as companies increasingly face both regulatory pressures and strategic opportunities in transitioning to a low carbon economy.

Knowing the right questions to ask management on material environmental, social, and governance issues has become an important part of a board’s role. Five years ago, our research at NYU Stern Center for Sustainable Business found U.S. public boards were not fit for this purpose — very few had the background and credentials necessary to provide oversight of  ESG topics such as climate, employee welfare, financial hygiene, and cybersecurity. Today, we find that while boards are still woefully underprepared in certain areas, there has been some important progress .

• TW Tensie Whelan is a clinical professor of business and society and the director of the NYU Stern Center for Sustainable Business, and she sits on the advisory boards of Arabesque and Inherent Group.

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USC cancels graduation ceremony and dozens are arrested on other campuses as anti-war protests grow

At usc, tensions were already high after the university canceled a planned commencement speech by the school’s pro-palestinian valedictorian, citing safety concerns, by steve leblanc and nick perry | associated press • published april 25, 2024 • updated on april 25, 2024 at 11:50 pm.

The University of Southern California canceled its main graduation ceremony and dozens more college students were arrested at other campuses nationwide Thursday as protests against the Israel-H a mas war continued to spread.

College officials across the U.S. are worried the ongoing protests could disrupt plans for commencement ceremonies next month. Some universities have called in police to break up the demonstrations, resulting in ugly scuffles and hundreds of arrests, while others appeared content to wait out student protests as the final days of the semester ticked down.

Schools such as Columbia University in New York continued to negotiate with protesters who first set up an encampment last week. At California State Polytechnic University, Humboldt, faculty members met with students who have barricaded themselves inside a campus building since Monday, trying to negotiate a solution. The campus was shut down earlier this week with classes moved online.

Other universities are rewriting their rules to ban encampments and moving final exams to new locations.

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But encampments and protests continued to spring up Thursday. At Indiana University Bloomington, a tent encampment popped up before police with shields and batons shoved into a line of protesters, arresting 33 people.

At the City College of New York, hundreds of students who were gathered on the lawn beneath the Harlem campus’ famed gothic buildings erupted in cheers after a small contingent of police officers retreated from the scene. In one corner of the quad, a “security training” was held among students.

Police arrested one protester and tore down tents at the University of Connecticut Thursday, while demonstrators at Stanford University rallied on a day when newly admitted students visited the campus.

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Students protesting the war are demanding  schools cut financial ties  to Israel and divest from companies enabling the conflict. Some Jewish students say the protests have veered into antisemitism and made them afraid to set foot on campus.

USC announced the cancellation of the May 10 graduation ceremony a day after more than 90 protesters were arrested on campus. The university said it will still host dozens of commencement events, including all the traditional individual school commencement ceremonies.

Tensions were already high after USC  canceled a planned commencement speech  by the school’s pro-Palestinian valedictorian, citing safety concerns.

“We understand that this is disappointing; however, we are adding many new activities and celebrations to make this commencement academically meaningful, memorable, and uniquely USC," the university said in a statement Thursday.

The Los Angeles Police Department said 93 people were arrested Wednesday night during a campus protest for allegedly trespassing. One person was arrested on allegations of assault with a deadly weapon.

At Emerson College in Boston, 108 people were arrested overnight at an alleyway encampment. Video shows police first warning students in the alleyway to leave. Students linked arms to resist officers, who moved forcefully through the crowd and threw some protesters to the ground.

“As the night progressed, it got tenser and tenser. There were just more cops on all sides. It felt like we were being slowly pushed in and crushed,” said Ocean Muir, a sophomore.

Muir said police lifted her by her arms and legs and carried her away. Along with other students, Muir was charged Thursday with trespassing and disorderly conduct.

Emerson College leaders had warned students that the alley was a public right-of-way and city authorities had threatened to take action if the protesters didn’t leave. Emerson canceled classes Thursday, and Boston police said four officers suffered injuries that were not life-threatening during the confrontation.

The University of Texas at Austin campus was much calmer Thursday after 57 people were jailed and charged with criminal trespass a day earlier. University officials pulled back barricades and allowed demonstrators onto the main square beneath the school’s iconic clock tower.

Thursday's gathering of students and some faculty protested both the war and Wednesday’s arrests, when state troopers in riot gear and on horseback bulldozed into protesters, forcing hundreds of students off the school’s main lawn.

At Emory University in Atlanta, local and state police swept in to dismantle a camp. Some officers carried semiautomatic weapons, and video shows officers using a stun gun on one protester whom they had pinned to the ground. The university said late Thursday in a statement that objects were thrown at officers and they deployed “chemical irritants” as a crowd control measure.

Jail records showed 22 people arrested by Emory police were charged with disorderly conduct. Emory said it had been notified that 28 people were arrested, including 20 members of the university community, and some had been released as of nighttime.

Protesters at Emory chanted slogans supporting Palestinians and opposing a  public safety training center  being built in Atlanta. The two movements are closely entwined in Atlanta, where there have been years of “Stop Cop City” activism against the center.

Protesters at Emory chanted slogans supporting Palestinians and opposing a  public safety training center  being built in Atlanta. The two movements are closely entwined in Atlanta, where there have been years of “Stop Cop City” activism against the center.

George Washington University said it would move its law school finals from a building next to the protest encampment to a new location because of the noise.

The current wave of protests was  inspired by events at Columbia University , where police cleared an encampment and arrested more than 100 people last week, only for students to defiantly put up tents again, in an area where many are set to graduate in front of families in a few weeks.

U.S. Secretary of Education Miguel Cardona said the ability to embrace student voices and different perspectives was a hallmark of the nation’s growth but warned authorities wouldn’t tolerate hate, discrimination or threats of violence.

Since the  Israel-Hamas war  began, the U.S. Education Department has launched civil rights investigations into dozens of universities and schools in response to complaints of antisemitism or Islamophobia. Among those under investigation are many colleges facing protests, including Harvard and Columbia.

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FTC sends $5.6 million in refunds to Ring customers as part of video privacy settlement

The federal trade commission is sending more than $5.6 million in refunds to consumers as part of a settlement with amazon-owned ring., by wyatte grantham-philips | the associated press • published april 25, 2024 • updated on april 25, 2024 at 4:56 pm.

The Federal Trade Commission is sending more than $5.6 million in refunds to consumers as part of a settlement with Amazon -owned Ring, which was charged with failing to protect private video footage from outside access.

In a 2023 complaint, the FTC accused the doorbell camera and home security provider of allowing its employees and contractors to access customers' private videos. Ring allegedly used such footage to train algorithms without consent, among other purposes.

Ring was also charged with failing to implement key security protections, which enabled hackers to take control of customers' accounts, cameras and videos. This led to “egregious violations of users’ privacy,” the FTC noted.

The resulting settlement required Ring to delete content that was found to be unlawfully obtained, establish stronger security protections and pay a hefty fine. The FTC says that it's now using much of that money to refund eligible Ring customers.

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According to a Tuesday notice, the FTC is sending 117,044 PayPal payments to impacted consumers who had certain types of Ring devices — including indoor cameras — during the timeframes that the regulators allege unauthorized access took place.

Eligible customers will need to redeem these payments within 30 days, according to the FTC — which added that consumers can contact this case's refund administrator, Rust Consulting, or visit the FTC's FAQ page on refunds for more information about the process.

In a statement sent to The Associated Press, Ring said that bad actors took emails and passwords that were “stolen from other companies to unlawfully log into Ring accounts of certain customers" who used the same credentials on multiple sites back in 2019 — adding that the company promptly addressed this by notifying those it discovered to be "exposed in a third-party, non-Ring incident” and taking action to protect impacted accounts.

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Ring did not immediately address the FTC's allegations of employees and contractors unlawfully accessing footage.

Earlier this year, the California-based company separately announced that it would stop allowing police departments to request doorbell camera footage from users, marking an end to a feature that had drawn criticism from privacy advocates.

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A $1 million wealth gap now divides white families from Black and Hispanic ones, research shows

The average wealth gap between white families and Black and Hispanic ones reached a new high in 2022, topping $1 million in household wealth, according to a new report. 

New research by the Urban Institute , a nonpartisan think tank focused on economic and social policy research, found that the average wealth of white families in 2022 reached a record high of over $1.3 million, compared to about $227,000 for Hispanic families and $211,000 for Black families. This report marks the first time the institute has recorded a seven-figure disparity in average wealth for both Black and Hispanic households.

The median wealth for white families was $284,000, compared to $62,000 for Hispanic families and $44,000 for Black families. 

“Inequities measured at the median will give you a better sense of the comparisons across typical families, but inequities measured at the mean will give you a better sense of the macro-level disparities in wealth accumulation in this country — generally, and by race,” said Madeline Brown, a senior policy associate at the Urban Institute. She added that both numbers are important to consider because they are the result of structural racism.

“One million dollars in a gap indicates that we still have severe racial wealth inequity in this country,” Brown said. That lifetime difference in accruing wealth severely affects families’ ability to “buy a home, invest in their children’s college, invest in their children’s businesses, support their families,” she added.

The report shows how racial and gender gaps in earnings, retirement savings and emergency savings can contribute to a lifetime lag for individuals and families. But homeownership is the primary driver of wealth-building in the U.S., the report said, and continues to lag for Black families in particular because of “the stubborn legacy of racist housing policies.”

The average white homeownership rate has increased from about 64.9% in 1960 to 73.1% in 2022, according to the report, while Black homeownership has gone from 38.2% to 44.3% in the same period. Hispanic and Asian families both saw their highest recorded average homeownership rates in 2022, at 51.1% and 63.2%, respectively, but still lagged behind the rates of white families.

The research also found that significant disparities continue in individual lifetime earnings between white, Black and Hispanic people. Data shows the average white man born between 1960 and 1964 earned $2.9 million over the course of his career, compared to less than $1.8 million for the average Black man and about $1.7 million for Hispanic men. The average white woman in the same age bracket earned $1.7 million over the course of her career, compared to less than $1.3 million for Black women and $883,000 for Hispanic women.

“In a nation that professes that those who work hard and play by the rules should be rewarded with social and economic upward mobility, these persistent disparities are a stark reminder that, as a society, we have not achieved this goal,” the report said.

The Urban Institute’s data comes largely from the Survey of Consumer Finances conducted every three years by the Federal Reserve. The 2022 survey was the first time data was disaggregated for Asian Americans, who had the highest average family wealth of any group that year at $1.8 million. Other data shows that household income varies greatly among Asian American groups.

When it comes to solutions, the report proposes a series of policy changes to help close the racial wealth gap, including limits to the mortgage interest tax deduction and reparations for Black Americans.

“Looking at that $1 million gap, reparations are, depending on how they’re delivered, a promising policy in bringing that gap down,” Brown said. “Because the history is such that these policies have compounded on themselves and created a situation where, overall, our wealth distribution in this country is incredibly inequitable.”

Isabela Espadas Barros Leal is an associate editor for NBC News' diversity verticals based in New York. 

Decades after a US butterfly species vanished, a close relative is released to fill gap

S AN FRANCISCO (AP) — More than 80 years ago, a beautiful butterfly called Xerces Blue that once fluttered among San Francisco's coastal dunes went extinct as stately homes, museums and parks ate up its habitat, marking the first butterfly species in the United States to disappear due to human development.

But thanks to years of research and modern technology a close relative of the shimmery iridescent butterfly species has been reintroduced to the dunes in Presidio National Park in San Francisco. Dozens of Silvery Blue butterflies — the closest living relatives of the Xerces Blue — were released in the restored habitat last week, officials said Monday.

Scientists with San Francisco’s California Academy of Sciences utilized the Academy’s genetic sequencing capabilities and analyzed Xerces Blue specimens in their vast collection to confirm a group of Silvery Blues in Monterey County, about 100 miles (160 kilometers) south of San Francisco, could successfully fill the ecological gap left by the Xerces Blue.

“This isn’t a Jurassic Park-style de-extinction project, but it will have a major impact,” said Durrell Kapan, a senior research fellow and the lead Academy researcher on the project. “The Silvery Blue will act as an ecological ‘stand-in’ for the Xerces Blue, performing the same ecosystem functions as both a pollinator and a critical member of the food web."

The iconic butterfly, whose name inspired the Xerces Society, an environmental nonprofit that focuses on the conservation of invertebrates, went extinct in the 1940s.

Chris Grinter, the collection manager of entomology at California Academy of Sciences, said it all started by using their collections and "modern technology, genome sequencing to go back and extract genomes from these extinct butterflies that are over 100, 150 years old.”

Meanwhile, the Presidio Trust and other organizations worked to restore the butterflies’ native dunes, planting deerweed — a preferred host plant of the Xerces Blue and the Silvery Blue butterflies.

Wildlife experts collected dozens of Silvery Blue butterflies in Monterey County, marked them for future identification and transported them to San Francisco, feeding them a few drops of fruit punch-flavored Gatorade along the way.

The team will continue to track their movements using high-resolution photographs to identify their markings and learn ways to replicate the habitat regeneration lessons learned, officials said Scott Sampson, executive director of the California Academy of Sciences.

“The lessons we learn from the Silvery Blue here in our backyard could serve as a model for regenerating other ecosystems across California and beyond,” he said.

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How Can I Get a 5 in AP Research?

6 min read • september 30, 2021

Introduction

Hey! So you completed AP Seminar, and now you're in the second half of the class: AP Research. While you wrote multiple research papers last year and assembled plenty of evidence to build your argument, you face a more difficult task this year: completing your independent research.

Unlike Seminar, there will be no "mock" writing; rather, your work on Day 1 will accumulate until you have your presentation/oral defense and submit your 4,000-5,000 word research paper. ✍️

To get a 5 in AP Research, the most important thing to know is to have a holistic understanding of the exam format.

How to get a 5

1. understand the format of the exam..

Exam...is not necessarily the best representation of your AP score you'll receive in July. Unlike AP Seminar, you will only turn in your research paper while your teacher submits your presentation and oral defense score. There is  no tested portion of AP Research !

TFW you realize there's no exam day for Research! Image Courtesy of Pixabay

Here is how the exam breaks down:

• Academic Paper [75%]
• 4,000 - 5,000 words (10% over acceptable)
• Presentation and Oral Defense (POD) [25%]
• 15-20 minute presentation with 3-4 questions asked from a panel

The academic paper is  graded on a six-row holistic rubric . However, the presentation and oral defense use a separate,  seven-row analytical rubric . The academic paper's holistic rubric means that graders can determine whether your paper "overall" is a 3, 4, or a 5; on the other hand, the POD's analytical rubric is graded on a "points" scale, with the possibility of scoring up to 24 points.

One of the best things to do before you begin your own writing is to look at multiple example papers!

2. Read sample papers to understand the expectations.

To understand how you should structure your paper, you can and should analyze past papers. What's incredibly important is that you read papers at multiple levels - don't just read the best or worst published academic papers. 🖊️

As one former AP Research student notes:

"Read sample papers to get a gauge of what is expected of the paper (most people come in too ambitious)"

By reading practice papers, you can set a benchmark of the expectations for your academic paper. However, this shouldn't be something that you do at the beginning of AP Research. Make sure that you're taking a look at a variety of research papers throughout August and May.

Your teacher may have asked past Research students for papers to use as examples; in addition, College Board has published  2019 sample papers  and  papers from 2016-2018  (some of which may have had different rubrics). One thing to do that may help you is to "be an AP reader" and grade the practice papers you read - that way, you can see the differences in you and the real AP Readers' reasoning.

In addition to looking at practice papers, you should watch some practice presentations!

3. Watch previous AP Research presentations.

Your teacher should have access to past PODs, from their training or in their AP Classroom. These are incredibly helpful, as they serve as a model for your presentations. Similar to practice papers, you should check these out throughout the year!

You can also practice be a panelist and grade students during their presentation; this way, you'll understand what to do and what not to do during your POD.

Image Courtesy of Pixabay

If you want some more inspiration or assistance with your presentations, YouTube has an excellent library of AP Research presentations from past years. 🗣️

4. Think long term with your work.

As another former AP Research student excellently notes:

"You need to think LONG TERM with all your work--how your literature creates a framework and where the gap is, and be good at communicating it! Our teacher told a story from the AP reading about how one of his students got a 4 because she left out a single statement that created a gap in her logic. The readers are looking for high level communication and you need to be clear about your assumptions, your theories, and your gap in the literature."

This is a very important piece of advice for AP Research! Often times, you will write the beginning of your paper in August and then conclude in March. As a result, you need to think about what you'll be writing in six months at the beginning of the research process! ↩️

Another critical aspect of the paper that you will be writing and editing, later on, is the literature review. 📚

5. Constantly conduct a review of the literature.

One of the most important parts of the research paper is the literature review, where you basically look at existing published research and find the gap to begin your research.

Many AP Research students will write their literature review section before November; make sure that you continually survey the literature (check databases and journals in your field) throughout the year!

Image Courtesy of Unsplash

Speaking of the different sections of the research paper, it's important that you stay organized (both internally and externally) while writing the paper.

6. Have a clear structure and time schedule to keep yourself on track

There is really one nightmare scenario for AP Research students: it's April 30, a few hours before the deadline, and you're desperately trying to add words to get to the 4,000-5,000 word limit.

Thankfully, many teachers try to prevent this by giving you multiple deadlines to submit each section of the research paper. Yet, I highly recommend you download a time management and/or to-do list app to plan out what days and times you'll write. I currently use  Toggl  and  Todoist  - both free and offered on all platforms!

If your teacher does not give you deadlines, make sure you give yourself time to write and receive edits for each section of the paper. Setting word goals is also helpful for different sections of the essay - a good person to ask about how long each of your sections should be is an expert advisor!

7. Try to find an expert advisor.

AP Research is, by definition, an independent study course, meaning that you will not have peers to work together with on your paper or presentation. However, you should obtain an advisor to help you with the process. After figuring out what topic you want to pursue, try asking teachers at your school who have degrees in the field or even contacting professors from local community colleges or universities.

Your experts don't have to wear suits - but many do! Image Courtesy of Unsplash

Expert advisors are extremely helpful, as they can assist you with any questions you have about prior research in the field or your analysis. While they  can't write portions of your paper , they can give you feedback and advice to help you score a coveted 5.

Even with an expert advisor, another great group of people can immensely help you in AP Research: your peers. 🎒

8. Get feedback from your peers.

Your classmates who are also taking AP Research will likely be conducting inquiries into topics that may wildly differ from you; however, that doesn't mean you can't ask them for help!

For instance, I researched whether the lack of milk competitors in elementary schools was due to Congressional lobbying by corporations. I sought feedback from someone researching whether companies should compensate people for using their data! 💻

They will be able to answer any quick questions you have about your research question, citations, a gap in research, and more!

Ultimately, AP Research's independence may feel like a double-edged sword at first, but with these eight tips, you can succeed and score a 5️⃣ !

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• Wealth Surged in the Pandemic, but Debt Endures for Poorer Black and Hispanic Families

2. Wealth gaps across racial and ethnic groups

Table of contents.

• The range of wealth within racial and ethnic groups
• The share of racial or ethnic groups’ wealth held by richer households, not counting the top 1%
• Households with no wealth or in debt
• How wealth varies by race and ethnicity
• The wealth of White households relative to the wealth of other households
• Households in the lower, middle or upper tiers of wealth
• The wealth of U.S. households by income tier
• Racial and ethnic wealth gaps by income tier
• Types of assets owned by U.S. households
• The value of assets owned by households
• The importance of home equity
• The debt level of households
• How high is household debt?
• Acknowledgments
• Data source
• Race and ethnicity
• Household head
• Adjusting for inflation
• Defining income tiers
• Statistical testing

Household wealth or net worth is the value of assets owned by every member of the household minus their debt. The terms are used interchangeably in this report. Assets include owned homes, vehicles, financial accounts, retirement accounts, stocks, bonds and mutual funds, and more. Debt refers to home mortgage loans, education loans, credit card balances, and any other loan or credit extended to the household. Net worth is negative when debt levels are greater than asset values. ( Refer to the methodology for more details.)

“Poorer,” “more solvent,” “wealthier” and “richer” refer to a household’s wealth status relative to other households of the same race and ethnicity . Poorer households rank in the bottom 25% when compared with other households of the same race and ethnicity; more solvent households place from the 25th up to and including the 50th percentile; wealthier households from the 50th up to and including the 75th percentile; and the richer are in the top 25%. The bottom 1% and the top 1% are excluded prior to the ranking so extreme values do not affect estimates for poorer and richer households.

Lower, middle and upper wealth tiers refer to a household’s wealth status relative to all other households in the U.S. The middle wealth tier consists of households whose wealth lies between one-quarter to four times as much as the median wealth of U.S. households – between $41,700 and $667,500 in 2021. Households in the lower wealth tier had wealth less than $41,700, and households in the upper wealth tier had wealth more than $667,500. The wealth tier boundaries vary across years. (Dollar amounts are expressed in December 2021 prices.)

Middle-income households are 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 and difference in the cost of living across areas. This was about $4,800 to $14,300 monthly in December 2021, for a household of three. Lower-income households had incomes less than $4,800, and upper-income households had incomes greater than $14,300. The income tier boundaries vary across years. (Dollar amounts are expressed in December 2021 prices.)

Households are grouped by the race and ethnicity of the survey reference person, or the household head. White, Black and Asian include those who report being only one race and are not Hispanic. Multiracial includes non-Hispanics of two or more races. Hispanics are of any race. American Indian or Pacific Islander households are not covered in our analysis because of small sample sizes.

The increase in the wealth of U.S. households from 2019 to 2021 was spread widely across racial and ethnic groups. Despite improved fortunes, Black, Hispanic and multiracial households trailed White and Asian households by large margins from the following perspectives, both before and after the pandemic:

• Their wealth relative to the wealth of White and Asian households.
• The shares of households that are in the middle or upper tiers of wealth.

Asian households overall had more wealth than other households two years since the start of the pandemic. In 2021, Asian households had a median net worth of $320,900, compared with $250,400 for White households. The median net worth of Hispanic households ($48,700) and Black households ($27,100) was much less.

In dollar amounts, the wealth gap between White households and Black and Hispanic households increased from 2019 to 2021. For example, in 2019, the typical White household had $168,800 more in wealth than the typical Hispanic household. This gap increased to $201,700 in 2021.

In percentage terms, Black (77%), Hispanic (42%), Asian (43%) and White (23%) households all experienced strong gains in median wealth from 2019 to 2021.

What factors might explain the large wealth gaps across racial and ethnic groups that have endured for decades, if not longer ?

With respect to Black households, evidence points to the role of slavery and post-slavery practices, such as segregation, that created disparate opportunities for wealth accumulation . For Hispanic households, the relative youth of the population and immigration status play a role. In turn, these factors likely contribute to the lower rates and sizes of inheritances received by Black and Hispanic households in comparison with White households.

Asian households overall have more wealth than other households partly because of the higher level of education among Asian adults . In 2021, 61% of Asians ages 25 and older had a bachelor’s degree or higher level of education, compared with 42% of White adults. As a result, the typical Asian household has a much higher income than other households, with more potential for building wealth. But the Asian American population is very diverse, and income varies widely across Asian origin groups . As shown in the following chapter , lower-income Asian households had less wealth than lower-income White households in 2021.

In 2021, the typical White household had 9.2 times as much wealth as the typical Black household – $250,400 vs. $27,100. This ratio stood at 13.3 in 2019, prior to the onset of the pandemic.

White households also had significantly more wealth than Hispanic households (5.1 times) and multiracial households (3.0 times) in 2021. But the median wealth of White households was about 20% less than that of Asian households.

The wealth gaps between White households and Black and Hispanic households in 2019 and 2021 are in line with recent history . But the apparent shrinking of racial and ethnic wealth gaps during the pandemic stands in contrast with what happened during the Great Recession of 2007-09 .

In the Great Recession, the median wealth of White households jumped to nearly 20 times the wealth of Black households and 15 times that of Hispanic households. The key factors then were a sharp decline in home prices and a steep rise in home foreclosures , non-events during the pandemic. Black and Hispanic households saw more harm from these developments during the Great Recession because housing is a more valuable part of their collection of assets .

How does the wealth of a household compare with all other U.S. households? What shares of households are in the middle tier of wealth, and what shares are in the lower or upper tiers?

To address these questions, we grouped U.S. households into three tiers of wealth. The middle tier consists of households whose wealth lies between one-quarter and four times the median wealth of U.S. households – between $41,700 and $667,500 in 2021. Households in the lower tier had wealth less than $41,700 in 2021, and households in the upper tier had wealth more than $667,500.

Fewer than half of U.S. households (44%, or 59 million) were in the middle tier in 2021. This was so despite the wide range of the middle tier – those near the top had 16 times as much wealth as those near the bottom. At the same time, about a third of households (32%, or 43 million) were in the lower wealth tier, and about a quarter (23%, or 31 million) were in the upper tier.

Only 45% of Black households were in either the middle or upper wealth tiers in 2021, the lowest share among the groups examined. The majority of Black households (55%) were in the lower wealth tier in 2021 – that is, they had less than $41,700 in wealth. A somewhat greater share of Hispanic households (52%) were in the middle or upper wealth tier, and 48% were in the lower wealth tier.

In contrast, more than 70% of White and Asian households were in either the middle or upper wealth tier. Roughly one-third of Asian households (36%) were in the upper tier alone, with a net worth of more than $667,500 in 2021. Slightly more than a quarter (28%) of White households were in the upper tier.

Increases in household wealth during the pandemic did lead to a more equal distribution of wealth. The share of households in the middle tier increased from 41% in 2019 to 44% in 2021. Meanwhile, the shares of households in the lower and upper wealth tiers edged down by 2 percentage points each.

A similar shift to the middle was seen in Hispanic and White households, whose shares in the middle wealth tier increased by 3 to 4 points from 2019 to 2021. However, no such change was experienced by Asian households, with their share in the middle wealth tier holding at 39%.

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US and Allies Aim to Help Ukraine Bolster Defenses After Aid Gap

FILE PHOTO: A serviceman of the 12th Special Forces Brigade Azov of the National Guard of Ukraine prepares a shell with an inscription 'for Kharkiv' for a howitzer at a position in a front line, amid Russia's attack on Ukraine, in Donetsk region, Ukraine April 5, 2024. REUTERS/Sofiia Gatilova/File Photo

By Phil Stewart and Idrees Ali

WASHINGTON (Reuters) - The United States hopes its new deliveries of weaponry will help Ukraine rebuild defenses and refit its forces as it recovers from a gap in U.S. assistance, but it does not expect Kyiv to launch large-scale offensive operations against Russian forces in the near term, a U.S. defense official said on Thursday.

The U.S. will on Friday host a virtual meeting of Ukraine international aid donors, days after Congress emerged from a half-year of deadlock to approve a $61 billion aid package for Ukraine. President Joe Biden's administration quickly announced $1 billion in artillery, air defenses and other hardware would soon be heading to Ukrainian front lines.

The influx of weapons could improve Kyiv's chances of averting a major Russian breakthrough in the east, just over two years since the start of Moscow's full-scale invasion, military analysts say.

But it remains unclear how much pressure Kyiv can apply on Russia after months of rationing artillery as its stocks ran low. Kyiv also faces manpower shortages on the battlefield and questions linger over the strength of its fortifications along a sprawling, 1,000-km (621-mile) front line.

The U.S. defense official, speaking on condition of anonymity, said the goal was to enable Ukraine so that its forces would be able to "regain the initiative.""In terms of what we see in the next several months of operations, Ukrainians will need to rebuild quite a bit to take on board all of these new supplies after having rationed ammunition and other supplies ... and ensure that they can defend their positions," the official said.

Photos You Should See - April 2024

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"So I would not forecast any large-scale offensive in the near term," the official said, while expressing optimism that Kyiv would be able to start applying "significantly greater pressure" on Russian forces including in Russian-occupied Crimea.

HALTING RUSSIA'S INITIATIVE

Moscow has had the battlefield advantage since capturing the long-time bastion town of Avdiivka in the eastern Donbas region in February, and its forces have been slowly advancing using greater numbers of troops and artillery shells.

They are now bearing down on the town of Chasiv Yar, located on high ground that, if captured, would bring Moscow closer to the remaining Kyiv-held Donbas cities of Kostiantynivka, Kramatorsk and Sloviansk.

Zelenskiy said this month that Russia was now able to fire 10 times more artillery rounds than Ukraine's troops. Russian forces outnumber Kyiv's troops 7-10 times in the east, a Ukrainian general said this month.

U.S. officials have said for months that new U.S. aid was critical, even if Ukraine might take time to rebuild momentum.

Air Force General C.Q. Brown, chairman of the Joint Chiefs of Staff, told a forum at Georgetown University that Kyiv had in the past proved it could use U.S. assistance effectively, and said its troops had recovered half of the territory seized by Russian forces at the start of their invasion.

"Why this aid for Ukraine is so important is because when they're provided with capability, they've been effective," Brown said.

Biden, a Democrat who is expected to face Republican former President Donald Trump in the November presidential election, had pressed lawmakers for six months to approve more funding for Ukraine.

Trump objected to the Ukraine aid, and some Republicans in Congress refused to back it, questioning whether Ukraine could ever prevail.

The U.S. defense official, briefing a small group of reporters, did not directly address a question about whether allies should do more to soften any future impact from U.S. political volatility on Ukraine aid but expressed optimism about long-term support for Kyiv.

"We're really pleased to see that we have solid bipartisan support for Ukraine," the official said. "There has been really very steady support from the allies over the course of the past ... year. And we're foreseeing that support continuing."

In addition to U.S. aid, the European Union is providing assistance including a Czech-led initiative that will begin supplying Ukraine with some 300,000 rounds of 155 mm artillery shells from June.

Germany also announced plans in April to supply a U.S.-made Patriot air defense system and air defense missiles.

(Reporting by Phil Stewart and Idrees Ali, Editing by Timothy Heritage)

Copyright 2024 Thomson Reuters .

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Tags: Ukraine , Russia , United States , European Union , Europe

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Supplemental Guidance on Providing Waste Data in GAP Progress Reports

This Supplemental Guidance identifies EPA policies and recommended procedures for coordinating activities related to assistance agreements awarded under the Indian Environmental General Assistance Program (GAP). The statutory provisions, EPA regulations, and other legally binding documents described in this Supplemental Guidance contain legally binding requirements that govern the use and management of GAP resources. This Supplemental Guidance does not substitute for other binding requirements, and does not expressly or implicitly create, expand, or limit any legal rights, obligations, responsibilities, expectations, or benefits to any person. In the event of a conflict between the discussion in this Supplemental Guidance and any legally binding requirement, this Supplemental Guidance document would not be controlling. EPA retains discretion to use or deviate from this document as appropriate. EPA may also make administrative changes to this Supplemental Guidance, such as updating web links, with notification to users.

Supplemental Guidance on Providing Waste Data in GAP Progress Reports (pdf) (636.3 KB)

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