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What is a Problem Statement in Research?

What is a Problem Statement in Research? How to Write It with Examples

The question, “What is a research problem statement?” is usually followed by “Why should I care about problem statements, and how can it affect my research?” In this article, we will try to simplify the concept so that you not only grasp its meaning but internalize its importance and learn how to craft a problem statement.

To put it simply, a “problem statement” as the name implies is any statement that describes a problem in research. When you conduct a study, your aim as a researcher is to answer a query or resolve a problem. This learned information is then typically disseminated by writing a research paper that details the entire process for readers (both for experts and the general public). To better grasp this concept, we’ll try to explain what a research problem statement is from the viewpoint of a reader. For the purpose of clarity and brevity the topic is divided into subsections.

Table of Contents

What is a research problem?

A research problem is a clearly defined issue in a particular field of study that requires additional investigation and study to resolve. Once identified, the problem can be succinctly stated to highlight existing knowledge gaps, the importance of solving the research problem, and the difference between a current situation and an improved state.

But why is it important to have a research problem ready? Keep in mind that a good research problem helps you define the main concepts and terms of research that not only guide your study but help you add to or update existing literature. A research problem statement should ideally be clear, precise, and tangible enough to assist you in developing a framework for establishing the objectives, techniques, and analysis of the research project. Hence, any research project, if it is to be completed successfully,  must start with a well-defined research problem.

significance of a problem statement in a research paper

What is research problem statement?

A research problem statement in research writing is the most crucial component of any study, which the researcher must perfect for a variety of reasons, including to get funding and boost readership. We’ve already established that a research article’s “research problem” is a sentence that expresses the specific problem that the research is addressing. But first, let’s discuss the significance of the problem statement in research and how to formulate one, using a few examples.

Do you recall the thoughts that went through your head the last time you read a study article? Have you ever tried to quickly scan the introduction or background of the research article to get a sense of the context and the exact issue the authors were attempting to address through the study? Were you stuck attempting to pinpoint the key sentence(s) that encapsulates the background and context of the study, the motivation behind its initial conduct, and its goals? A research problem statement is the descriptive statement which conveys the issue a researcher is trying to address through the study with the aim of informing the reader the context and significance of performing the study at hand . The research problem statement is crucial for researchers to focus on a particular component of a vast field of study, and for readers to comprehend the significance of the research. A well-defined problem allows you to create a framework to develop research objectives or hypotheses.

Now that we are aware of the significance of a problem statement in research, we can concentrate on creating one that is compelling. Writing a problem statement is a fairly simple process; first, you select a broad topic or research area based on your expertise and the resources at your disposal. Then, you narrow it down to a specific research question or problem relevant to that area of research while keeping the gaps in existing knowledge in mind. To give you a step-by-step instruction on how to write a problem statement for research proposal we’ve broken the process down into sections discussing individual aspects.

When to write a problem statement?

The placement of the research problem in the research project is another crucial component when developing a problem statement. Since the research problem statement is fundamental to writing any research project, it is best to write it at the start of the research process, before experimental setup, data collection, and analysis. Without identifying a specific research problem, you don’t know what exactly you are trying to address through the research so it would not be possible for you to set up the right conditions and foundation for the research project.

It is important to describe the research problem statement at the beginning of the research process to guide the research design and methodology. Another benefit of having a clear and defined research problem early on is that it helps researchers stay on track and focus on the problem at hand without deviating into other trajectories. Writing down the research problem statement also ensures that the current study is relevant, fitting, and fills a knowledge gap. However, note that a research statement can be refined or modified as the research advances and new information becomes available. This could be anything from further deconstructing a specific query to posing a fresh query related to the selected topic area. In fact, it is common practice to revise the problem statement in research to maintain specificity and clarity and to allow room to reflect advancement in the research field.

Bonus point:

A well-defined research problem statement that is referenced in the proper position in the research proposal/article is crucial to effectively communicate the goal and significance of the study to all stakeholders concerned with the research. It piques the reader’s interest in the research area, which can advance the work in several ways and open up future partnerships and even employment opportunities for authors.

What does a research problem statement include?

If you have to create a problem statement from scratch, follow the steps/important aspects listed below to create a well-defined research problem statement.

  • Describe the wide-ranging research topics

To put things in perspective, it is important to first describe the background of the research issue, which derives from a broad area of study or interest that the research project is concerned with.

  • Talk about the research problem/issue

As mentioned earlier, it’s important to state the problem or issues that the research project seeks to address in a clear, succinct manner, preferably in a sentence or two to set the premise of the entire study.

  • Emphasize the importance of the issue

After defining the problem your research will try to solve, explain why it’s significant in the larger context and how your study aims to close the knowledge gap between the current state of knowledge and the ideal scenario.

  • Outline research questions to address the issue

Give a brief description of the list of research questions your study will use to solve the problem at hand and explain how these will address various components of the problem statement.

  • Specify the key goals of the research project

Next, carefully define a set of specific and measurable research objectives that the research project aims to address.

  • Describe the experimental setup

Be sure to include a description of the experimental design, including the intended sample (population/size), setting, or context in the problem statement.

  • Discuss the theoretical framework

Mention the numerous theoretical ideas and precepts necessary to comprehend the study issue and guide the research activity in this section.

  • Include the research methodology

To provide a clear and concise research framework, add a brief description of the research methodologies, including collection and analysis of data, which will be needed to address the research questions and objectives.

Characteristics of a research problem statement

It is essential for a research statement to be clear and concise so that it can guide the development of the research project. A good research statement also helps other stakeholders in comprehending the scope and relevance of the research, which could further lead to opportunities for collaboration or exploration. Here is a list of the key characteristics of a research problem that you should keep in mind when writing an effective research problem statement.

  • The “need” to resolve the issue must be present.

It is not enough to choose a problem in your area of interest and expertise; the research problem should have larger implications for a population or a specific subset. Unless the significance of the research problem is elaborated in detail, the research is not deemed significant. Hence, mentioning the “need” to conduct the research in the context of the subject area and how it will create a difference is of utmost importance.

  • The research problem needs to be presented rationally and clearly

The research statement must be written at the start and be simple enough for even researchers outside the subject area to understand. The two fundamental elements of a successful research problem statement are clarity and specificity. So, check and rewrite your research problem statement if your peers have trouble understanding it. Aim to write in a straightforward manner while addressing all relevant issues and coherent arguments.

  • The research issue is supported by facts and evidence

Before you begin writing the problem statement, you must collect all relevant information available to gain a better understanding of the research topic and existing gaps. A thorough literature search will give you an idea about the current situation and the specific questions you need to ask to close any knowledge gaps. This will also prevent you from asking the questions or identifying issues that have already been addressed. Also, the problem statement should be based on facts and data and should not depend upon hypothetical events.

  • The research problem should generate more research questions

Ideally, the research problem should be such that it helps advance research and encourage more questions. The new questions could be specific to the research that highlights different components or aspects of the problem. These questions must also aid in addressing the problem in a more comprehensive manner which provides a solid foundation for the research study.

  • The research problem should be tangible

The research issue should be concrete, which means that the study project’s budget and time constraints should be met. The research problem should not call for any actions and experiments that are impractical or outside of your area of competence.

To summarize the main characteristics of a research problem statement, it must:

  • Address the knowledge gap
  • Be current and relevant
  • Aids in advancing the field
  • Support future research
  • Be tangible and should suit researcher’s time and interest
  • Be based on facts and data

  How to write a problem statement in research proposal

The format of a problem statement might vary based on the nature and subject of the research; there is no set format. It is typically written in clear, concise sentences and can range from a few sentences to a few pages. Three considerations must be made when formulating a problem statement for a research proposal:

  • Context: The research problem statement needs to be created in the right setting with sufficient background information on the research topic. Context makes it easier to distinguish between the current state and the ideal one in which the issue would not exist. In this section, you can also include instances of any prior attempts and significant roadblocks to solving the problem.
  • Relevance: The main goal of the researcher here is to highlight the relevance of the research study. Explain how the research problem affects society or the field of research and, if the study is conducted to mitigate the issue, what an ideal scenario would look like. Who your study will most affect if the issue is resolved and how it can impact future research are other arguments that might be made in this section.
  • Strategy: Be sure to mention the goals and objectives of your research, and your approach to solve the problem. The purpose of this section is to lay out the research approach for tackling various parts of the research subject.

Examples of problem statement in research proposal

To put what we learned into practice, let’s look at an example of a problem statement in a research report. Suppose you decide to conduct a study on the topic of attention span of different generations. After a thorough literature search you concluded that the attention span of university students is reducing over generations compared to the previous one, even though there are many websites and apps to simplify tasks and make learning easy . This decrease in attention span is attributed to constant exposure to digital content and multiple screens.

In this scenario, the problem statement could be written as – “The problem this study addresses is the lack of regulative measures to control consumption of digital content by young university students, which negatively impacts their attention span”. The research’s goals and objectives, which may employ strategies to increase university students’ attention span by limiting their internet exposure, can then be described in more detail in subsequent paragraphs.

Frequently asked questions

What is a problem statement.

A problem statement is a succinct and unambiguous overview of the research issue that the study is trying to solve.

What is the difference between problem statement and thesis statement?

A problem statement is different from a thesis statement in that the former highlights the main points of a research paper while emphasizing the hypothesis, whilst the latter identifies the issue for which research is being done.

Why is a problem statement needed in a research proposal?

A problem statement identifies the specific problem that the researchers are trying to solve through their research. It is necessary to establish a framework for the project, focus the researcher’s attention, and inform stakeholders of the study’s importance.

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significance of a problem statement in a research paper

The Research Problem & Statement

What they are & how to write them (with examples)

By: Derek Jansen (MBA) | Expert Reviewed By: Eunice Rautenbach (DTech) | March 2023

If you’re new to academic research, you’re bound to encounter the concept of a “ research problem ” or “ problem statement ” fairly early in your learning journey. Having a good research problem is essential, as it provides a foundation for developing high-quality research, from relatively small research papers to a full-length PhD dissertations and theses.

In this post, we’ll unpack what a research problem is and how it’s related to a problem statement . We’ll also share some examples and provide a step-by-step process you can follow to identify and evaluate study-worthy research problems for your own project.

Overview: Research Problem 101

What is a research problem.

  • What is a problem statement?

Where do research problems come from?

  • How to find a suitable research problem
  • Key takeaways

A research problem is, at the simplest level, the core issue that a study will try to solve or (at least) examine. In other words, it’s an explicit declaration about the problem that your dissertation, thesis or research paper will address. More technically, it identifies the research gap that the study will attempt to fill (more on that later).

Let’s look at an example to make the research problem a little more tangible.

To justify a hypothetical study, you might argue that there’s currently a lack of research regarding the challenges experienced by first-generation college students when writing their dissertations [ PROBLEM ] . As a result, these students struggle to successfully complete their dissertations, leading to higher-than-average dropout rates [ CONSEQUENCE ]. Therefore, your study will aim to address this lack of research – i.e., this research problem [ SOLUTION ].

A research problem can be theoretical in nature, focusing on an area of academic research that is lacking in some way. Alternatively, a research problem can be more applied in nature, focused on finding a practical solution to an established problem within an industry or an organisation. In other words, theoretical research problems are motivated by the desire to grow the overall body of knowledge , while applied research problems are motivated by the need to find practical solutions to current real-world problems (such as the one in the example above).

As you can probably see, the research problem acts as the driving force behind any study , as it directly shapes the research aims, objectives and research questions , as well as the research approach. Therefore, it’s really important to develop a very clearly articulated research problem before you even start your research proposal . A vague research problem will lead to unfocused, potentially conflicting research aims, objectives and research questions .

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What is a research problem statement?

As the name suggests, a problem statement (within a research context, at least) is an explicit statement that clearly and concisely articulates the specific research problem your study will address. While your research problem can span over multiple paragraphs, your problem statement should be brief , ideally no longer than one paragraph . Importantly, it must clearly state what the problem is (whether theoretical or practical in nature) and how the study will address it.

Here’s an example of a statement of the problem in a research context:

Rural communities across Ghana lack access to clean water, leading to high rates of waterborne illnesses and infant mortality. Despite this, there is little research investigating the effectiveness of community-led water supply projects within the Ghanaian context. Therefore, this study aims to investigate the effectiveness of such projects in improving access to clean water and reducing rates of waterborne illnesses in these communities.

As you can see, this problem statement clearly and concisely identifies the issue that needs to be addressed (i.e., a lack of research regarding the effectiveness of community-led water supply projects) and the research question that the study aims to answer (i.e., are community-led water supply projects effective in reducing waterborne illnesses?), all within one short paragraph.

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significance of a problem statement in a research paper

Wherever there is a lack of well-established and agreed-upon academic literature , there is an opportunity for research problems to arise, since there is a paucity of (credible) knowledge. In other words, research problems are derived from research gaps . These gaps can arise from various sources, including the emergence of new frontiers or new contexts, as well as disagreements within the existing research.

Let’s look at each of these scenarios:

New frontiers – new technologies, discoveries or breakthroughs can open up entirely new frontiers where there is very little existing research, thereby creating fresh research gaps. For example, as generative AI technology became accessible to the general public in 2023, the full implications and knock-on effects of this were (or perhaps, still are) largely unknown and therefore present multiple avenues for researchers to explore.

New contexts – very often, existing research tends to be concentrated on specific contexts and geographies. Therefore, even within well-studied fields, there is often a lack of research within niche contexts. For example, just because a study finds certain results within a western context doesn’t mean that it would necessarily find the same within an eastern context. If there’s reason to believe that results may vary across these geographies, a potential research gap emerges.

Disagreements – within many areas of existing research, there are (quite naturally) conflicting views between researchers, where each side presents strong points that pull in opposing directions. In such cases, it’s still somewhat uncertain as to which viewpoint (if any) is more accurate. As a result, there is room for further research in an attempt to “settle” the debate.

Of course, many other potential scenarios can give rise to research gaps, and consequently, research problems, but these common ones are a useful starting point. If you’re interested in research gaps, you can learn more here .

How to find a research problem

Given that research problems flow from research gaps , finding a strong research problem for your research project means that you’ll need to first identify a clear research gap. Below, we’ll present a four-step process to help you find and evaluate potential research problems.

If you’ve read our other articles about finding a research topic , you’ll find the process below very familiar as the research problem is the foundation of any study . In other words, finding a research problem is much the same as finding a research topic.

Step 1 – Identify your area of interest

Naturally, the starting point is to first identify a general area of interest . Chances are you already have something in mind, but if not, have a look at past dissertations and theses within your institution to get some inspiration. These present a goldmine of information as they’ll not only give you ideas for your own research, but they’ll also help you see exactly what the norms and expectations are for these types of projects.

At this stage, you don’t need to get super specific. The objective is simply to identify a couple of potential research areas that interest you. For example, if you’re undertaking research as part of a business degree, you may be interested in social media marketing strategies for small businesses, leadership strategies for multinational companies, etc.

Depending on the type of project you’re undertaking, there may also be restrictions or requirements regarding what topic areas you’re allowed to investigate, what type of methodology you can utilise, etc. So, be sure to first familiarise yourself with your institution’s specific requirements and keep these front of mind as you explore potential research ideas.

Step 2 – Review the literature and develop a shortlist

Once you’ve decided on an area that interests you, it’s time to sink your teeth into the literature . In other words, you’ll need to familiarise yourself with the existing research regarding your interest area. Google Scholar is a good starting point for this, as you can simply enter a few keywords and quickly get a feel for what’s out there. Keep an eye out for recent literature reviews and systematic review-type journal articles, as these will provide a good overview of the current state of research.

At this stage, you don’t need to read every journal article from start to finish . A good strategy is to pay attention to the abstract, intro and conclusion , as together these provide a snapshot of the key takeaways. As you work your way through the literature, keep an eye out for what’s missing – in other words, what questions does the current research not answer adequately (or at all)? Importantly, pay attention to the section titled “ further research is needed ”, typically found towards the very end of each journal article. This section will specifically outline potential research gaps that you can explore, based on the current state of knowledge (provided the article you’re looking at is recent).

Take the time to engage with the literature and develop a big-picture understanding of the current state of knowledge. Reviewing the literature takes time and is an iterative process , but it’s an essential part of the research process, so don’t cut corners at this stage.

As you work through the review process, take note of any potential research gaps that are of interest to you. From there, develop a shortlist of potential research gaps (and resultant research problems) – ideally 3 – 5 options that interest you.

The relationship between the research problem and research gap

Step 3 – Evaluate your potential options

Once you’ve developed your shortlist, you’ll need to evaluate your options to identify a winner. There are many potential evaluation criteria that you can use, but we’ll outline three common ones here: value, practicality and personal appeal.

Value – a good research problem needs to create value when successfully addressed. Ask yourself:

  • Who will this study benefit (e.g., practitioners, researchers, academia)?
  • How will it benefit them specifically?
  • How much will it benefit them?

Practicality – a good research problem needs to be manageable in light of your resources. Ask yourself:

  • What data will I need access to?
  • What knowledge and skills will I need to undertake the analysis?
  • What equipment or software will I need to process and/or analyse the data?
  • How much time will I need?
  • What costs might I incur?

Personal appeal – a research project is a commitment, so the research problem that you choose needs to be genuinely attractive and interesting to you. Ask yourself:

  • How appealing is the prospect of solving this research problem (on a scale of 1 – 10)?
  • Why, specifically, is it attractive (or unattractive) to me?
  • Does the research align with my longer-term goals (e.g., career goals, educational path, etc)?

Depending on how many potential options you have, you may want to consider creating a spreadsheet where you numerically rate each of the options in terms of these criteria. Remember to also include any criteria specified by your institution . From there, tally up the numbers and pick a winner.

Step 4 – Craft your problem statement

Once you’ve selected your research problem, the final step is to craft a problem statement. Remember, your problem statement needs to be a concise outline of what the core issue is and how your study will address it. Aim to fit this within one paragraph – don’t waffle on. Have a look at the problem statement example we mentioned earlier if you need some inspiration.

Key Takeaways

We’ve covered a lot of ground. Let’s do a quick recap of the key takeaways:

  • A research problem is an explanation of the issue that your study will try to solve. This explanation needs to highlight the problem , the consequence and the solution or response.
  • A problem statement is a clear and concise summary of the research problem , typically contained within one paragraph.
  • Research problems emerge from research gaps , which themselves can emerge from multiple potential sources, including new frontiers, new contexts or disagreements within the existing literature.
  • To find a research problem, you need to first identify your area of interest , then review the literature and develop a shortlist, after which you’ll evaluate your options, select a winner and craft a problem statement .

significance of a problem statement in a research paper

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How to Write an Effective Problem Statement for Your Research Paper

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Table of Contents

The problem statement usually appears at the beginning of an article, making it one of the first things readers encounter. An excellent problem statement not only explains the relevance and importance of the research but also helps readers quickly determine if the article aligns with their interests by clearly defining the topic. Therefore, the problem statement plays a unique role in the widespread dissemination of the paper and enhancing the researcher’s academic influence.  

In this article, we will focus on writing ideas, structure, and practical examples of the problem statement, helping researchers easily write an excellent problem statement.  

Basic Writing Strategies for the Problem Statement  

The problem statement aims to highlight the pressing issue the research intends to address. It should be concise and to the point. Researchers can follow a two-step approach: first, think about the content of the problem statement, and then organize the writing framework.  

Before writing, clarify the following points¹ :  

  • What is the reader’s level of understanding of the research topic?  
  • How can the significance of the research be effectively conveyed to the reader?  

After addressing these two questions, you can organize the content according to the following structure:  

  • Clarify what you aim to achieve with your research.  
  • Explore why the problem exists and explain how solving it helps reach the goal.  
  • Outline the potential impact of the research, such as possible outcomes, challenges, and benefits.  
  • Recommend a plan for your experiment that follows the rules of science.  
  • Explain the potential consequences if the problem is not resolved (if applicable).  

Three Important Parts of the Problem Statement  

The content and length of the problem statement can vary depending on the type of research. Although there’s no fixed format, it’s helpful to include these three key parts:  

  Research Background:  

Explain clearly what problem your research focuses on. Describe how things would be better if this problem didn’t exist. Also, talk about what other researchers have tried to do about this problem and what still needs to be figured out.  

  Research Significance:  

Clarify the impact of the problem on the research field and society, and analyze the cause of the problem. Explain who will benefit from solving the problem, thus demonstrating the relevance of the research and its contribution to the existing research system.²  To illustrate the relevance, consider aspects such as the geographical location or process where the problem occurs, the time period during which it exists, and the severity of the problem.  

Solution:  

Describe the research objective and the expected solution or results.  

Understanding the Writing Method Through Examples  

To further explore the writing method of the problem statement, let’s look at the following case.  

Research Topic: 

The benefits of vitamin D supplementation on the immune system.  

Problem Statement: 

  • Review existing research on the role of vitamin D in the immune system, emphasizing the potential impacts of vitamin D deficiency on the human body.  
  • List the obstacles encountered when trying to increase vitamin D levels in the body through supplements, and briefly mention the physiological or molecular mechanisms behind these obstacles.  
  • Clarify feasible ways to overcome these obstacles, such as new methods to promote the absorption of vitamin D in the intestine. Then, focus on the benefits of these methods, such as helping postmenopausal women with breast cancer improve their blood vitamin D levels.   

Points to Note: 

When crafting your problem statement, focus on essential details and avoid unnecessary information. Additionally, absolute terms such as “must” should be avoided.  

( The examples in this article are used only to illustrate writing points, and the academic views contained therein are not for reference. )  

By mastering these techniques and methods, you can enhance the clarity and impact of their problem statements. This not only makes the articles more engaging for reviewers and readers but also increases the likelihood of broader dissemination.  

For efficient and professional assistance, consider reaching out to Elsevier Language Services. Our team of expert editors, who are native English speakers across various disciplines, can help refine every aspect of your article, including the problem statement. Our goal is to ensure your research achieves efficient publication and has wide-reaching impact, supporting your academic journey in the long term.  

Type in wordcount for Plus Total: USD EUR JPY Follow this link if your manuscript is longer than 9,000 words. Upload

References:  

  • SURF Workshop Resources: Problem Statements – Purdue OWL® – Purdue University. (n.d.). https://owl.purdue.edu/owl/subject_specific_writing/writing_in_the_purdue_surf_program/surf_workshop_resources_problem_statements/index.html
  • Problem Statement | A practical guide to delivering results. (n.d.). Copyright (C)2024 a Practical Guide to Delivering Results. All Rights Reserved. https://deliveringresults.leeds.ac.uk/delivering-results-lifecycle/problem-statement/

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A research problem is a definite or clear expression [statement] about an area of concern, a condition to be improved upon, a difficulty to be eliminated, or a troubling question that exists in scholarly literature, in theory, or within existing practice that points to a need for meaningful understanding and deliberate investigation. A research problem does not state how to do something, offer a vague or broad proposition, or present a value question. In the social and behavioral sciences, studies are most often framed around examining a problem that needs to be understood and resolved in order to improve society and the human condition.

Bryman, Alan. “The Research Question in Social Research: What is its Role?” International Journal of Social Research Methodology 10 (2007): 5-20; Guba, Egon G., and Yvonna S. Lincoln. “Competing Paradigms in Qualitative Research.” In Handbook of Qualitative Research . Norman K. Denzin and Yvonna S. Lincoln, editors. (Thousand Oaks, CA: Sage, 1994), pp. 105-117; Pardede, Parlindungan. “Identifying and Formulating the Research Problem." Research in ELT: Module 4 (October 2018): 1-13; Li, Yanmei, and Sumei Zhang. "Identifying the Research Problem." In Applied Research Methods in Urban and Regional Planning . (Cham, Switzerland: Springer International Publishing, 2022), pp. 13-21.

Importance of...

The purpose of a problem statement is to:

  • Introduce the reader to the importance of the topic being studied . The reader is oriented to the significance of the study.
  • Anchors the research questions, hypotheses, or assumptions to follow . It offers a concise statement about the purpose of your paper.
  • Place the topic into a particular context that defines the parameters of what is to be investigated.
  • Provide the framework for reporting the results and indicates what is probably necessary to conduct the study and explain how the findings will present this information.

In the social sciences, the research problem establishes the means by which you must answer the "So What?" question. This declarative question refers to a research problem surviving the relevancy test [the quality of a measurement procedure that provides repeatability and accuracy]. Note that answering the "So What?" question requires a commitment on your part to not only show that you have reviewed the literature, but that you have thoroughly considered the significance of the research problem and its implications applied to creating new knowledge and understanding or informing practice.

To survive the "So What" question, problem statements should possess the following attributes:

  • Clarity and precision [a well-written statement does not make sweeping generalizations and irresponsible pronouncements; it also does include unspecific determinates like "very" or "giant"],
  • Demonstrate a researchable topic or issue [i.e., feasibility of conducting the study is based upon access to information that can be effectively acquired, gathered, interpreted, synthesized, and understood],
  • Identification of what would be studied, while avoiding the use of value-laden words and terms,
  • Identification of an overarching question or small set of questions accompanied by key factors or variables,
  • Identification of key concepts and terms,
  • Articulation of the study's conceptual boundaries or parameters or limitations,
  • Some generalizability in regards to applicability and bringing results into general use,
  • Conveyance of the study's importance, benefits, and justification [i.e., regardless of the type of research, it is important to demonstrate that the research is not trivial],
  • Does not have unnecessary jargon or overly complex sentence constructions; and,
  • Conveyance of more than the mere gathering of descriptive data providing only a snapshot of the issue or phenomenon under investigation.

Bryman, Alan. “The Research Question in Social Research: What is its Role?” International Journal of Social Research Methodology 10 (2007): 5-20; Brown, Perry J., Allen Dyer, and Ross S. Whaley. "Recreation Research—So What?" Journal of Leisure Research 5 (1973): 16-24; Castellanos, Susie. Critical Writing and Thinking. The Writing Center. Dean of the College. Brown University; Ellis, Timothy J. and Yair Levy Nova. "Framework of Problem-Based Research: A Guide for Novice Researchers on the Development of a Research-Worthy Problem." Informing Science: the International Journal of an Emerging Transdiscipline 11 (2008); Thesis and Purpose Statements. The Writer’s Handbook. Writing Center. University of Wisconsin, Madison; Thesis Statements. The Writing Center. University of North Carolina; Tips and Examples for Writing Thesis Statements. The Writing Lab and The OWL. Purdue University; Selwyn, Neil. "‘So What?’…A Question that Every Journal Article Needs to Answer." Learning, Media, and Technology 39 (2014): 1-5; Shoket, Mohd. "Research Problem: Identification and Formulation." International Journal of Research 1 (May 2014): 512-518.

Structure and Writing Style

I.  Types and Content

There are four general conceptualizations of a research problem in the social sciences:

  • Casuist Research Problem -- this type of problem relates to the determination of right and wrong in questions of conduct or conscience by analyzing moral dilemmas through the application of general rules and the careful distinction of special cases.
  • Difference Research Problem -- typically asks the question, “Is there a difference between two or more groups or treatments?” This type of problem statement is used when the researcher compares or contrasts two or more phenomena. This a common approach to defining a problem in the clinical social sciences or behavioral sciences.
  • Descriptive Research Problem -- typically asks the question, "what is...?" with the underlying purpose to describe the significance of a situation, state, or existence of a specific phenomenon. This problem is often associated with revealing hidden or understudied issues.
  • Relational Research Problem -- suggests a relationship of some sort between two or more variables to be investigated. The underlying purpose is to investigate specific qualities or characteristics that may be connected in some way.

A problem statement in the social sciences should contain :

  • A lead-in that helps ensure the reader will maintain interest over the study,
  • A declaration of originality [e.g., mentioning a knowledge void or a lack of clarity about a topic that will be revealed in the literature review of prior research],
  • An indication of the central focus of the study [establishing the boundaries of analysis], and
  • An explanation of the study's significance or the benefits to be derived from investigating the research problem.

NOTE:   A statement describing the research problem of your paper should not be viewed as a thesis statement that you may be familiar with from high school. Given the content listed above, a description of the research problem is usually a short paragraph in length.

II.  Sources of Problems for Investigation

The identification of a problem to study can be challenging, not because there's a lack of issues that could be investigated, but due to the challenge of formulating an academically relevant and researchable problem which is unique and does not simply duplicate the work of others. To facilitate how you might select a problem from which to build a research study, consider these sources of inspiration:

Deductions from Theory This relates to deductions made from social philosophy or generalizations embodied in life and in society that the researcher is familiar with. These deductions from human behavior are then placed within an empirical frame of reference through research. From a theory, the researcher can formulate a research problem or hypothesis stating the expected findings in certain empirical situations. The research asks the question: “What relationship between variables will be observed if theory aptly summarizes the state of affairs?” One can then design and carry out a systematic investigation to assess whether empirical data confirm or reject the hypothesis, and hence, the theory.

Interdisciplinary Perspectives Identifying a problem that forms the basis for a research study can come from academic movements and scholarship originating in disciplines outside of your primary area of study. This can be an intellectually stimulating exercise. A review of pertinent literature should include examining research from related disciplines that can reveal new avenues of exploration and analysis. An interdisciplinary approach to selecting a research problem offers an opportunity to construct a more comprehensive understanding of a very complex issue that any single discipline may be able to provide.

Interviewing Practitioners The identification of research problems about particular topics can arise from formal interviews or informal discussions with practitioners who provide insight into new directions for future research and how to make research findings more relevant to practice. Discussions with experts in the field, such as, teachers, social workers, health care providers, lawyers, business leaders, etc., offers the chance to identify practical, “real world” problems that may be understudied or ignored within academic circles. This approach also provides some practical knowledge which may help in the process of designing and conducting your study.

Personal Experience Don't undervalue your everyday experiences or encounters as worthwhile problems for investigation. Think critically about your own experiences and/or frustrations with an issue facing society or related to your community, your neighborhood, your family, or your personal life. This can be derived, for example, from deliberate observations of certain relationships for which there is no clear explanation or witnessing an event that appears harmful to a person or group or that is out of the ordinary.

Relevant Literature The selection of a research problem can be derived from a thorough review of pertinent research associated with your overall area of interest. This may reveal where gaps exist in understanding a topic or where an issue has been understudied. Research may be conducted to: 1) fill such gaps in knowledge; 2) evaluate if the methodologies employed in prior studies can be adapted to solve other problems; or, 3) determine if a similar study could be conducted in a different subject area or applied in a different context or to different study sample [i.e., different setting or different group of people]. Also, authors frequently conclude their studies by noting implications for further research; read the conclusion of pertinent studies because statements about further research can be a valuable source for identifying new problems to investigate. The fact that a researcher has identified a topic worthy of further exploration validates the fact it is worth pursuing.

III.  What Makes a Good Research Statement?

A good problem statement begins by introducing the broad area in which your research is centered, gradually leading the reader to the more specific issues you are investigating. The statement need not be lengthy, but a good research problem should incorporate the following features:

1.  Compelling Topic The problem chosen should be one that motivates you to address it but simple curiosity is not a good enough reason to pursue a research study because this does not indicate significance. The problem that you choose to explore must be important to you, but it must also be viewed as important by your readers and to a the larger academic and/or social community that could be impacted by the results of your study. 2.  Supports Multiple Perspectives The problem must be phrased in a way that avoids dichotomies and instead supports the generation and exploration of multiple perspectives. A general rule of thumb in the social sciences is that a good research problem is one that would generate a variety of viewpoints from a composite audience made up of reasonable people. 3.  Researchability This isn't a real word but it represents an important aspect of creating a good research statement. It seems a bit obvious, but you don't want to find yourself in the midst of investigating a complex research project and realize that you don't have enough prior research to draw from for your analysis. There's nothing inherently wrong with original research, but you must choose research problems that can be supported, in some way, by the resources available to you. If you are not sure if something is researchable, don't assume that it isn't if you don't find information right away--seek help from a librarian !

NOTE:   Do not confuse a research problem with a research topic. A topic is something to read and obtain information about, whereas a problem is something to be solved or framed as a question raised for inquiry, consideration, or solution, or explained as a source of perplexity, distress, or vexation. In short, a research topic is something to be understood; a research problem is something that needs to be investigated.

IV.  Asking Analytical Questions about the Research Problem

Research problems in the social and behavioral sciences are often analyzed around critical questions that must be investigated. These questions can be explicitly listed in the introduction [i.e., "This study addresses three research questions about women's psychological recovery from domestic abuse in multi-generational home settings..."], or, the questions are implied in the text as specific areas of study related to the research problem. Explicitly listing your research questions at the end of your introduction can help in designing a clear roadmap of what you plan to address in your study, whereas, implicitly integrating them into the text of the introduction allows you to create a more compelling narrative around the key issues under investigation. Either approach is appropriate.

The number of questions you attempt to address should be based on the complexity of the problem you are investigating and what areas of inquiry you find most critical to study. Practical considerations, such as, the length of the paper you are writing or the availability of resources to analyze the issue can also factor in how many questions to ask. In general, however, there should be no more than four research questions underpinning a single research problem.

Given this, well-developed analytical questions can focus on any of the following:

  • Highlights a genuine dilemma, area of ambiguity, or point of confusion about a topic open to interpretation by your readers;
  • Yields an answer that is unexpected and not obvious rather than inevitable and self-evident;
  • Provokes meaningful thought or discussion;
  • Raises the visibility of the key ideas or concepts that may be understudied or hidden;
  • Suggests the need for complex analysis or argument rather than a basic description or summary; and,
  • Offers a specific path of inquiry that avoids eliciting generalizations about the problem.

NOTE:   Questions of how and why concerning a research problem often require more analysis than questions about who, what, where, and when. You should still ask yourself these latter questions, however. Thinking introspectively about the who, what, where, and when of a research problem can help ensure that you have thoroughly considered all aspects of the problem under investigation and helps define the scope of the study in relation to the problem.

V.  Mistakes to Avoid

Beware of circular reasoning! Do not state the research problem as simply the absence of the thing you are suggesting. For example, if you propose the following, "The problem in this community is that there is no hospital," this only leads to a research problem where:

  • The need is for a hospital
  • The objective is to create a hospital
  • The method is to plan for building a hospital, and
  • The evaluation is to measure if there is a hospital or not.

This is an example of a research problem that fails the "So What?" test . In this example, the problem does not reveal the relevance of why you are investigating the fact there is no hospital in the community [e.g., perhaps there's a hospital in the community ten miles away]; it does not elucidate the significance of why one should study the fact there is no hospital in the community [e.g., that hospital in the community ten miles away has no emergency room]; the research problem does not offer an intellectual pathway towards adding new knowledge or clarifying prior knowledge [e.g., the county in which there is no hospital already conducted a study about the need for a hospital, but it was conducted ten years ago]; and, the problem does not offer meaningful outcomes that lead to recommendations that can be generalized for other situations or that could suggest areas for further research [e.g., the challenges of building a new hospital serves as a case study for other communities].

Alvesson, Mats and Jörgen Sandberg. “Generating Research Questions Through Problematization.” Academy of Management Review 36 (April 2011): 247-271 ; Choosing and Refining Topics. Writing@CSU. Colorado State University; D'Souza, Victor S. "Use of Induction and Deduction in Research in Social Sciences: An Illustration." Journal of the Indian Law Institute 24 (1982): 655-661; Ellis, Timothy J. and Yair Levy Nova. "Framework of Problem-Based Research: A Guide for Novice Researchers on the Development of a Research-Worthy Problem." Informing Science: the International Journal of an Emerging Transdiscipline 11 (2008); How to Write a Research Question. The Writing Center. George Mason University; Invention: Developing a Thesis Statement. The Reading/Writing Center. Hunter College; Problem Statements PowerPoint Presentation. The Writing Lab and The OWL. Purdue University; Procter, Margaret. Using Thesis Statements. University College Writing Centre. University of Toronto; Shoket, Mohd. "Research Problem: Identification and Formulation." International Journal of Research 1 (May 2014): 512-518; Trochim, William M.K. Problem Formulation. Research Methods Knowledge Base. 2006; Thesis and Purpose Statements. The Writer’s Handbook. Writing Center. University of Wisconsin, Madison; Thesis Statements. The Writing Center. University of North Carolina; Tips and Examples for Writing Thesis Statements. The Writing Lab and The OWL. Purdue University; Pardede, Parlindungan. “Identifying and Formulating the Research Problem." Research in ELT: Module 4 (October 2018): 1-13; Walk, Kerry. Asking an Analytical Question. [Class handout or worksheet]. Princeton University; White, Patrick. Developing Research Questions: A Guide for Social Scientists . New York: Palgrave McMillan, 2009; Li, Yanmei, and Sumei Zhang. "Identifying the Research Problem." In Applied Research Methods in Urban and Regional Planning . (Cham, Switzerland: Springer International Publishing, 2022), pp. 13-21.

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SciSpace Resources

How to Write a Statement of the Problem in Research

Madalsa

Table of Contents

The problem statement is a foundation of academic research writing , providing a precise representation of an existing gap or issue in a particular field of study.

Crafting a sharp and focused problem statement lays the groundwork for your research project.

  • It highlights the research's significance .
  • Emphasizes its potential to influence the broader academic community.
  • Represents the initial step for you to make a meaningful contribution to your discipline.

Therefore, in this article, we will discuss what is a statement of the problem in research and how to craft a compelling research problem statement.

What is a research problem statement?

A research problem statement is a concise, clear, and specific articulation of a gap in current knowledge that your research aims to bridge. It not only sets forth the scope and direction of your research but also establishes its relevance and significance.

Your problem statement in your research paper aims to:

  • Define the gap : Clearly identify and articulate a specific gap or issue in the existing knowledge.
  • Provide direction : Serve as a roadmap, guiding the course of your research and ensuring you remain focused.
  • Establish relevance : Highlight the importance and significance of the problem in the context of your field or the broader world.
  • Guide inquiry :  Formulate the research questions or hypotheses you'll explore.
  • Communicate intent : Succinctly convey the core purpose of your research to stakeholders, peers, and any audience.
  • Set boundaries : Clearly define the scope of your research to ensure it's focused and achievable.

When should you write a problem statement in research?

Initiate your research by crafting a clear problem statement. This should be done before any data collection or analysis, serving as a foundational anchor that clearly identifies the specific issue you aim to address.

By establishing this early on, you shape the direction of your research, ensuring it targets a genuine knowledge gap.

Furthermore, an effective and a concise statement of the problem in research attracts collaborators, funders, and supporters, resonating with its clarity and purpose. Remember, as your research unfolds, the statement might evolve, reflecting new insights and staying pertinent.

But how do you distinguish between a well-crafted problem statement and one that falls short?

Effective vs. ineffective research problem statements

Imagine a scenario where medical researchers aim to tackle a new strain of virus. Their effective problem statement wouldn't merely state the existence of the virus. Instead, it would delve into the specifics — the regions most affected, the demographics most vulnerable, and the current limitations in medical interventions.

Whereas an ineffective research problem statement is vague, overly broad, or ambiguous, failing to provide a clear direction for the research. It may not be rooted in existing literature, might lack clarity on its significance, or could be framed in a way that makes the research objectives unachievable or irrelevant.

To understand it better, let's consider the topic of “Remote work and employee productivity.”

Effective problem statement

“Over the past decade, there has been a 70% increase in organizations adopting remote work policies. While some studies suggest remote work enhances employee productivity, others indicate potential declines due to distractions at home.

However, there’s a lack of comprehensive research examining the specific factors in a remote environment that influence productivity. This study aims to identify and analyze these factors, providing organizations with actionable insights to optimize remote work policies.”

Why is this statement of a problem in research effective?

  • Specificity : The statement provides a clear percentage to highlight the rise in remote work.
  • Context : It acknowledges existing research and the conflicting findings.
  • Clear gap identification : It points out the lack of comprehensive research on specific factors affecting productivity in remote work.
  • Purpose : The statement concludes with a clear aim for the research.

Ineffective problem statement

"People are working from home a lot now, especially since there are so many internet tools. Some say it's good; others say it's not that great. This research will just look into the whole work-from-home thing and see what's up."

Why is this statement of a problem in research ineffective?

  • Informal language : Phrases like "what's up" and "the whole work-from-home thing" are not suitable for academic writing.
  • Vagueness : The statement doesn't provide any specific data or context about the rise of remote work.
  • Lack of clear focus : It's unclear what aspect of remote work the research will address.
  • Ambiguous purpose : The statement doesn't specify the research's objectives or expected outcomes.

After gaining an understanding of what an effective research problem statement looks like, let's dive deeper into how to write one.

How to write a problem statement in research?

Drafting your research problem statement at the onset of your research journey ensures that your research remains anchored. That means by defining and articulating the main issue or challenge you intend to address at the very beginning of your research process; you provide a clear focus and direction for the entire study.

Here's a detailed guide to how you can write an effective statement of the problem in research.

Identify the research area : Before addressing a specific problem, you need to know the broader domain or field of your study. This helps in contextualizing your research and ensuring it aligns with existing academic disciplines.

Example: If you're curious about the effects of digital technology on human behavior, your broader research area might be Digital Sociology or Media Studies.

Conduct preliminary literature review : Familiarize yourself with existing research related to your topic. This will help you understand what's already known and, more importantly, identify gaps or unresolved questions in the existing knowledge. This step also ensures you're advancing upon existing work rather than replicating it.

Example: Upon reviewing literature on digital technology and behavior, you find many studies on social media's impact on youth but fewer on its effects on the elderly.

Read how to conduct an effective literature review .

Define the specific problem : After thoroughly reviewing the literature, pinpoint a particular issue that your research will address. Ensure that this chosen issue is not only of substantial importance in its field but also realistically approachable given your resources and expertise. To define it precisely, you might consider:

  • Highlighting discrepancies or contradictions in existing literature.
  • Emphasizing the real-world implications of this gap.
  • Assessing the feasibility of exploring this issue within your means and timeframe.

Example: You decide to investigate how digital technology, especially social media, affects the mental well-being of the elderly, given the limited research in this area.

Articulate clearly and concisely : Your problem statement should be straightforward and devoid of jargon. It needs to convey the essence of your research issue in a manner that's understandable to both experts and non-experts.

Example: " The impact of social media on the mental well-being of elderly individuals remains underexplored, despite the growing adoption of digital technology in this age group. "

Highlight the significance : Explain why your chosen research problem matters. This could be due to its real-world implications, its potential to fill a knowledge gap or its relevance to current events or trends.

Example: As the elderly population grows and becomes more digitally connected, understanding the psychological effects of social media on this demographic could inform digital literacy programs and mental health interventions.

Ensure feasibility : Your research problem should be something you can realistically study, given your resources, timeframe, and expertise. It's essential to ensure that you can gather data, conduct experiments, or access necessary materials or participants.

Example: You plan to survey elderly individuals in local community centers about their social media usage and perceived mental well-being, ensuring you have the means to reach this demographic.

Seek feedback : Discuss your preliminary problem statement with peers, mentors, or experts in the field. They can provide insights, point out potential pitfalls, or suggest refinements.

Example: After discussing with a gerontologist, you decide to also consider the role of digital training in moderating the effects of social media on the elderly.

Refine and Revise : Based on feedback and further reflection, revise and improve your problem statement. This iterative process ensures clarity, relevance, and precision.

Example: Your refined statement reads: Despite the increasing digital connectivity of the elderly, the effects of social media on their mental well-being, especially in the context of digital training, remain underexplored.

By following these detailed steps, you can craft a research problem statement that is both compelling and academically rigorous.

Having explored the details of crafting a research problem statement, it's crucial to distinguish it from another fundamental element in academic research: the thesis statement.

Difference between a thesis statement and a problem statement

While both terms are central to research, a thesis statement presents your primary claim or argument, whereas a problem statement describes the specific issue your research aims to address.

Think of the thesis statement as the conclusion you're driving towards, while the problem statement identifies a specific gap in current knowledge.

For instance, a problem statement might highlight the rising mental health issues among teenagers, while the thesis statement could propose that increased screen time is a significant contributor.

Refer to the comparison table between what is a thesis and a problem statement in the research below:

Aspect

Thesis Statement

Problem Statement

Definition

A concise statement that presents the main claim or argument of the research

A clear articulation of a specific issue or gap in knowledge that the research aims to address

Purpose

To provide readers with the primary focus or argument of the research and what it aims to demonstrate

To highlight a particular issue or gap that the research seeks to address

Placement

Found in the introduction of a thesis or dissertation, usually within the first 1-2 pages, indicating the central argument or claim the entire work

Positioned early in research papers or proposals, it sets the context by highlighting the issue the research will address, guiding subsequent questions and methodologies

Nature of statement

Assertive and argumentative, as it makes a claim that the research will support or refute

Descriptive and explanatory, as it outlines the issue without necessarily proposing a solution or stance

Derived from

Research findings, data analysis, and interpretation

Preliminary literature review, observed gaps in knowledge, or identified issues in a particular field

Word count

Typically concise, ranging from 1 sentence to a short paragraph (approximately 25-50 words)

Generally more detailed, ranging from a paragraph to a page (approximately 100-300 words)

Common mistakes to avoid in writing statement of the problem in research

Mistakes in the research problem statement can lead to a domino effect, causing misalignment in research objectives, wasted resources, and even inconclusive or irrelevant results.

Recognizing and avoiding these pitfalls not only strengthens the foundation of your research but also ensures that your efforts concede impactful insights.

Here's a detailed exploration of frequent subjective, qualitative, quantitative and measurable mistakes and how you can sidestep them.

Being too broad or too narrow

A problem statement that's too broad can lack focus, making it challenging to derive specific research questions or objectives. Conversely, a statement that's too narrow might limit the scope of your research or make it too trivial.

Example of mistake: "Studying the effects of diet on health" is too broad, while "Studying the effects of eating green apples at 3 pm on heart health" is overly narrow.

You can refine the scope based on preliminary research. The correct way to write this problem statement will be "Studying the effects of a high-fiber diet on heart health in adults over 50." This statement is neither too broad nor too narrow, and it provides a clear direction for the research.

Using unnecessary jargon or technical language

While academic writing often involves academic terms, overloading your problem statement with jargon can alienate readers and obscure the actual problem.

Example of Mistake: "Examining the diurnal variations in macronutrient ingestion vis-à-vis metabolic homeostasis."

To ensure it’s not complicated, you can simplify and clarify. "Examining how daily changes in nutrient intake affect metabolic balance" conveys the same idea more accessible.

Not emphasizing the "Why" of the problem

It's not enough to state a problem; you must also convey its significance. Why does this problem matter? What are the implications of not addressing it?

Example of Mistake: "Many students are not engaging with online learning platforms."

You can proceed with the approach of highlighting the significance here. "Many students are not engaging with online learning platforms, leading to decreased academic performance and widening educational disparities."

Circular reasoning and lack of relevance

Your problem statement should be grounded in existing research or observed phenomena. Avoid statements that assume what they set out to prove or lack a clear basis in current knowledge.

Example of Mistake: "We need to study X because not enough research has been done on X."

Instead, try grounding your statement based on already-known facts. "While several studies have explored Y, the specific impact of X remains unclear, necessitating further research."

Being overly ambitious

While it's commendable to aim high, your problem statement should reflect a challenge that's achievable within your means, timeframe, and resources.

Example of Mistake: "This research will solve world hunger."

Here, you need to be realistic and focused. "This research aims to develop sustainable agricultural techniques to increase crop yields in arid regions."

By being mindful of these common mistakes, you can craft a problem statement that is clear, relevant and sets a solid foundation for your research.

Over-reliance on outdated data

Using data that is no longer relevant can mislead the direction of your research. It's essential to ensure that the statistics or findings you reference are current and pertinent to the present scenario.

Example of Mistake: "According to a 1995 study, only 5% of the population uses the internet for daily tasks."

You always cross-check the dates and relevance of the data you're using. For a contemporary study on internet usage, you'd want to reference more recent statistics.

Not specifying the sample size or demographic

A problem statement should be clear about the population or sample size being studied, especially when making generalizations or claims.

Example of Mistake: "People prefer online shopping to in-store shopping."

Here, you would benefit from specifying the demographic or sample size when presenting data to avoid overgeneralization. " In a survey of 1,000 urban residents aged 18-35, 70% expressed a preference for online shopping over in-store shopping. "

Ignoring conflicting data

Cherry-picking data that supports your hypothesis while ignoring conflicting data can lead to a biased problem statement.

Example of Mistake: "Research shows that all students benefit from online learning."

You’ve to ensure a balanced view by considering all relevant data, even if it contradicts your hypothesis. " While many studies highlight the advantages of online learning for students, some research points to challenges such as decreased motivation and lack of face-to-face interaction. "

Making unsubstantiated predictions

Projecting future trends without solid data can weaken the credibility of your problem statement.

Example of Mistake: "The demand for electric cars will increase by 500% in the next year."

Base your predictions on current trends and reliable data sources, avoiding hyperbolic or unsupported claims. " With the current growth rate and recent advancements in battery technology, there's potential for a significant rise in the demand for electric cars. "

Wrapping Up

A well-crafted problem statement ensures that your research is focused, relevant, and contributes meaningfully to the broader academic community.

However, the consequences of an incorrect or poorly constructed problem statement can be severe. It can lead to misdirected research efforts, wasted resources, compromised credibility, and even ethical concerns. Such pitfalls underscore the importance of dedicating time and effort to craft a precise and impactful problem statement.

So, as you start your research journey , remember that a well-defined problem statement is not just a starting point; it guides your entire research journey, ensuring clarity, relevance, and meaningful contributions to your field.

Frequently Asked Questions

A problem statement is a clear, concise and specific articulation of a gap in current knowledge that your research aims to bridge.

The Problem Statement should highlight existing gaps in current knowledge and also the significance of the research. It should also include the research question and purpose of the research.

Clear articulation of the problem and establishing relevance; Working thesis (methods to solve the problem); Purpose and scope of study — are the 3 parts of the problem statement.

While the statement of the problem articulates and delineates a particular research problem, Objectives designates the aims, purpose and strategies to address the particular problem.

Here’s an example — “The study aims to identify and analyze the specific factors that impact employee productivity, providing organizations with actionable insights to optimize remote work policies.”

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  • How to Define a Research Problem | Ideas & Examples

How to Define a Research Problem | Ideas & Examples

Published on November 2, 2022 by Shona McCombes and Tegan George. Revised on May 31, 2023.

A research problem is a specific issue or gap in existing knowledge that you aim to address in your research. You may choose to look for practical problems aimed at contributing to change, or theoretical problems aimed at expanding knowledge.

Some research will do both of these things, but usually the research problem focuses on one or the other. The type of research problem you choose depends on your broad topic of interest and the type of research you think will fit best.

This article helps you identify and refine a research problem. When writing your research proposal or introduction , formulate it as a problem statement and/or research questions .

Table of contents

Why is the research problem important, step 1: identify a broad problem area, step 2: learn more about the problem, other interesting articles, frequently asked questions about research problems.

Having an interesting topic isn’t a strong enough basis for academic research. Without a well-defined research problem, you are likely to end up with an unfocused and unmanageable project.

You might end up repeating what other people have already said, trying to say too much, or doing research without a clear purpose and justification. You need a clear problem in order to do research that contributes new and relevant insights.

Whether you’re planning your thesis , starting a research paper , or writing a research proposal , the research problem is the first step towards knowing exactly what you’ll do and why.

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As you read about your topic, look for under-explored aspects or areas of concern, conflict, or controversy. Your goal is to find a gap that your research project can fill.

Practical research problems

If you are doing practical research, you can identify a problem by reading reports, following up on previous research, or talking to people who work in the relevant field or organization. You might look for:

  • Issues with performance or efficiency
  • Processes that could be improved
  • Areas of concern among practitioners
  • Difficulties faced by specific groups of people

Examples of practical research problems

Voter turnout in New England has been decreasing, in contrast to the rest of the country.

The HR department of a local chain of restaurants has a high staff turnover rate.

A non-profit organization faces a funding gap that means some of its programs will have to be cut.

Theoretical research problems

If you are doing theoretical research, you can identify a research problem by reading existing research, theory, and debates on your topic to find a gap in what is currently known about it. You might look for:

  • A phenomenon or context that has not been closely studied
  • A contradiction between two or more perspectives
  • A situation or relationship that is not well understood
  • A troubling question that has yet to be resolved

Examples of theoretical research problems

The effects of long-term Vitamin D deficiency on cardiovascular health are not well understood.

The relationship between gender, race, and income inequality has yet to be closely studied in the context of the millennial gig economy.

Historians of Scottish nationalism disagree about the role of the British Empire in the development of Scotland’s national identity.

Next, you have to find out what is already known about the problem, and pinpoint the exact aspect that your research will address.

Context and background

  • Who does the problem affect?
  • Is it a newly-discovered problem, or a well-established one?
  • What research has already been done?
  • What, if any, solutions have been proposed?
  • What are the current debates about the problem? What is missing from these debates?

Specificity and relevance

  • What particular place, time, and/or group of people will you focus on?
  • What aspects will you not be able to tackle?
  • What will the consequences be if the problem is not resolved?

Example of a specific research problem

A local non-profit organization focused on alleviating food insecurity has always fundraised from its existing support base. It lacks understanding of how best to target potential new donors. To be able to continue its work, the organization requires research into more effective fundraising strategies.

Once you have narrowed down your research problem, the next step is to formulate a problem statement , as well as your research questions or hypotheses .

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significance of a problem statement in a research paper

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

Methodology

  • Sampling methods
  • Simple random sampling
  • Stratified sampling
  • Cluster sampling
  • Likert scales
  • Reproducibility

 Statistics

  • Null hypothesis
  • Statistical power
  • Probability distribution
  • Effect size
  • Poisson distribution

Research bias

  • Optimism bias
  • Cognitive bias
  • Implicit bias
  • Hawthorne effect
  • Anchoring bias
  • Explicit bias

All research questions should be:

  • Focused on a single problem or issue
  • Researchable using primary and/or secondary sources
  • Feasible to answer within the timeframe and practical constraints
  • Specific enough to answer thoroughly
  • Complex enough to develop the answer over the space of a paper or thesis
  • Relevant to your field of study and/or society more broadly

Writing Strong Research Questions

Research questions anchor your whole project, so it’s important to spend some time refining them.

In general, they should be:

  • Focused and researchable
  • Answerable using credible sources
  • Complex and arguable
  • Feasible and specific
  • Relevant and original

Your research objectives indicate how you’ll try to address your research problem and should be specific:

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

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

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How to Write a Problem Statement in Research with Examples

significance of a problem statement in a research paper

What is a Research Problem Statement?

A research problem statement is a concise statement describing the problem or issue addressed by the research study. The research problem should be composed in a way that both experts and non-experts in the field can understand.

Every research paper describes the investigation of a problem: by adding knowledge to the existing literature, revisiting known observations, or finding concrete solutions. What contribution your publication makes to your field or the scientific community at large depends on whether your research is “basic” (i.e., mainly interested in providing further knowledge that researchers can later apply to specific problems) or “applied” (i.e., developing new techniques, processes, and products).

In any case, a research proposal or research paper must clearly identify and describe the “problem” that is being investigated, so that the reader understands where the research comes from, why the study is relevant, if the applied methods are appropriate, and if the presented results are valid and answer the stated questions. This is known as the “statement of the problem.”

Table of Contents:

  • What is a Research Problem?

How to Write a Problem Statement in a Research Paper

  • Statement of the Problem Example 
  • Where Does the Problem Statement Go in Your Paper?

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Understanding how to write a research problem.

Your research problem defines the gap in existing knowledge you want to address (e.g., global warming causes), an issue with a certain process (e.g., voter registration) or practices (e.g., patient treatment) that is known and well documented and needs a solution, or some surprising phenomena or earlier findings that point to the need for further investigation. Your approach can be theoretical or practical, and the specific type of problem you choose to address depends on the type of research you want to do. 

In any case, your paper should not repeat what other studies have already said. It also should not ask a question that is too broad in scope to be answered within your study, nor should it be so vague that your reader cannot grasp your motivation or focus. To avoid such problems, you need to clearly define your research question, put it into context, and emphasize its significance for your field of research, the wider research community, or even the general public.

When including your statement of the research problem, several key factors must be considered in order to make a statement that is clear, concise, relevant, and convincing to readers. Think about the following elements not as “steps” to writing your problem statement, but as necessary conditions on which your statement can be firmly grounded and stand out.

Provide context for your study

Putting your research problem in context means providing the reader with the background information they need to understand why you want to study or solve this particular problem and why it is relevant. If there have been earlier attempts at solving the problem or solutions that are available but seem imperfect and need improvement, include that information here.

If you are doing applied research, this part of the problem statement (or “research statement”) should tell the reader where a certain problem arises and who is affected by it. In basic or theoretical research, you make a review of relevant literature on the topic that forms the basis for the current work and tells the reader where your study fits in and what gap in existing knowledge you are addressing.

Establish the relevance of this research

The problem statement also needs to clearly state why the current research matters, or why future work matters if you are writing a research proposal. Ask yourself (and tell your readers) what will happen if the problem continues and who will feel the consequences the most. If the solution you search for or propose in your study has wider relevance outside the context of the subjects you have studied, then this also needs to be included here. In basic research, the advancement of knowledge does not always have clear practical consequences—but you should clearly explain to the reader how the insights your study offers fit into the bigger picture, and what potential future research they could inspire.

Define specific aims and Objectives

Now that the reader knows the context of your research and why it matters, briefly introduce the design and the methods you used or are planning to use. While describing these, you should also formulate your precise aims more clearly, and thereby bring every element in your paper together so that the reader can judge for themselves if they (a) understand the rationale behind your study and (b) are convinced by your approach.

This last part could maybe be considered the actual “statement of the problem” of your study, but you need to prepare the reader by providing all the necessary details before you state it explicitly. If the background literature you cite is too broad and the problem you introduced earlier seems a bit vague, then the reader will have trouble understanding how you came up with the specific experiments you suddenly describe here. Make sure your readers can follow the logical structure of your presentation and that no important details are left out.   

Research Problem Statement Example

The following is a sample statement of the problem for a practical research study on the challenges of online learning. Note that your statement might be much longer (especially the context section where you need to explain the background of the study) and that you will need to provide sources for all the claims you make and the earlier literature you cite. You will also not include the headers “context”, “relevance” and “aims and objectives” but simply present these parts as different paragraphs. But if your problem statement follows this structure, you should have no problem convincing the reader of the significance of your work.

Providing context: Since the beginning of the Covid pandemic, most educational institutions around the world have transitioned to a fully online study model, at least during peak times of infections and social distancing measures. This transition has not been easy and even two years into the pandemic, problems with online teaching and studying persist (reference needed) . While the increasing gap between those with access to technology and equipment and those without access has been determined to be one of the main challenges (reference needed) , others claim that online learning offers more opportunities for many students by breaking down barriers of location and distance (reference needed) .  

Establishing relevance: Since teachers and students cannot wait for circumstances to go back to normal, the measures that schools and universities have implemented during the last two years, their advantages and disadvantages, and the impact of those measures on students’ progress, satisfaction, and well-being need to be understood so that improvements can be made and demographics that have been left behind can receive the support they need as soon as possible.

Defining aims and objectives: To identify what changes in the learning environment were considered the most challenging and how those changes relate to a variety of student outcome measures, we conducted surveys and interviews among teachers and students at ten institutions of higher education in four different major cities, two in the US (New York and Chicago), one in South Korea (Seoul), and one in the UK (London). Responses were analyzed with a focus on different student demographics and how they might have been affected differently by the current situation.

Where Does the Problem Statement Go in Your Paper? 

If you write a statement of the problem for a research proposal, then you could include it as a separate section at the very beginning of the main text (unless you are given a specific different structure or different headings, however, then you will have to adapt to that). If your problem statement is part of a research paper manuscript for publication in an academic journal, then it more or less constitutes your introduction section , with the context/background being the literature review that you need to provide here.

If you write the introduction section after the other parts of your paper, then make sure that the specific research question and approach you describe here are in line with the information provided in the research paper abstract , and that all questions you raise here are answered at the end of the discussion section —as always, consistency is key. Knowing where to put the research question can depend on several important contextual factors.

Receive instant editing with Wordvice AI, our automated AI Grammar Checker . Then hand over your manuscript or paper to a professional English editing service for paper editing , thesis editing , or other academic editing services .

And if you need advice on how to write the other parts of your research paper , on how to make a research paper outline if you are struggling with putting everything you did together, or on how to come up with a good research question in case you are not even sure where to start, then head over to the Wordvice academic resources website where we have a lot more articles and videos for you.

What is the problem statement, and how should it be framed?

Here is a guide to help you write a good problem statement, understanding the importance of its qualities, elements and framework.

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Every scientific paper aims to add new insights to the literature, review known observations, or find new solutions to a problem. 

As a general principle, a research proposal or research paper should clearly describe the topic of the research, thereby enabling the reader to understand the context of the research, its relevance, the appropriateness of the methods employed, and the validity of the findings. 

Defining and presenting the problem that inspired your research in a comprehensible, easily readable and, above all, relevant manner is crucial.

Often colleagues or potential sponsors start by reading the statement of the problem. Given that your research will be centered around your problem statement, knowing how to construct one is advantageous. 

Exactly how would you go about constructing one? Understanding the qualities of a good problem statement is important, in addition to its elements and framework. 

Here is a guide to help you write a thorough statement of the problem for your research paper or proposal.

What is the statement of the problem in a research paper?

In a statement of the problem, you specify the problem that your research is attempting to solve. Your study will use reliable outcomes or results to fill the existing gap in knowledge. 

An effective problem statement can consist of only a few sentences or can go as long as a few paragraphs, but must clearly state the reason for the study. 

You should not over broaden your problem statement. It should target a specific issue and contribute to the subject’s body of knowledge for further study.

In the case of a research proposal, you may write the problem statement as a standalone part at the beginning, however, you will have to follow the directions of the proposal if it has a different format. 

For a research paper manuscript to be published in a peer-reviewed journal, your introduction will mainly contain your problem statement, along with your contextual/background information.

Relevance of the Problem Statement

Defining a problem before starting a research project will allow the goals of the research to be clearly identified as well as provide insight into the scope of the research. It outlines the current problem, your proposed solution, and the potential impact of the solution.

Researchers and readers both benefit from a well-written problem statement. Researchers use this statement to define the scope and outline of their project. 

The creation of a problem statement is a useful tool for researchers who need funding for their research. It helps financiers understand why you are a good candidate for funding.

A good problem statement should include the following elements

The reader learns what you plan to do to solve the stated problem and the reasoning behind it. Therefore, a good problem statement must include the following elements: 

1. What is the research question?

The research problem you propose is the driving force behind your study. In light of the results of your study, determine the gap that needs to be bridged. In other words, you must state your research question clearly.  You might want to think about these questions: 

  • Does the problem statement make sense?
  • Are you familiar with the core issue here?
  • How would a possible solution to the problem of the study change the study?

2. Disputes and Implications

You should describe the current state of research in the next section of your problem statement. There are three sections in this part: identifies the problem, explains why it exists and identifies who the problem impacts. 

You should then explain what effects the problem has in the next section of the statement. As this section describes how the problem is affecting the people affected by the problem, the severity of the problem is quantified. 

3. Considering the Study’s Importance

In this section, you should explain why the research in the first place is valuable and why it is necessary. Discuss your study’s relevance and impact in this area. Be sure to emphasize how your work contributes to the literature, as well as how it will provide value to others. 

What is the problem statement, and how should it be framed?

How to write an effective problem statement

1. identify the problem.

First, you must identify the problem before you can begin writing your problem statement. Identifying the problem is the most important and crucial step.

2. Describe your optimal situation in your statement

As a next step, explain what the perfect environment would include in the absence of your problem. As part of your research to improve the process, you will need to describe what you expect your research to accomplish.

3. Outline of the current gaps

Your problem statement should then include a real-world section. Here, you should clearly explain the current scenario. In this section, describe how, when, and where you identified the issue, as well as its cause and why it is an issue.

4. Describe the effects and objective of the problem

Write a section on the impact of your problem statement. Here, the problem is quantified and explained. 

The information provided in this section can be used to identify specific figures such as the duration of a disease or the impact on a specific population segment. Valid data should be included here to support your claims. 

As you describe the effects, you should also elaborate on your exact goals, enabling every aspect of your paper to come together so that the reader can make an informed decision about whether they accept your rationale and whether they are convinced of your approach. 

5. Outline a plan for resolving the Problem

A conclusion section should conclude your statement. The purpose of this section is to identify how the research will advance toward reaching your objectives and achieving your goals. 

Explain the possible solution as well as its benefits to the world. Problem statements are one of the most crucial parts of a research proposal because they will help funders understand the initiative.

An example of a problem statement

This is an example of a Problem Statement on how wearing an XYZ material mask during Covid can affect the health of a person.

A first step would be to outline Covid’s effect on the immune system and how it affects health.

Assume that a mask is worn and that the environment in which the mask would be ideal for the wearer. You should then identify the problems associated with Covid and not wearing a mask as well as the difficulties associated with it. In this case, you can see the common covid issues that arise when no mask is worn.

As you progress through this stage, you may be able to identify an issue and expand it in a way that is appropriate for a research project. It may be that you are proposing a certain type of material XYZ to be used for mask production that can be the most beneficial to people in Covid protection.

Explain how your research will be able to contribute to the knowledge base on how this material will be best for masks for not only Covid, but also other respiratory conditions, perhaps COPD. You should then describe the practical application of your research proposal. You should focus on the “why” behind your research problem.

Keep in mind

In order to get approval from your advisor or to receive funding for your research, you need to define the problem clearly. 

By formulating a problem statement, you can explain why the topic is worth investigating and why it should be addressed.  The goal is to emphasize the main purpose of your research and to entice readers to invest in your research project. For more information on how to write a good research proposal, visit this other article .

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How to write a problem statement

significance of a problem statement in a research paper

What is a problem statement?

Why write a problem statement, when are problem statements commonly written, how do i write a problem statement, the format of a problem statement, the trademarks of a good problem statement, an example of a problem statement, frequently asked questions about problem statements, related articles.

A problem statement is a clear and concise description of the problem or issue a team aims to address in a project.

A problem statement identifies a problem’s current state, desired future state, and the gaps that lie between the two. It doesn't define the solution to the problem or provide a road map for solving the problem; it only gives an outline of what the problem is.

However, the researcher or team can later use the problem statement to validate that their work delivered an outcome that resulted in the solution.

A problem statement is a useful communication tool, as it keeps the whole team on track and tells them why the project is important. A problem statement helps someone to define and understand the problem, identify the goals of the project, and outline the scope of work.

A problem statement is especially relevant for projects that aim to improve processes, as it allows for the easier development of solutions. Referencing it helps guide the activities carried out and aids the research team in staying focused. The information in a problem statement also helps a team make important decisions.

When the desired solution is implemented later on, a problem statement can help make sure that steps are put into place to prevent the original problem from recurring in the future.

Problem statements are used in both academic and business contexts. In a business environment, project managers can use them to help execute process improvement projects.

But in an academic setting, they can help researchers to contextualize and understand the significance of the problem in a research project. This guide focuses on academic problem statements.

Before planning or writing out your academic problem statement, ask yourself some important questions, and make notes with your answers:

  • What is the problem?
  • How often does the problem occur?
  • Where does the problem occur?
  • When does the problem occur?
  • Who does the problem impact?
  • What causes the problem?
  • How would things ideally work if the problem wasn't present?
  • Why is this a problem, and why does it matter?
  • What impact does the problem cause?
  • Which possible solution/s to the problem are you going to propose?
  • What are the predicted benefits or outcomes of your solutions?

When you write your problem statement, split it into four sections:

  • Problem: Here, simply define what your problem is, clearly and concisely. Make it no longer than one or two sentences.
  • Background: This is the section where you can describe what causes the problem, how often it occurs, where and when it occurs, and who the problem impacts.
  • Relevance: You'll want to show how the problem is relevant, as well as why it matters and requires a solution. This is a great space to specify why it's a problem and what impacts it causes. If it fits comfortably, you can also articulate how things would ideally work if the problem wasn't present.
  • Objectives: This section doesn't require great detail or length, as the problem statement isn't the area of your research project in which to specifically problem-solve. However, you should lay out a brief plan of what you're going to do to investigate and how that should help you formulate solutions. You can also hypothesize on possible solutions you're going to propose, and the benefits you predict from these.

A quality problem statement should be:

  • Concise: You should be able to summarize your problem, as well as the different elements of how and why it's a problem, in succinct sentences. If you can't, revisit your initial notes and clarify what you want to achieve with your project.
  • Specific: Only write about one issue in a problem statement, even if there's more than one impact of that issue. Your research and actions then only have to focus on solving the one problem, and there's no confusion.
  • Measurable: Be clear about how you're able to measure and convey both the problem and your proposed objectives. This is usually by communicating the problem in terms of degree and frequency.

Below is an academic problem statement example. You don't need to include any headers in your real problem statement, but we'll do so here to show you how the sections of the document function in practice.

There is worryingly low uptake of free cervical cancer screening in the UK amongst women aged 25 to 35.

According to an assessment conducted by X Health Trust, only 60% of 25- to 35-year-old female patients attended cervical cancer screening appointments within the last two years.

This could be due to several contributing factors:

  • Female patients in this age group may be more likely to believe they are not susceptible to cervical cancer due to their younger age.
  • There has been an absence of regular and informative public health announcements on this subject within the last seven years.
  • Cervical cancer screening has a reputation for being an unpleasant experience, which could be off-putting for patients due to attend one.

Cervical cancer is the 14th most common cancer in females in the UK, representing a notable health risk. As of 2017, there were around 3,200 new cervical cancer cases, with 850 consequent deaths, in the UK every year.

Although mortality rates in the UK for cervical cancer are highest in females aged 85 to 89, incidence rates for the disease are still highest in females aged 30 to 34.

When cervical cancer is diagnosed at its earliest stage, 96% of people diagnosed will survive their disease for one year or more. This is compared with only 50% of people when the disease is diagnosed at the latest stage.

Screening is a vital health service as many cervical cancer patients will be symptomless until they are in a later stage of the disease.

We are going to conduct a survey of 10,000 females in the UK between the ages of 25 and 35. We will first ask them the question of whether they have attended a cervical screening appointment in the last five years. For those who answer “no,” we will then present them with multiple-choice options that answer the question, “why not?”

From the results we gather, we should be able to accurately assess the most common reasons why there is a low uptake in cervical cancer screening in this age group. We will then propose interventions to the medical community based on our findings.

Our ultimate goal is to increase the uptake of cervical cancer screening by females between 25 and 35 in the UK over the next five years.

🔲 Background

🔲 Relevance

🔲 Objectives

A problem statement helps you define and understand a problem, identify the goals of your project, and outline the scope of your work. A problem statement is especially important for projects that aim to improve processes, as it allows for the easier development of solutions.

A good problem statement is concise, specific and measurable. It summarizes the different elements of how and why it's a problem. It focusses on solving this one problem, and there is no confusion as to what the problem is and how it is solved. It is clear how the problem can be solved and how this can be measured.

To start a problem statement, first ask yourself some important questions to define the problem, like:

  • Which possible solutions to the problem are you going to propose?

When you write your problem statement, split it into these sections:

A smart problem statement is concise, specific and measurable. It should briefly describe the problem, where it is occurring, the timeframe over which it has been occurring, and the size and magnitude of the problem.

How to write a grant proposal

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How to Write a Statement of a Problem in Research with Steps

Published by Grace Graffin at August 11th, 2021 , Revised On October 3, 2023

Research is a systematic investigation to find new techniques, products or processes to solve problems. Apart from being systematic, research is empirical in nature: it’s based on observations and measurement of those observations.

It’s what comes before the development. Impacts and policies that are born in society are borne out of the research.

The most important step to perform any research is to identify a problem that needs to be solved. Therefore, it is necessary to define a research problem before starting the actual research process. Once a research problem has been identified, the next step is to write a problem statement.

Philosopher Kaoru Ishikawa said: “You will have a problem half-solved by defining it correctly on the first day.”

This quote perfectly reflects the importance of a problem statement in research. Before writing a problem statement, it is essential to pinpoint a specific problem, the difficulties you can expect to face as you try to solve it and the research gaps you aim to fill with your research.

The last part—how your research aims to fill a gap in the existing literature—will act as a springboard to the solution(s) that policy makers, for instance, might eventually take to solve that problem.

Filling a gap, therefore, is very important towards solving an existing problem.

What is a Problem Statement?

A problem statement is a clear and concise description of an issue or challenge that needs to be addressed. It typically outlines the existing gap between the current state (what currently is) and the desired state (what should be). Crafting a well-defined problem statement is critical for problem-solving, research, or project planning, as it serves as a guidepost and sets the direction for the subsequent steps.

Research Problem and Research Method – A Cyclical Process

The type of research strategy used in research determines whether you will be analysing theoretical problems to add value to existing knowledge, discussing practical issues to become an agent of change for an organisation or industry or looking at both aspects in relation to any given problem.

However, the kind of problem you aim to tackle with your research, to begin with, will also help you narrow down which research design , method or strategy to opt for.

This is therefore a cyclical process. Your research aim guides your research design can help you focus on a specific kind of research gap/problem.

However, generally, your research will focus on one or the other.

Here is all you need to know about how to write a statement of the problem in research, also called problem statement by some research writers .

Why do you Need a Statement of the Problem, to Begin with?

You need a statement of the problem to transform a generalised problem into a well-defined, brief, targeted statement to perform research in the decision-making process. The problem statement helps the researcher to identify the purpose of the ongoing research.

The problem statement in the dissertation is the pillar of the introduction chapter through which the reader can understand the research questions and scope of the project. If you do not define the problem statement properly, the results might become unmanageable.

Writing Problem Statement for a Business or Organisation

In the business world, problem statements provide the basis for the enhancement and refinement of projects. Without identifying and understanding the problem, it will be hard to find and effectively implement solutions.

A stand-alone document that solely provides an in-depth and detailed problem statement is usually the answer for organisations and businesses when it becomes imperative to find the solution to a problem.

Writing Problem Statement for Academic Research

statement of research problem

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Problem Statement – How to Write it

Ask yourself the following questions before writing the problem statement:

  • What is wrong in the research area/subarea XYZ?
  • Where did it happen?
  • When did it happen?
  • To what extent (how much)?
  • I know that because…(evidence)

‘What’ always defines the defect of the problem at hand and explains why it matters? ‘Where’ defines the geological location of the problem. ‘When’ defines the history and the pattern of the problem, the goal of the stated problem and the scope of research.

‘How much’ defines the trend of the problem as to how many objects are facing the same defect and to what extent. The last part, ‘I know this because…’, will help the researcher identify the standard(s) that he must meet.

Step 1: Understanding the Problem

The problem statement should provide a clear and concise background to the research problem you are investigating. Before starting your research , review the literature about the specific problem and find a gap to fill with your own research.

Practical Research Problem Statement

If you are doing experimental research , you can identify problems by talking to people working in a relevant field, studying research reports, and reviewing previous research. Here are some examples of practical research problems:

  • A problem that hinders the efficiency of a company
  • An institutional process that needs interventions
  • An area of concern in your field/sub-field of interest
  • Members of a society facing a specific difficulty

The problem statement should focus on the details related to the problem, such as:

  • When and where was the problem observed?
  • Who is/are affected by it?
  • What research has been conducted and what practical steps have been taken to resolve the problem?

Example of Practical Research Problem Statement

The production of a company is low for the months of July and August every year. Initial research has been conducted by the company, which revealed poor production in July and August is due to the unavailability of local raw material.

The company has made some effective attempts at engaging the local suppliers to ensure an uninterrupted supply of the raw material, but these efforts are yet to have any significant impact on the production levels.

Theoretical Research Problem Statement

According to USC Libraries, “A theoretical framework consists of concepts and, together with their definitions and reference to relevant scholarly literature, existing theory that is used for your particular study…theoretical framework must demonstrate an understanding of theories and concepts…relevant to the topic of your research paper and that relate to the broader areas of knowledge being considered.”

The theoretical research indirectly contributes to the change by identifying the problem, expanding knowledge and improving understanding. The researcher can find a specific problem by brainstorming the topic and reviewing already published theories and research.

When writing a problem statement based on a theoretical research problem , it is important to recognise the historical, geographical, social and scientific background. Here are the elements of the theoretical problem statement framework that you should consider:

  • What are the facts about the problem?
  • Does the problem relate to a certain geographical area or time period?
  • How is the problem discussed and explained in the existing literature?

Example of Theoretical Research Problem Statement

The production of a company is low for July and August every year. Initial research has been conducted by the company, which revealed poor production in July and August is due to the unavailability of local raw material. The company has made some effective attempts to engage the local suppliers to ensure an uninterrupted raw material supply. Still, these efforts are yet to have any significant impact on the production levels.

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Step 2 – Show why it’s Important and Relevant

By discussing the importance of the problem under investigation, you are demonstrating the relevance of your research. However, this does not mean that you will end up discovering something unimaginable or extraordinary.

The objective here is to clearly state how and why your research problem is relevant in your chosen area of study and why it requires further research.

As indicated previously, practical research deals with a problem affecting society, social group, firm or organisation on a broader scale. To elaborate on why it is important to solve this problem and why your research is significant, you could consider the following questions:

  • What will be the consequences if the problem remains unsolved?
  • Who do these consequences have the most implications for?
  • What is the wider relevance of the problem being investigated?

Low production in July and August negatively affects the company’s marketing capital, thereby becoming an area of deep concern for the directors and stakeholders. The marketing budget cut in July and August is hindering its ability to promote its products uninterruptedly.

Addressing this problem will have practical benefits for the company and help establish the reasons for disruption in raw material supply.

The relevance of all theoretical issues may not be too obvious, even though most theoretical problems do have practical implications. Here are some questions for you to ponder to establish the importance of your research problem:

  • Will your research help to advance understanding of the topic under investigation?
  • Are there any benefits of you resolving the problem for other researchers who wish to explore this topic further in the future?
  • What are the direct or indirect implications (s) of the problem you are trying to solving?

The new forms of employment such as freelance, contract-based work and zero-hour work arrangements are recognised as either a manipulative last option or a flexible active choice. It is necessary to conduct comprehensive qualitative research to uncover why fresh graduates take up these types of employment in the gig economy. There is a need to advance more vigorous concepts relating to instability and flexibility in modern forms of employment from employees’ perspectives, which will also help shape future policies.

Also see: How to Write the Abstract for Dissertation

Step 3 – Declaring the Problem

Before you jump on to state your research’s problem statements, it’s important to devote a sentence or two to let your readers know the precise, narrowed-down research problem you will be discussing about.

For language clarity purposes, here are some strong opening statements to achieve this step:

  • Recently, there has been growing interest in …
  • The possibility of…has generated wide interest in …
  • The development of…is a classic problem in…
  • The development of…has led to the hope that …
  • The…has become a favourite topic for analysis …
  • Knowledge of…has great importance for …
  • The study of…has become an important aspect of …
  • A central issue in…is…
  • The…has been extensively studied in recent years.
  • Many investigators have recently turned to …
  • The relationship between…has been investigated by many researchers.
  • Many recent studies have found out…

Step 4 – Establishing Aim and Objectives

The last step in writing a problem statement is to provide a framework for solving the problem. This will help you, the researcher, stay focused on your research aims and not stray; it will also help you readers keep in mind the reason as to why you conducted this study, to begin with.

A good problem statement does not provide the exact solution to any problem. Rather, it focuses more on how to effectively understand or tackle a problem by establishing the possible causes.

The aim of a research study is its end goal or overall purpose. Following are some examples of how you can craft your research aim statements:

  • This research study aims to investigate…
  • This paper is aimed at exploring…
  • This research aims to identify…

On the other hand, objectives are the smaller steps that a researcher must take to address the aim of the research. Once you have laid out the research problem your research will deal with, it’s important to next mention the how behind that. Objectives are mostly imperative statements, often beginning with transitive verbs like ‘to analyse,’ ‘to investigate,’ etc.

Some more examples are:

  • Statistical analysis will be conducted to determine…
  • Both quantitative and qualitative research methods will be employed to probe…
  • Face-to-face interviews will be carried out with the participants to establish…

Practical Research Aim and Objectives

This project aims to identify the causes of disturbed supply of raw material in the region, which resulted in low production for the company in July and August. This will be achieved by conducting interviews and surveys with the suppliers to understand why the supply is unpredictable in those two months and what can be done to ensure orderliness. Practical experiments will also be conducted to observe the effectiveness of proposed solutions.

Theoretical Research Aim and Objectives

This study aims to understand and unearth the experiences of fresh graduates in the modern economy. The sample population will participate in this study through qualitative research methods, which are expected to provide a deeper insight into the perceptions and motives of these fresh graduates working as freelancers and contract-based employees. The data collected from this exercise and the existing literature on the topic will be analysed in statistical analysis software.

TIP: Search the common themes of the problem statement in your field of research before writing a problem statement.

Also see: Argumentative Essay Writing Service

Problem Statement versus Significance of the Study

Even though both may sound similar, the statement of the problem and the significance of your study are going to be different. The latter does develop upon and from the former, though.

The problem statement tells your readers what’s wrong, whereas the significance of the study will tell them how your research contributed to that problem. You can’t have a significance of a study without mentioning the problem statement first.

Furthermore, signifying your study implies mentioning 4 key points related to it:

  • How your study will further develop the theory behind the existing problem
  • Practical solutions that might be implemented to solve the problem (especially in field research work)
  • Whether your study or research will pave way for innovative methods to solve the existing problem.
  • How your study can help in policy making and implementation, impact studies, etc.

Problem statement in research is the description of an existing issue that needs to be addressed. The problem statement is a focal point of any research and a bridge between the  literature review  and the  research methodology .

Problem statement often has three elements; the problem itself, the method of solving the problem, and the purpose. There are five aspects of every problem: What, Where, When, to what extent, and what defects you know about the topic. Here is an  example of a problem statement in a research proposal  for your better understanding.

If you wish to know more about how to start your research process, then you might want to take a look at the “ Starting the Research Process ” section on our website, which has several articles relating to a  research problem , problem statement, research aim and objectives, and  research proposal .

ResearchProspect is a UK-registered business that offers academic support and assistance to students across the globe. Our writers can help you with individual chapters of your dissertation or the full dissertation writing service , no matter how urgent or complex your requirements might be.

Frequently Asked Questions

Is it necessary to write a problem statement.

Yes, the most important step to perform any research is to identify a problem that needs to be solved. Therefore, it is necessary to define a research problem before starting the actual research process .

How is a problem statement different from a problem statement written for an organisation?

In the business world, problem statements provide the basis for the enhancement and refinement of projects. Whereas, in academic research, A problem statement helps researchers understand and realise organised the significance of a research problem .

What is a practical research problem?

Doing experimental research can identify problems by talking to people working in a relevant field, studying research reports, and reviewing previous research. 

What is a theoretical research problem?

A theoretical research problem is when the researcher finds a specific problem by brainstorming and reviewing already published theories and research.

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problem statement

Problem Statement in Research: Guidelines and Examples

In research, a problem statement serves as a foundational element that defines the scope, significance, and purpose of a study. It articulates the specific problem or issue being addressed, sets the context for the research, and guides the formulation of research questions, objectives, and hypotheses. In this post, we’ll consider what a problem statement is, discuss how to write it effectively and provide examples to illustrate its structure and content.

What is a Problem Statement in Research?

A problem statement is a concise and focused description of the research problem or gap in knowledge that the study aims to address. It identifies the central issue or question, explains why it is important or relevant, and outlines the objectives or goals of the research. A well-crafted problem statement provides clarity, rationale, and justification for conducting the research and helps researchers and readers understand the purpose and significance of the study.

How to Write a Problem Statement:

Identify the Research Problem:

  • Clearly define the specific problem, issue, or gap in knowledge that the research intends to explore or address. Be specific and avoid vague or overly broad statements.

Provide Context and Justification:

  • Describe the background, context, and significance of the problem to establish its relevance and importance in the research domain. Explain why addressing this problem is essential.

State the Objectives or Goals:

  • Clearly articulate the research objectives, goals, or aims that the study aims to achieve in addressing the problem. Ensure that the objectives align with the identified problem and research scope.

Consider the Audience:

  • Tailor the problem statement to the intended audience, such as researchers, scholars, funding agencies, or stakeholders. Use language and terminology appropriate for the target audience.

Be Concise and Specific:

  • Keep the problem statement concise, focused, and to the point. Avoid unnecessary details or tangents that detract from the central problem or issue.

Use Clear and Precise Language:

  • Use clear, precise, and unambiguous language to communicate the problem statement effectively. Define key terms or concepts as needed to ensure clarity.

Examples of Problem Statements:

  • Problem: “The lack of access to clean water in rural communities leads to health disparities and waterborne diseases.”
  • Context and Justification: “Access to clean water is a fundamental human right and essential for maintaining public health and well-being.”
  • Objectives: “This study aims to assess the impact of water quality interventions on reducing waterborne diseases and improving health outcomes in rural areas.”
  • Problem: “The underrepresentation of women in leadership positions hinders organizational diversity and innovation.”
  • Context and Justification: “Gender diversity in leadership is associated with improved decision-making, creativity, and organizational performance.”
  • Objectives: “This research seeks to explore barriers to women’s advancement in leadership roles and develop strategies for promoting gender equality and diversity in organizations.”
  • Problem: “High rates of student dropout in urban schools contribute to educational inequality and social disparities.”
  • Context and Justification: “Educational attainment is a key determinant of future opportunities and socioeconomic outcomes.”
  • Objectives: “This study aims to identify factors influencing student dropout rates and propose interventions to support student retention and academic success.”

A well-crafted problem statement is essential for guiding and framing research endeavours, providing clarity, focus, and direction to the study. By following the guidelines outlined above and crafting a problem statement that clearly defines the research problem, provides context and justification, states objectives or goals, and communicates effectively with the intended audience, researchers can lay a solid foundation for impactful and meaningful research outcomes. Effective problem statements serve as a roadmap for conducting research, addressing critical issues, and contributing to knowledge advancement and scholarly discourse in various fields.

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Glenn Stevens

Academic writer and researcher. PhD supervisor. Glenn is also a qualified English teacher. He previously had an extensive career in publishing. Lives in the UK.

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How To Write a Significance Statement for Your Research

A significance statement is an essential part of a research paper. It explains the importance and relevance of the study to the academic community and the world at large. To write a compelling significance statement, identify the research problem, explain why it is significant, provide evidence of its importance, and highlight its potential impact on future research, policy, or practice. A well-crafted significance statement should effectively communicate the value of the research to readers and help them understand why it matters.

Updated on May 4, 2023

a life sciences researcher writing a significance statement for her researcher

A significance statement is a clearly stated, non-technical paragraph that explains why your research matters. It’s central in making the public aware of and gaining support for your research.

Write it in jargon-free language that a reader from any field can understand. Well-crafted, easily readable significance statements can improve your chances for citation and impact and make it easier for readers outside your field to find and understand your work.

Read on for more details on what a significance statement is, how it can enhance the impact of your research, and, of course, how to write one.

What is a significance statement in research?

A significance statement answers the question: How will your research advance scientific knowledge and impact society at large (as well as specific populations)? 

You might also see it called a “Significance of the study” statement. Some professional organizations in the STEM sciences and social sciences now recommended that journals in their disciplines make such statements a standard feature of each published article. Funding agencies also consider “significance” a key criterion for their awards.

Read some examples of significance statements from the Proceedings of the National Academy of Sciences (PNAS) here .

Depending upon the specific journal or funding agency’s requirements, your statement may be around 100 words and answer these questions:

1. What’s the purpose of this research?

2. What are its key findings?

3. Why do they matter?

4. Who benefits from the research results?

Readers will want to know: “What is interesting or important about this research?” Keep asking yourself that question.

Where to place the significance statement in your manuscript

Most journals ask you to place the significance statement before or after the abstract, so check with each journal’s guide. 

This article is focused on the formal significance statement, even though you’ll naturally highlight your project’s significance elsewhere in your manuscript. (In the introduction, you’ll set out your research aims, and in the conclusion, you’ll explain the potential applications of your research and recommend areas for future research. You’re building an overall case for the value of your work.)

Developing the significance statement

The main steps in planning and developing your statement are to assess the gaps to which your study contributes, and then define your work’s implications and impact.

Identify what gaps your study fills and what it contributes

Your literature review was a big part of how you planned your study. To develop your research aims and objectives, you identified gaps or unanswered questions in the preceding research and designed your study to address them.

Go back to that lit review and look at those gaps again. Review your research proposal to refresh your memory. Ask:

  • How have my research findings advanced knowledge or provided notable new insights?
  • How has my research helped to prove (or disprove) a hypothesis or answer a research question?
  • Why are those results important?

Consider your study’s potential impact at two levels: 

  • What contribution does my research make to my field?
  • How does it specifically contribute to knowledge; that is, who will benefit the most from it?

Define the implications and potential impact

As you make notes, keep the reasons in mind for why you are writing this statement. Whom will it impact, and why?

The first audience for your significance statement will be journal reviewers when you submit your article for publishing. Many journals require one for manuscript submissions. Study the author’s guide of your desired journal to see its criteria ( here’s an example ). Peer reviewers who can clearly understand the value of your research will be more likely to recommend publication. 

Second, when you apply for funding, your significance statement will help justify why your research deserves a grant from a funding agency . The U.S. National Institutes of Health (NIH), for example, wants to see that a project will “exert a sustained, powerful influence on the research field(s) involved.” Clear, simple language is always valuable because not all reviewers will be specialists in your field.

Third, this concise statement about your study’s importance can affect how potential readers engage with your work. Science journalists and interested readers can promote and spread your work, enhancing your reputation and influence. Help them understand your work.

You’re now ready to express the importance of your research clearly and concisely. Time to start writing.

How to write a significance statement: Key elements 

When drafting your statement, focus on both the content and writing style.

  • In terms of content, emphasize the importance, timeliness, and relevance of your research results. 
  • Write the statement in plain, clear language rather than scientific or technical jargon. Your audience will include not just your fellow scientists but also non-specialists like journalists, funding reviewers, and members of the public. 

Follow the process we outline below to build a solid, well-crafted, and informative statement. 

Get started

Some suggested opening lines to help you get started might be:

  • The implications of this study are… 
  • Building upon previous contributions, our study moves the field forward because…
  • Our study furthers previous understanding about…

Alternatively, you may start with a statement about the phenomenon you’re studying, leading to the problem statement.

Include these components

Next, draft some sentences that include the following elements. A good example, which we’ll use here, is a significance statement by Rogers et al. (2022) published in the Journal of Climate .

1. Briefly situate your research study in its larger context . Start by introducing the topic, leading to a problem statement. Here’s an example:

‘Heatwaves pose a major threat to human health, ecosystems, and human systems.”

2. State the research problem.

“Simultaneous heatwaves affecting multiple regions can exacerbate such threats. For example, multiple food-producing regions simultaneously undergoing heat-related crop damage could drive global food shortages.”

3. Tell what your study does to address it.

“We assess recent changes in the occurrence of simultaneous large heatwaves.”

4. Provide brief but powerful evidence to support the claims your statement is making , Use quantifiable terms rather than vague ones (e.g., instead of “This phenomenon is happening now more than ever,” see below how Rogers et al. (2022) explained it). This evidence intensifies and illustrates the problem more vividly:

“Such simultaneous heatwaves are 7 times more likely now than 40 years ago. They are also hotter and affect a larger area. Their increasing occurrence is mainly driven by warming baseline temperatures due to global heating, but changes in weather patterns contribute to disproportionate increases over parts of Europe, the eastern United States, and Asia.

5. Relate your study’s impact to the broader context , starting with its general significance to society—then, when possible, move to the particular as you name specific applications of your research findings. (Our example lacks this second level of application.) 

“Better understanding the drivers of weather pattern changes is therefore important for understanding future concurrent heatwave characteristics and their impacts.”

Refine your English

Don’t understate or overstate your findings – just make clear what your study contributes. When you have all the elements in place, review your draft to simplify and polish your language. Even better, get an expert AJE edit . Be sure to use “plain” language rather than academic jargon.

  • Avoid acronyms, scientific jargon, and technical terms 
  • Use active verbs in your sentence structure rather than passive voice (e.g., instead of “It was found that...”, use “We found...”)
  • Make sentence structures short, easy to understand – readable
  • Try to address only one idea in each sentence and keep sentences within 25 words (15 words is even better)
  • Eliminate nonessential words and phrases (“fluff” and wordiness)

Enhance your significance statement’s impact

Always take time to review your draft multiple times. Make sure that you:

  • Keep your language focused
  • Provide evidence to support your claims
  • Relate the significance to the broader research context in your field

After revising your significance statement, request feedback from a reading mentor about how to make it even clearer. If you’re not a native English speaker, seek help from a native-English-speaking colleague or use an editing service like AJE to make sure your work is at a native level.

Understanding the significance of your study

Your readers may have much less interest than you do in the specific details of your research methods and measures. Many readers will scan your article to learn how your findings might apply to them and their own research. 

Different types of significance

Your findings may have different types of significance, relevant to different populations or fields of study for different reasons. You can emphasize your work’s statistical, clinical, or practical significance. Editors or reviewers in the social sciences might also evaluate your work’s social or political significance.

Statistical significance means that the results are unlikely to have occurred randomly. Instead, it implies a true cause-and-effect relationship.

Clinical significance means that your findings are applicable for treating patients and improving quality of life.

Practical significance is when your research outcomes are meaningful to society at large, in the “real world.” Practical significance is usually measured by the study’s  effect size . Similarly, evaluators may attribute social or political significance to research that addresses “real and immediate” social problems.

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How to Write a Problem Statement | Guide & Examples

Published on 8 November 2022 by Shona McCombes and Tegan George.

A problem statement is a concise and concrete summary of the research problem you seek to address. It should:

  • Contextualise the problem. What do we already know?
  • Describe the exact issue your research will address. What do we still need to know?
  • Show the relevance of the problem. Why do we need to know more about this?
  • Set the objectives of the research. What will you do to find out more?

Table of contents

When should you write a problem statement, step 1: contextualise the problem, step 2: show why it matters, step 3: set your aims and objectives.

Problem statement example

Frequently asked questions about problem statements

There are various situations in which you might have to write a problem statement.

In the business world, writing a problem statement is often the first step in kicking off an improvement project. In this case, the problem statement is usually a stand-alone document.

In academic research, writing a problem statement can help you contextualise and understand the significance of your research problem. It is often several paragraphs long, and serves as the basis for your research proposal . Alternatively, it can be condensed into just a few sentences in your introduction .

A problem statement looks different depending on whether you’re dealing with a practical, real-world problem or a theoretical issue. Regardless, all problem statements follow a similar process.

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The problem statement should frame your research problem, giving some background on what is already known.

Practical research problems

For practical research, focus on the concrete details of the situation:

  • Where and when does the problem arise?
  • Who does the problem affect?
  • What attempts have been made to solve the problem?

Theoretical research problems

For theoretical research, think about the scientific, social, geographical and/or historical background:

  • What is already known about the problem?
  • Is the problem limited to a certain time period or geographical area?
  • How has the problem been defined and debated in the scholarly literature?

The problem statement should also address the relevance of the research. Why is it important that the problem is addressed?

Don’t worry, this doesn’t mean you have to do something groundbreaking or world-changing. It’s more important that the problem is researchable, feasible, and clearly addresses a relevant issue in your field.

Practical research is directly relevant to a specific problem that affects an organisation, institution, social group, or society more broadly. To make it clear why your research problem matters, you can ask yourself:

  • What will happen if the problem is not solved?
  • Who will feel the consequences?
  • Does the problem have wider relevance? Are similar issues found in other contexts?

Sometimes theoretical issues have clear practical consequences, but sometimes their relevance is less immediately obvious. To identify why the problem matters, ask:

  • How will resolving the problem advance understanding of the topic?
  • What benefits will it have for future research?
  • Does the problem have direct or indirect consequences for society?

Finally, the problem statement should frame how you intend to address the problem. Your goal here should not be to find a conclusive solution, but rather to propose more effective approaches to tackling or understanding it.

The research aim is the overall purpose of your research. It is generally written in the infinitive form:

  • The aim of this study is to determine …
  • This project aims to explore …
  • This research aims to investigate …

The research objectives are the concrete steps you will take to achieve the aim:

  • Qualitative methods will be used to identify …
  • This work will use surveys to collect …
  • Using statistical analysis, the research will measure …

The aims and objectives should lead directly to your research questions.

Learn how to formulate research questions

You can use these steps to write your own problem statement, like the example below.

Step 1: Contextualise the problem A family-owned shoe manufacturer has been in business in New England for several generations, employing thousands of local workers in a variety of roles, from assembly to supply-chain to customer service and retail. Employee tenure in the past always had an upward trend, with the average employee staying at the company for 10+ years. However, in the past decade, the trend has reversed, with some employees lasting only a few months, and others leaving abruptly after many years.

Step 2: Show why it matters As the perceived loyalty of their employees has long been a source of pride for the company, they employed an outside consultant firm to see why there was so much turnover. The firm focused on the new hires, concluding that a rival shoe company located in the next town offered higher hourly wages and better “perks”, such as pizza parties. They claimed this was what was leading employees to switch. However, to gain a fuller understanding of why the turnover persists even after the consultant study, in-depth qualitative research focused on long-term employees is also needed. Focusing on why established workers leave can help develop a more telling reason why turnover is so high, rather than just due to salaries. It can also potentially identify points of change or conflict in the company’s culture that may cause workers to leave.

Step 3: Set your aims and objectives This project aims to better understand why established workers choose to leave the company. Qualitative methods such as surveys and interviews will be conducted comparing the views of those who have worked 10+ years at the company and chose to stay, compared with those who chose to leave.

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

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

I will compare …

Research objectives describe what you intend your research project to accomplish.

They summarise the approach and purpose of the project and help to focus your research.

Your objectives should appear in the introduction of your research paper , at the end of your problem statement .

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

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

The way you present your research problem in your introduction varies depending on the nature of your research paper . A research paper that presents a sustained argument will usually encapsulate this argument in a thesis statement .

A research paper designed to present the results of empirical research tends to present a research question that it seeks to answer. It may also include a hypothesis – a prediction that will be confirmed or disproved by your research.

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A  problem statement  is a concise and concrete summary of the  research problem  you seek to address. It should:

  • Contextualize the problem. What do we already know?
  • Describe the exact issue your research will address. What do we still need to know?
  • Show the relevance of the problem. Why do we need to know more about this?
  • Set the objectives of the research. What will you do to find out more?

Writing a problem statement can help you contextualize and understand the significance of your research problem. It is often several paragraphs long and serves as the basis for your  research proposal . Alternatively, it can be condensed into just a few sentences in your  introduction .

A problem statement looks different depending on whether you’re dealing with a practical, real-world problem or a theoretical issue. Regardless, all problem statements follow a similar process.

Contextualize the problem

The problem statement should frame your research problem, giving background on what is already known.

Practical research problems

For practical research, focus on the concrete details of the situation:

  • Where and when does the problem arise?
  • Who does the problem affect?
  • What attempts have been made to solve the problem?

Voter turnout in the Southeast has decreased steadily over the past ten years, in contrast to other areas of the country. According to surveys conducted by local nonprofits, turnout is lowest among those under 25 years of age. There have been some effective attempts at engaging these groups in other regions, and in the last two elections, major parties increased their campaigning efforts. However, these interventions have yet to have any significant effect on turnout.

Theoretical research problems

For theoretical research, think about the scientific, social, geographical, and/or historical background:

  • What is already known about the problem?
  • Is the problem limited to a certain time period or geographical area?
  • How has the problem been defined and debated in scholarly literature?

In the past ten years, the “gig economy” has become an increasingly important labor market segment. People under 30 are now more likely to engage in freelance arrangements (rather than full-time jobs) than in the past. Research on the reasons for and consequences of this shift has focused on objective measures of income, working hours, and employment conditions. However, there has been little work exploring young people’s subjective experiences of the gig economy.

Show why it matters

The problem statement should also address the relevance of the research. Why is it important that the problem is addressed?

Don’t worry, this doesn’t mean you have to do something groundbreaking or world-changing. It’s more important that the problem is researchable, feasible, and addresses a relevant issue in your field.

Practical research is directly relevant to a specific problem that affects an organization, institution, social group, or society more broadly. To make it clear why your research problem matters, you can ask yourself:

  • What will happen if the problem is not solved?
  • Who will feel the consequences?
  • Does the problem have wider relevance? Are similar issues found in other contexts?

Low, voter turnout has been shown to affect overall civic engagement negatively. It is becoming an area of increasing concern in many European democracies. When specific groups of citizens lack political representation, they are likely to become more excluded over time, leading to an erosion of trust in democratic institutions. Addressing this problem will have practical benefits for the Southeastern US as well, and will contribute to an understanding of this widespread phenomenon.

Sometimes theoretical issues have clear, practical consequences, but their relevance is less immediately obvious. To identify why the problem matters, ask:

  • How will resolving the problem advance understanding of the topic?
  • What benefits will it have for future research?
  • Does the problem have direct or indirect consequences for society?

Literature on the gig economy sometimes characterizes these new forms of employment as a flexible, active choice and sometimes as an exploitative last resort. To understand why young people engage in the gig economy, in-depth qualitative research is required. Focusing on workers’ experiences can help develop more robust theories of flexibility in contemporary employment, as well as potentially inform future policy objectives.

Set your aims and objectives

Finally, the problem statement should frame how you intend to address the problem. Your goal here should not be to find a conclusive solution, but rather to propose more effective approaches to tackling or understanding it.

The research aim is the overall purpose of your research. It is generally written in the infinitive form:

  • This study aims to  determine …
  • This project aims to  explore …
  • This research aims to  investigate …

The  research objectives  are the concrete steps you will take to achieve the aim:

  • Qualitative methods  will be used to  identify …
  • This work will use  surveys  to  collect …
  • Using statistical analysis, the research will  measure …

Practical research aims and objectives The aim of this research is to investigate effective engagement strategies to increase voter turnout in the Southeast. It will identify the most significant factors in non-voting using surveys and interviews, followed by conducting experiments to measure the effectiveness of different strategies.

Theoretical research aims and objectives This project aims to better understand young people’s experiences in the gig economy. Qualitative methods will be used to gain in-depth insight into the motivations and perceptions of those under 30 engaged in freelance work across various industries. This data will be contextualized by reviewing recent literature on the gig economy and statistical analysis of demographic changes in the workforce.

The aims and objectives should lead directly to your research questions.

Problem statement example

Step 1: Contextualize the problem A family-owned shoe manufacturer has been in business in New England for several generations, employing thousands of local workers in various roles, from assembly to supply chain to customer service and retail. Employee tenure in the past always had an upward trend, with the average employee staying at the company for 10+ years. However, in the past decade, the trend has reversed, with some employees lasting only a few months, and others leaving abruptly after many years.

Step 2: Show why it matters As the perceived loyalty of their employees has long been a source of pride for the company, they employed an outside consultant firm to see why there was so much turnover. The firm focused on the new hires, concluding that a rival shoe company in the next town offered higher hourly wages and better “perks,” such as pizza parties. They claimed this was what was leading employees to switch. However, in-depth qualitative research focused on long-term employees is also needed to gain a fuller understanding of why the turnover persists even after the consultant study. Focusing on why established workers leave can help develop a more telling reason why turnover is so high, rather than just due to salaries. It can also potentially identify points of change or conflict in the company’s culture that may cause workers to leave.

Step 3: Set your aims and objectives This project aims to understand better why established workers leave the company. Qualitative methods such as surveys and interviews will be conducted by comparing the views of those who have worked 10+ years at the company and chose to stay, compared with those who chose to leave.

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Writing a Strong Statement of the Problem in Research

David Costello

Starting a research project is like setting out on a thrilling expedition. It's full of discoveries, challenges, and growth. However, one aspect that can be a bit tricky is formulating the statement of the problem. This critical component is the compass that navigates the course of your entire research paper, laying the groundwork and providing the necessary context for your study. So, the pressing question is: how do we craft a problem statement that's not only convincing but also hits the nail on the head?

Let's take a closer look at this all-important aspect of research. Whether you're a seasoned researcher or just taking your first steps into the world of research, the goal here is to simplify and demystify the process. By breaking it down into manageable chunks, we aim to make crafting a problem statement less of a daunting task and more of an exciting challenge. So, let's roll up our sleeves and get started on our journey to master the art of writing an effective problem statement for research.

What is the statement of the problem?

At its heart, the statement of the problem, or simply the problem statement, is a clear and unambiguous description of the specific issue or set of issues your research sets out to address. It's an essential bridge, a conceptual link that forges a connection between your research question and the more in-depth analysis and detailed discussions that form the body of your research paper.

Consider your problem statement as the trusty roadmap for your research expedition. It outlines the terrain, providing a sketch of the background or context in which the problem exists. It then zooms in, placing the issues of concern center stage, underlining their significance. Your problem statement tells the story of why finding solutions or answers to these issues matters, both in the context of your research and the broader field of study.

With its emphasis on focus and clarity, a well-crafted problem statement serves a dual purpose. First, it provides you with a clear path to follow during your research. It guides your thought process, influences your research decisions, and helps ensure your efforts are targeted and relevant. This can be invaluable in maintaining focus and direction, particularly in large-scale or complex research projects.

Secondly, it sets the stage for your readers, letting them know what to expect from your research paper. It primes the audience, providing them with the necessary context and background to understand your research. It sets out the problem you're addressing, why it's important, and hints at the approach you'll be taking to tackle it. In essence, it ensures your readers are on the same page as you from the get-go, enhancing their understanding and engagement with your research.

In sum, a well-crafted problem statement is the cornerstone of any successful research project, and taking the time to get it right can set the tone for the entire study.

The building blocks of a strong problem statement

When writing your problem statement, you're essentially trying to answer three main questions:

What is the problem? Why is it a problem? How will your research address the problem?

Let's break these down one by one.

1. What is the problem?

This is your starting point. You are tasked with defining the core issue that will serve as the focus of your research. Remember, clarity and specificity are key here—you want to present the issue in such a way that your readers instantly comprehend what you're addressing, without the need for interpretation or guesswork.

For instance, if you've chosen to investigate the issue of low student engagement in online learning, you might frame your problem like this: "In spite of the rapidly growing adoption of online learning across educational institutions, a significant concern that many educators report is a noticeable drop in levels of student engagement."

It's crucial to note that this initial definition of the problem serves as the foundation of your research project. This statement is the first impression your readers get about the nature of your study. The clearer and more explicit you are in defining the problem, the easier it will be for your readers to understand the purpose of your research. Thus, investing time and thought into crafting an articulate and comprehensive problem statement can go a long way in setting the right tone for your study.

2. Why is it a problem?

Once you've defined the problem, your next step is to articulate why this issue constitutes a problem. This involves discussing the implications or adverse consequences resulting from the problem. Essentially, you're showcasing why this problem is worthy of attention and why it necessitates a solution.

To build on our earlier example regarding low student engagement in online learning, you could say: "The lack of engagement observed in students during online learning isn't just a minor inconvenience; it's a major hurdle with profound implications. It negatively impacts students' academic performance, creating a domino effect that hampers their overall learning experience. More so, it fosters a sense of disconnection and dissatisfaction among students, which, if left unchecked, can lead to increased dropout rates."

In this part of the problem statement, you're not merely stating the problem, but also drawing attention to the gravity of its consequences. Your goal here is to convince your readers that this issue is a genuine problem that needs addressing. This step brings the practical relevance of your research into sharp focus, highlighting the potential for your study to effect meaningful change.

3. How will your research address the problem?

Lastly, you'll sketch out how your research will contribute to addressing or mitigating the problem. This part doesn't require you to lay out your entire research methodology in detail; rather, it's about providing a brief preview of the direction your research will take.

Sticking with our example of low student engagement in online learning, you could state: "The purpose of this study is to delve into and explore potential strategies that educators could adopt to foster and increase student engagement within online learning environments."

This element of your problem statement offers a glimpse into the solution you're proposing or the insight your research aims to provide. It serves to reassure your readers that your research isn't merely a critique of an existing issue, but also a constructive endeavor aimed at finding solutions or better understanding the problem. In a nutshell, it underscores the value and potential impact of your research, demonstrating how your study could bring about positive change or contribute to the existing body of knowledge.

Striking a balance: clear, concise, and focused

Crafting your problem statement is a delicate balancing act. You strive for clarity and conciseness while maintaining a sharp focus. It's about capturing the core of the problem, elucidating its significance, and providing a snapshot of how your research intends to tackle it. And the icing on the cake? All this needs to be communicated in a manner that's effortlessly comprehensible to your readers.

Let's delve into some practical tips that can help you strike just the right balance in your problem statement:

Avoid jargon

When you're doing academic research, you'll definitely bump into plenty of technical terms related to your field of study. It just comes with the territory. But, when you're pulling together your problem statement, it's really important to go easy on the jargon. Overdoing it with too much technical language can muddy the waters and might even throw your readers off track.

The real magic of your problem statement is in its power to convey your message with clarity and precision. Think of it as a lighthouse guiding your readers to the heart of your research. If the light gets blocked by a dense fog of jargon, it can leave your readers feeling lost at sea.

Now, sometimes, you just can't avoid using technical terms. When that happens, your mission is to make sure they're clearly understood. This could mean providing a simple definition or using the term in a way that shines a light on its meaning . In the end, your aim is to keep your problem statement as reader-friendly as possible while staying true to the specifics of your research.

Stay focused

Think of your problem statement as the backbone of your research paper— it needs to be strong, straight, and centered around one main issue. If you attempt to tackle a bunch of problems at the same time, your problem statement can become a tangled mess, leaving your research paper looking scattered and lacking clear direction.

Picture this: you're diving into a deep sea of knowledge. If you focus on one spot, you can dive deep, discover the hidden treasures, and understand the intricacies of that specific area. But if you try to cover too much territory, you'll only manage to skim the surface, missing out on the depth and richness that a more focused approach would offer.

Keeping your problem statement tightly centered on the particular issue you're studying is like setting a precise GPS for your research journey. It guides every step you take, ensures your research remains coherent and unified, and adds depth to your insights. In turn, this clarity and focus will help your readers grasp your research's core purpose and the specific problem it's addressing. So, embrace the power of focus in crafting your problem statement—your research paper will be all the better for it.

Brevity is the soul of a great problem statement. It's all about being succinct, capturing the essence of the problem, highlighting its significance, and indicating how your research aims to tackle it, without any unnecessary frills or side-trips. In other words, it's about delivering maximum impact with minimal wordage.

However, being concise doesn't mean giving crucial details the short shrift. Far from it! It's about packing your punch in a compact manner, ensuring every word you use is pulling its weight . It's a bit like packing for a trip. You don't want to lug around a giant suitcase stuffed with unnecessary items, but you also don't want to forget your passport or other essentials.

In crafting your problem statement, aim for something that's lean and mean, but chock-full of insights. Remember, the key lies in balancing brevity and depth. Doing so allows you to present a problem statement that's efficient, compelling, and packed with all the necessary information to guide your research and inform your readers.

Show the impact

Merely stating the problem isn't enough; you need to show your readers why it's a problem that needs attention. This is where you highlight the ripple effects of the issue—how does it impact individuals, communities, or perhaps even the broader world? It's like drawing a vivid picture that shows the potential or actual fallout of the problem.

When you paint this picture, you're adding a sense of gravity to your problem statement, underscoring why it's critical to address this issue. More importantly, you're highlighting the relevance and urgency of your research. Your work isn't just an exercise in intellectual curiosity; it's an expedition with real-world consequences.

The trick here is to weave the human story into your problem statement. Show your readers that your research isn't happening in a vacuum, but is instead deeply connected to the world we all live in. By doing this, you'll help your readers see the larger significance of your work, lending both depth and weight to your problem statement.

Putting together a compelling and impactful problem statement may seem like a daunting task at first glance, but don't sweat it. With a bit of practice, some patience, and the guidelines we've discussed, you'll soon be crafting problem statements that hit the mark with ease.

Think about it this way: your problem statement is far more than just a tick-box requirement for your research paper. It's akin to laying down the cornerstone of a building—the first crucial piece on which everything else is built. Its quality and precision directly influence the structure that will rise above it.

That's why it's worth taking the time to craft your problem statement with care. It's not a step to be rushed or taken lightly. When you invest the time and effort here, it sets the stage for a strong, focused, and compelling research paper. It's your opening move in the chess game of academic research, and a well-thought-out move can set you on the path to victory. So, gear up, embrace the process, and remember, every great research paper starts with a clear, concise, and compelling problem statement.

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Home » Significance of the Study – Examples and Writing Guide

Significance of the Study – Examples and Writing Guide

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Significance of the Study

Significance of the Study

Definition:

Significance of the study in research refers to the potential importance, relevance, or impact of the research findings. It outlines how the research contributes to the existing body of knowledge, what gaps it fills, or what new understanding it brings to a particular field of study.

In general, the significance of a study can be assessed based on several factors, including:

  • Originality : The extent to which the study advances existing knowledge or introduces new ideas and perspectives.
  • Practical relevance: The potential implications of the study for real-world situations, such as improving policy or practice.
  • Theoretical contribution: The extent to which the study provides new insights or perspectives on theoretical concepts or frameworks.
  • Methodological rigor : The extent to which the study employs appropriate and robust methods and techniques to generate reliable and valid data.
  • Social or cultural impact : The potential impact of the study on society, culture, or public perception of a particular issue.

Types of Significance of the Study

The significance of the Study can be divided into the following types:

Theoretical Significance

Theoretical significance refers to the contribution that a study makes to the existing body of theories in a specific field. This could be by confirming, refuting, or adding nuance to a currently accepted theory, or by proposing an entirely new theory.

Practical Significance

Practical significance refers to the direct applicability and usefulness of the research findings in real-world contexts. Studies with practical significance often address real-life problems and offer potential solutions or strategies. For example, a study in the field of public health might identify a new intervention that significantly reduces the spread of a certain disease.

Significance for Future Research

This pertains to the potential of a study to inspire further research. A study might open up new areas of investigation, provide new research methodologies, or propose new hypotheses that need to be tested.

How to Write Significance of the Study

Here’s a guide to writing an effective “Significance of the Study” section in research paper, thesis, or dissertation:

  • Background : Begin by giving some context about your study. This could include a brief introduction to your subject area, the current state of research in the field, and the specific problem or question your study addresses.
  • Identify the Gap : Demonstrate that there’s a gap in the existing literature or knowledge that needs to be filled, which is where your study comes in. The gap could be a lack of research on a particular topic, differing results in existing studies, or a new problem that has arisen and hasn’t yet been studied.
  • State the Purpose of Your Study : Clearly state the main objective of your research. You may want to state the purpose as a solution to the problem or gap you’ve previously identified.
  • Contributes to the existing body of knowledge.
  • Addresses a significant research gap.
  • Offers a new or better solution to a problem.
  • Impacts policy or practice.
  • Leads to improvements in a particular field or sector.
  • Identify Beneficiaries : Identify who will benefit from your study. This could include other researchers, practitioners in your field, policy-makers, communities, businesses, or others. Explain how your findings could be used and by whom.
  • Future Implications : Discuss the implications of your study for future research. This could involve questions that are left open, new questions that have been raised, or potential future methodologies suggested by your study.

Significance of the Study in Research Paper

The Significance of the Study in a research paper refers to the importance or relevance of the research topic being investigated. It answers the question “Why is this research important?” and highlights the potential contributions and impacts of the study.

The significance of the study can be presented in the introduction or background section of a research paper. It typically includes the following components:

  • Importance of the research problem: This describes why the research problem is worth investigating and how it relates to existing knowledge and theories.
  • Potential benefits and implications: This explains the potential contributions and impacts of the research on theory, practice, policy, or society.
  • Originality and novelty: This highlights how the research adds new insights, approaches, or methods to the existing body of knowledge.
  • Scope and limitations: This outlines the boundaries and constraints of the research and clarifies what the study will and will not address.

Suppose a researcher is conducting a study on the “Effects of social media use on the mental health of adolescents”.

The significance of the study may be:

“The present study is significant because it addresses a pressing public health issue of the negative impact of social media use on adolescent mental health. Given the widespread use of social media among this age group, understanding the effects of social media on mental health is critical for developing effective prevention and intervention strategies. This study will contribute to the existing literature by examining the moderating factors that may affect the relationship between social media use and mental health outcomes. It will also shed light on the potential benefits and risks of social media use for adolescents and inform the development of evidence-based guidelines for promoting healthy social media use among this population. The limitations of this study include the use of self-reported measures and the cross-sectional design, which precludes causal inference.”

Significance of the Study In Thesis

The significance of the study in a thesis refers to the importance or relevance of the research topic and the potential impact of the study on the field of study or society as a whole. It explains why the research is worth doing and what contribution it will make to existing knowledge.

For example, the significance of a thesis on “Artificial Intelligence in Healthcare” could be:

  • With the increasing availability of healthcare data and the development of advanced machine learning algorithms, AI has the potential to revolutionize the healthcare industry by improving diagnosis, treatment, and patient outcomes. Therefore, this thesis can contribute to the understanding of how AI can be applied in healthcare and how it can benefit patients and healthcare providers.
  • AI in healthcare also raises ethical and social issues, such as privacy concerns, bias in algorithms, and the impact on healthcare jobs. By exploring these issues in the thesis, it can provide insights into the potential risks and benefits of AI in healthcare and inform policy decisions.
  • Finally, the thesis can also advance the field of computer science by developing new AI algorithms or techniques that can be applied to healthcare data, which can have broader applications in other industries or fields of research.

Significance of the Study in Research Proposal

The significance of a study in a research proposal refers to the importance or relevance of the research question, problem, or objective that the study aims to address. It explains why the research is valuable, relevant, and important to the academic or scientific community, policymakers, or society at large. A strong statement of significance can help to persuade the reviewers or funders of the research proposal that the study is worth funding and conducting.

Here is an example of a significance statement in a research proposal:

Title : The Effects of Gamification on Learning Programming: A Comparative Study

Significance Statement:

This proposed study aims to investigate the effects of gamification on learning programming. With the increasing demand for computer science professionals, programming has become a fundamental skill in the computer field. However, learning programming can be challenging, and students may struggle with motivation and engagement. Gamification has emerged as a promising approach to improve students’ engagement and motivation in learning, but its effects on programming education are not yet fully understood. This study is significant because it can provide valuable insights into the potential benefits of gamification in programming education and inform the development of effective teaching strategies to enhance students’ learning outcomes and interest in programming.

Examples of Significance of the Study

Here are some examples of the significance of a study that indicates how you can write this into your research paper according to your research topic:

Research on an Improved Water Filtration System : This study has the potential to impact millions of people living in water-scarce regions or those with limited access to clean water. A more efficient and affordable water filtration system can reduce water-borne diseases and improve the overall health of communities, enabling them to lead healthier, more productive lives.

Study on the Impact of Remote Work on Employee Productivity : Given the shift towards remote work due to recent events such as the COVID-19 pandemic, this study is of considerable significance. Findings could help organizations better structure their remote work policies and offer insights on how to maximize employee productivity, wellbeing, and job satisfaction.

Investigation into the Use of Solar Power in Developing Countries : With the world increasingly moving towards renewable energy, this study could provide important data on the feasibility and benefits of implementing solar power solutions in developing countries. This could potentially stimulate economic growth, reduce reliance on non-renewable resources, and contribute to global efforts to combat climate change.

Research on New Learning Strategies in Special Education : This study has the potential to greatly impact the field of special education. By understanding the effectiveness of new learning strategies, educators can improve their curriculum to provide better support for students with learning disabilities, fostering their academic growth and social development.

Examination of Mental Health Support in the Workplace : This study could highlight the impact of mental health initiatives on employee wellbeing and productivity. It could influence organizational policies across industries, promoting the implementation of mental health programs in the workplace, ultimately leading to healthier work environments.

Evaluation of a New Cancer Treatment Method : The significance of this study could be lifesaving. The research could lead to the development of more effective cancer treatments, increasing the survival rate and quality of life for patients worldwide.

When to Write Significance of the Study

The Significance of the Study section is an integral part of a research proposal or a thesis. This section is typically written after the introduction and the literature review. In the research process, the structure typically follows this order:

  • Title – The name of your research.
  • Abstract – A brief summary of the entire research.
  • Introduction – A presentation of the problem your research aims to solve.
  • Literature Review – A review of existing research on the topic to establish what is already known and where gaps exist.
  • Significance of the Study – An explanation of why the research matters and its potential impact.

In the Significance of the Study section, you will discuss why your study is important, who it benefits, and how it adds to existing knowledge or practice in your field. This section is your opportunity to convince readers, and potentially funders or supervisors, that your research is valuable and worth undertaking.

Advantages of Significance of the Study

The Significance of the Study section in a research paper has multiple advantages:

  • Establishes Relevance: This section helps to articulate the importance of your research to your field of study, as well as the wider society, by explicitly stating its relevance. This makes it easier for other researchers, funders, and policymakers to understand why your work is necessary and worth supporting.
  • Guides the Research: Writing the significance can help you refine your research questions and objectives. This happens as you critically think about why your research is important and how it contributes to your field.
  • Attracts Funding: If you are seeking funding or support for your research, having a well-written significance of the study section can be key. It helps to convince potential funders of the value of your work.
  • Opens up Further Research: By stating the significance of the study, you’re also indicating what further research could be carried out in the future, based on your work. This helps to pave the way for future studies and demonstrates that your research is a valuable addition to the field.
  • Provides Practical Applications: The significance of the study section often outlines how the research can be applied in real-world situations. This can be particularly important in applied sciences, where the practical implications of research are crucial.
  • Enhances Understanding: This section can help readers understand how your study fits into the broader context of your field, adding value to the existing literature and contributing new knowledge or insights.

Limitations of Significance of the Study

The Significance of the Study section plays an essential role in any research. However, it is not without potential limitations. Here are some that you should be aware of:

  • Subjectivity: The importance and implications of a study can be subjective and may vary from person to person. What one researcher considers significant might be seen as less critical by others. The assessment of significance often depends on personal judgement, biases, and perspectives.
  • Predictability of Impact: While you can outline the potential implications of your research in the Significance of the Study section, the actual impact can be unpredictable. Research doesn’t always yield the expected results or have the predicted impact on the field or society.
  • Difficulty in Measuring: The significance of a study is often qualitative and can be challenging to measure or quantify. You can explain how you think your research will contribute to your field or society, but measuring these outcomes can be complex.
  • Possibility of Overstatement: Researchers may feel pressured to amplify the potential significance of their study to attract funding or interest. This can lead to overstating the potential benefits or implications, which can harm the credibility of the study if these results are not achieved.
  • Overshadowing of Limitations: Sometimes, the significance of the study may overshadow the limitations of the research. It is important to balance the potential significance with a thorough discussion of the study’s limitations.
  • Dependence on Successful Implementation: The significance of the study relies on the successful implementation of the research. If the research process has flaws or unexpected issues arise, the anticipated significance might not be realized.

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A problem statement is a concise description of a specific issue that needs to be addressed in a study. It is an important component of any research project. By indentifying the main problem or concern, it provides a rationale for why the study is necessary.

This article will shed more light on the basics of a research statement, its purpose and how you can create it. A brief step by step guide on writing robust issue descriptions will be provided below. Stay with us and you will get prepared for conducting your own research!  Also, you can check out paper writing service by StudyCrumb to get proficient help with this important task.

What Is a Problem Statement?

A problem statement provides an effective definition of an issue that you must examine in your work. It also servers the following purposes:

  • Put an issue into a context.
  • Explain the relevance of an issue and why you have chosen it for your project.
  • Define objectives of your research. You should specify main steps you're planning on in order to can solve it.

At the same time, your  problem statement  should not be too wordy. It should contain only relevant details. It should be direct when describing all things mentioned above.  

Why Problem Statement Is Important in Research?

Role of the problem statement in a  research paper  lies in creating a solid, well-organized basis for your study. It is an essential step in understanding the significance of an issue and finding effective solutions. This is why you should write a strong approach to an issue before planning your research steps. It will serve as a guide for you. Also, with its help you can quickly solve any issue you can encounter when writing a paper.  

How to Write a Problem Statement for Research: Step-By-Step Guide

How to write a good problem statement? Most importantly, it should help you better understand full meaning and context of an issue. Better make sure you don't miss anything at the start of your project. We have prepared this quick guide on writing good approach to an issue. Let us explain it in detail. Help with research paper writing is there for you always.

Step 1. Offer Background in Your Problem Statement

Begin writing a problem statement by examining background of selected issue. Depending on the type of your research, focus on its practical or theoretical aspects. For practical issue, explain who or what is affected by this process. Tell what attempts have been made to find some solution. For theoretical one, explain what is already known about an issue from credible sources. Tell whether it is limited to any certain geographic location or period of time. Second, give it some context. Explain how this particular issue stands in a way of different processes. You may even explain those processes! After all, it is way easier for readers to sympathize with topic if they understand it.  

Step 2. Explain Why the Problem Statement Matters

Statement of the problem should provide clear arguments for relevance of an issue. Unless it is obvious from context, you need to start with clear answers to questions like these:

  • Is your problem connected to some other important ones?
  • Which direct or indirect consequences can this issue bring for society, economics or environment?
  • What can happen if it is not solved?
  • What benefits can be gained by solving it?
  • Will solving an issue contribute to better understanding of related area(s)?

Step 3. Find Effective Approaches in Your Problem Statement

Next step is exploring your possibilities given the context. Science project problem statement should determine the paths you are going to take with your research. Your approaches may:  

  • Address the aspects that make the heaviest impact and, therefore, need to be solved as soon as possible.
  • Investigate connection with similar issues to find whether other solutions could be applied to this one.
  • Explore the solutions suggested by other researchers if any are available.

Step 4. Show Research Objectives in Your Problem Statement

A statement of the problem in research paper should provide full description of your aim and objectives. The aim is typically not only about finding some solution. It examines the factors causing the issues and sets the research strategy. The following objectives can be used:  

  • Research methodology to identify different aspects of an issue and relations between factors.
  • Research activities you perform to collect necessary data.
  • Mathematical or statistical operations to measure the data you have collected.

Problem Statement Examples

We have prepared an example of problem statement in a research paper for your convenience. Jow to write my research papers ? Keep in mind that you need to focus on composing proper structure of your report for maximum efficiency. 

Problem Statement Example

There are a lot of different blogs we have for our users. For example, if you are looking for an example discussion section for a reasearch paper , we have got you covered.

Writing a Problem Statement: Final Thoughts

Today we have provided you with a quick guide on how to write a problem statement. Feel free to use it for your own research ideas. 

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Frequently Asked Questions About Writing a Problem Statement

1. what is a good problem statement.

A good problem statement should provide clear definition of an issue at the beginning. You must include clear and concise explanation of its context. Also, add some absolute or relative measurements that quantify that gap. However you should not focus on possible causes or specific solutions at this stage.

2. Where do you put a problem statement in a research paper?

A problem statement in a research paper is to be put after thesis and research questions. Its purpose is to provide more details about specific area around your topic that is described in the thesis and to explain your objectives to show how you will obtain answers to the research questions.

3. What is the significance of a problem statement in a research paper?

A problem statement plays an important role in your research as it organizes the information you initially have about your subject. The purpose is to introduce the reader to the importance of the topic being studied. Besides, it helps you find appropriate ways to conduct the research and find the answers.

4. How long should a problem statement be in research proposal?

In problem statement you'd usually need 1 page to explain an issue your process improvement project will address. Depending on which format your tutor or your institution recommends, it also may include your approaches and your objectives. List of three or four items is enough for each of these two elements.

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Research the White Paper

Researching the white paper:.

The process of researching and composing a white paper shares some similarities with the kind of research and writing one does for a high school or college research paper. What’s important for writers of white papers to grasp, however, is how much this genre differs from a research paper.  First, the author of a white paper already recognizes that there is a problem to be solved, a decision to be made, and the job of the author is to provide readers with substantive information to help them make some kind of decision--which may include a decision to do more research because major gaps remain. 

Thus, a white paper author would not “brainstorm” a topic. Instead, the white paper author would get busy figuring out how the problem is defined by those who are experiencing it as a problem. Typically that research begins in popular culture--social media, surveys, interviews, newspapers. Once the author has a handle on how the problem is being defined and experienced, its history and its impact, what people in the trenches believe might be the best or worst ways of addressing it, the author then will turn to academic scholarship as well as “grey” literature (more about that later).  Unlike a school research paper, the author does not set out to argue for or against a particular position, and then devote the majority of effort to finding sources to support the selected position.  Instead, the author sets out in good faith to do as much fact-finding as possible, and thus research is likely to present multiple, conflicting, and overlapping perspectives. When people research out of a genuine desire to understand and solve a problem, they listen to every source that may offer helpful information. They will thus have to do much more analysis, synthesis, and sorting of that information, which will often not fall neatly into a “pro” or “con” camp:  Solution A may, for example, solve one part of the problem but exacerbate another part of the problem. Solution C may sound like what everyone wants, but what if it’s built on a set of data that have been criticized by another reliable source?  And so it goes. 

For example, if you are trying to write a white paper on the opioid crisis, you may focus on the value of  providing free, sterilized needles--which do indeed reduce disease, and also provide an opportunity for the health care provider distributing them to offer addiction treatment to the user. However, the free needles are sometimes discarded on the ground, posing a danger to others; or they may be shared; or they may encourage more drug usage. All of those things can be true at once; a reader will want to know about all of these considerations in order to make an informed decision. That is the challenging job of the white paper author.     
 The research you do for your white paper will require that you identify a specific problem, seek popular culture sources to help define the problem, its history, its significance and impact for people affected by it.  You will then delve into academic and grey literature to learn about the way scholars and others with professional expertise answer these same questions. In this way, you will create creating a layered, complex portrait that provides readers with a substantive exploration useful for deliberating and decision-making. You will also likely need to find or create images, including tables, figures, illustrations or photographs, and you will document all of your sources. 

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  • Copy URL https://www.pbs.org/newshour/politics/fact-checking-warnings-from-democrats-about-project-2025-and-donald-trump

Fact-checking warnings from Democrats about Project 2025 and Donald Trump

This fact check originally appeared on PolitiFact .

Project 2025 has a starring role in this week’s Democratic National Convention.

And it was front and center on Night 1.

WATCH: Hauling large copy of Project 2025, Michigan state Sen. McMorrow speaks at 2024 DNC

“This is Project 2025,” Michigan state Sen. Mallory McMorrow, D-Royal Oak, said as she laid a hardbound copy of the 900-page document on the lectern. “Over the next four nights, you are going to hear a lot about what is in this 900-page document. Why? Because this is the Republican blueprint for a second Trump term.”

Vice President Kamala Harris, the Democratic presidential nominee, has warned Americans about “Trump’s Project 2025” agenda — even though former President Donald Trump doesn’t claim the conservative presidential transition document.

“Donald Trump wants to take our country backward,” Harris said July 23 in Milwaukee. “He and his extreme Project 2025 agenda will weaken the middle class. Like, we know we got to take this seriously, and can you believe they put that thing in writing?”

Minnesota Gov. Tim Walz, Harris’ running mate, has joined in on the talking point.

“Don’t believe (Trump) when he’s playing dumb about this Project 2025. He knows exactly what it’ll do,” Walz said Aug. 9 in Glendale, Arizona.

Trump’s campaign has worked to build distance from the project, which the Heritage Foundation, a conservative think tank, led with contributions from dozens of conservative groups.

Much of the plan calls for extensive executive-branch overhauls and draws on both long-standing conservative principles, such as tax cuts, and more recent culture war issues. It lays out recommendations for disbanding the Commerce and Education departments, eliminating certain climate protections and consolidating more power to the president.

Project 2025 offers a sweeping vision for a Republican-led executive branch, and some of its policies mirror Trump’s 2024 agenda, But Harris and her presidential campaign have at times gone too far in describing what the project calls for and how closely the plans overlap with Trump’s campaign.

PolitiFact researched Harris’ warnings about how the plan would affect reproductive rights, federal entitlement programs and education, just as we did for President Joe Biden’s Project 2025 rhetoric. Here’s what the project does and doesn’t call for, and how it squares with Trump’s positions.

Are Trump and Project 2025 connected?

To distance himself from Project 2025 amid the Democratic attacks, Trump wrote on Truth Social that he “knows nothing” about it and has “no idea” who is in charge of it. (CNN identified at least 140 former advisers from the Trump administration who have been involved.)

The Heritage Foundation sought contributions from more than 100 conservative organizations for its policy vision for the next Republican presidency, which was published in 2023.

Project 2025 is now winding down some of its policy operations, and director Paul Dans, a former Trump administration official, is stepping down, The Washington Post reported July 30. Trump campaign managers Susie Wiles and Chris LaCivita denounced the document.

WATCH: A look at the Project 2025 plan to reshape government and Trump’s links to its authors

However, Project 2025 contributors include a number of high-ranking officials from Trump’s first administration, including former White House adviser Peter Navarro and former Housing and Urban Development Secretary Ben Carson.

A recently released recording of Russell Vought, a Project 2025 author and the former director of Trump’s Office of Management and Budget, showed Vought saying Trump’s “very supportive of what we do.” He said Trump was only distancing himself because Democrats were making a bogeyman out of the document.

Project 2025 wouldn’t ban abortion outright, but would curtail access

The Harris campaign shared a graphic on X that claimed “Trump’s Project 2025 plan for workers” would “go after birth control and ban abortion nationwide.”

The plan doesn’t call to ban abortion nationwide, though its recommendations could curtail some contraceptives and limit abortion access.

What’s known about Trump’s abortion agenda neither lines up with Harris’ description nor Project 2025’s wish list.

Project 2025 says the Department of Health and Human Services Department should “return to being known as the Department of Life by explicitly rejecting the notion that abortion is health care.”

It recommends that the Food and Drug Administration reverse its 2000 approval of mifepristone, the first pill taken in a two-drug regimen for a medication abortion. Medication is the most common form of abortion in the U.S. — accounting for around 63 percent in 2023.

If mifepristone were to remain approved, Project 2025 recommends new rules, such as cutting its use from 10 weeks into pregnancy to seven. It would have to be provided to patients in person — part of the group’s efforts to limit access to the drug by mail. In June, the U.S. Supreme Court rejected a legal challenge to mifepristone’s FDA approval over procedural grounds.

WATCH: Trump’s plans for health care and reproductive rights if he returns to White House The manual also calls for the Justice Department to enforce the 1873 Comstock Act on mifepristone, which bans the mailing of “obscene” materials. Abortion access supporters fear that a strict interpretation of the law could go further to ban mailing the materials used in procedural abortions, such as surgical instruments and equipment.

The plan proposes withholding federal money from states that don’t report to the Centers for Disease Control and Prevention how many abortions take place within their borders. The plan also would prohibit abortion providers, such as Planned Parenthood, from receiving Medicaid funds. It also calls for the Department of Health and Human Services to ensure that the training of medical professionals, including doctors and nurses, omits abortion training.

The document says some forms of emergency contraception — particularly Ella, a pill that can be taken within five days of unprotected sex to prevent pregnancy — should be excluded from no-cost coverage. The Affordable Care Act requires most private health insurers to cover recommended preventive services, which involves a range of birth control methods, including emergency contraception.

Trump has recently said states should decide abortion regulations and that he wouldn’t block access to contraceptives. Trump said during his June 27 debate with Biden that he wouldn’t ban mifepristone after the Supreme Court “approved” it. But the court rejected the lawsuit based on standing, not the case’s merits. He has not weighed in on the Comstock Act or said whether he supports it being used to block abortion medication, or other kinds of abortions.

Project 2025 doesn’t call for cutting Social Security, but proposes some changes to Medicare

“When you read (Project 2025),” Harris told a crowd July 23 in Wisconsin, “you will see, Donald Trump intends to cut Social Security and Medicare.”

The Project 2025 document does not call for Social Security cuts. None of its 10 references to Social Security addresses plans for cutting the program.

Harris also misleads about Trump’s Social Security views.

In his earlier campaigns and before he was a politician, Trump said about a half-dozen times that he’s open to major overhauls of Social Security, including cuts and privatization. More recently, in a March 2024 CNBC interview, Trump said of entitlement programs such as Social Security, “There’s a lot you can do in terms of entitlements, in terms of cutting.” However, he quickly walked that statement back, and his CNBC comment stands at odds with essentially everything else Trump has said during the 2024 presidential campaign.

Trump’s campaign website says that not “a single penny” should be cut from Social Security. We rated Harris’ claim that Trump intends to cut Social Security Mostly False.

Project 2025 does propose changes to Medicare, including making Medicare Advantage, the private insurance offering in Medicare, the “default” enrollment option. Unlike Original Medicare, Medicare Advantage plans have provider networks and can also require prior authorization, meaning that the plan can approve or deny certain services. Original Medicare plans don’t have prior authorization requirements.

The manual also calls for repealing health policies enacted under Biden, such as the Inflation Reduction Act. The law enabled Medicare to negotiate with drugmakers for the first time in history, and recently resulted in an agreement with drug companies to lower the prices of 10 expensive prescriptions for Medicare enrollees.

Trump, however, has said repeatedly during the 2024 presidential campaign that he will not cut Medicare.

Project 2025 would eliminate the Education Department, which Trump supports

The Harris campaign said Project 2025 would “eliminate the U.S. Department of Education” — and that’s accurate. Project 2025 says federal education policy “should be limited and, ultimately, the federal Department of Education should be eliminated.” The plan scales back the federal government’s role in education policy and devolves the functions that remain to other agencies.

Aside from eliminating the department, the project also proposes scrapping the Biden administration’s Title IX revision, which prohibits discrimination based on sexual orientation and gender identity. It also would let states opt out of federal education programs and calls for passing a federal parents’ bill of rights similar to ones passed in some Republican-led state legislatures.

Republicans, including Trump, have pledged to close the department, which gained its status in 1979 within Democratic President Jimmy Carter’s presidential Cabinet.

In one of his Agenda 47 policy videos, Trump promised to close the department and “to send all education work and needs back to the states.” Eliminating the department would have to go through Congress.

What Project 2025, Trump would do on overtime pay

In the graphic, the Harris campaign says Project 2025 allows “employers to stop paying workers for overtime work.”

The plan doesn’t call for banning overtime wages. It recommends changes to some Occupational Safety and Health Administration, or OSHA, regulations and to overtime rules. Some changes, if enacted, could result in some people losing overtime protections, experts told us.

The document proposes that the Labor Department maintain an overtime threshold “that does not punish businesses in lower-cost regions (e.g., the southeast United States).” This threshold is the amount of money executive, administrative or professional employees need to make for an employer to exempt them from overtime pay under the Fair Labor Standards Act.

In 2019, the Trump’s administration finalized a rule that expanded overtime pay eligibility to most salaried workers earning less than about $35,568, which it said made about 1.3 million more workers eligible for overtime pay. The Trump-era threshold is high enough to cover most line workers in lower-cost regions, Project 2025 said.

The Biden administration raised that threshold to $43,888 beginning July 1, and that will rise to $58,656 on Jan. 1, 2025. That would grant overtime eligibility to about 4 million workers, the Labor Department said.

It’s unclear how many workers Project 2025’s proposal to return to the Trump-era overtime threshold in some parts of the country would affect, but experts said some would presumably lose the right to overtime wages.

Other overtime proposals in Project 2025’s plan include allowing some workers to choose to accumulate paid time off instead of overtime pay, or to work more hours in one week and fewer in the next, rather than receive overtime.

Trump’s past with overtime pay is complicated. In 2016, the Obama administration said it would raise the overtime to salaried workers earning less than $47,476 a year, about double the exemption level set in 2004 of $23,660 a year.

But when a judge blocked the Obama rule, the Trump administration didn’t challenge the court ruling. Instead it set its own overtime threshold, which raised the amount, but by less than Obama.

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significance of a problem statement in a research paper

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The impact of colonization, the problem of evil, and the african traditional religion worldview on biblical hermeneutics in west africa.

Christopher Blay , Liberty University Follow

Rawlings School of Divinity

Doctor of Philosophy

Robert Wayne Talley

Christianity, West Africa, colonization, problem of evil, African Traditional, Religion (ATR), biblical hermeneutics, Millennials, Gen Z, Decline of Christianity in West Africa, West African Traditional Religion (WATR)

Disciplines

Religious Thought, Theology and Philosophy of Religion

Recommended Citation

Blay, Christopher, "The Impact of Colonization, the Problem of Evil, and the African Traditional Religion Worldview on Biblical Hermeneutics in West Africa" (2024). Doctoral Dissertations and Projects . 5981. https://digitalcommons.liberty.edu/doctoral/5981

This research paper delves into the complex relationship between colonization, African Traditional Religion (ATR), the problem of evil, and their impact on interpreting biblical texts in West Africa. The study explores how historical colonization, cultural beliefs rooted in ATR, and the existential question of evil have shaped the lens through which Millennials and Gen Z in West Africa engage with Christianity.

Through an analysis of historical sources, scholarly works, and academic articles, this paper highlights how these factors have contributed to a decline in interest in Christianity among the youth in the region. The paper also emphasizes the importance of understanding this complex interplay to promote effective cross-cultural communication of the gospel of Christ.

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Enhancing depression detection: a stacked ensemble model with feature selection and rf feature importance analysis using nhanes data.

significance of a problem statement in a research paper

1. Introduction

  • Identifying the primary socio-demographic and psychological determinants contributing to the development of depression.
  • This study aims to investigate several machine learning algorithms and feature selection techniques to detect the presence of depression effectively.
  • This study aims to facilitate the interpretation of high-risk groups of depressive disorders in primary care settings for primary physicians. Primary care clinicians will achieve this by applying the Depression Ensemble Stacking Generalization Model (DESGM) to identify and analyze the essential determinants associated with these high-risk groups.

2. Related Work

2.1. risk factors, 2.2. ensemble learning techniques, 3. proposed method—depression ensemble stacking generalization model (desgm), 3.1. data source representation, 3.2. data pre-processing.

  • Let A = ∅ .
  • If f may indicate a symptom (e.g., trouble sleeping or sleeping too much), then add f to A.
  • Let S o denote the projection of S F o onto A.

3.3. Feature Selection: Iterative with Floating Elimination Algorithm (IFEA)

Iterative with Floating Elimination Algorithm
Y = {y , y … y }//Y—set of all features
: X = {xi\i = 1, 2, …, d; x Y} where d = {1, 2 … k} d is the number of desired features
1.Initialize X = Y
2.for i = 1 → k–d:

// maximizes criterion function upon removal
       //Remove feature from the feature subset
3. (X
4.
  
  
  
5.

3.4. Stacked Ensemble Model—DESGM

Base learners.

  • Initialize w = 0.
  • For each training sample X i , the output value y ^ ( i ) is computed using the following activation function: y ^ i : = Φ w T x i (2)
  • Update the weights.
  • The weight vector w is then updated based on the computed output and the actual class label y ^ ( i ) of the ith training sample using the update rule:

3.5. Artificial Neural Network (ANN)

3.6. k-nearest neighbor (knn), 3.7. linear support vector machine (lsvm).

  • Compute the gram matrix. G i j = y i y j x i x j (7)
  • Let α * value: max ∝ ⁡ ∑ i = 0 N α i − 1 2 ∑ i = 1 N ∑ j = 1 N α i α j y i y j x i x j   S u b j e c t   t o 0 ≤ α i ≤ C , ∀ i , ∑ i = 1 N α i y ( i ) = 0 (8) The value of parameter C controls the margin’s width.
  • Determine the weight. w * = ∑ i = 1 N α * i y ( i ) x ( i ) (9)
  • Calculate the intercept. w 0 * = 1 − min i : y i = 1 ⁡ w * T x i (10)
  • Determine the support vector’s x ( i ) . k i = x · x ( i ) (11)
  • Calculate f(x). f ( x ) = w 0 * + ∑ i α * i y i k i ( : w 0 * + w * T x ) (12)
  • Examine sign (f(x)).

3.8. Linear Discriminant Analysis (LDA)

  • Let X k be the collection of d-dimensional samples for class k, represented as { x ( 1 ) , x ( 2 ) , … , x ( N k ) } .
  • Let X ∈ R d × N be the data matrix, stacking all the samples from all classes, with each column representing a sample, where N = ∑ k N k .
  • Let us specify how samples x are transformed onto a line in [(c 1)-space, for c = 2]. z = w T x = w · x ,   s u b j e c t   t o   w ∈ R d is a projected vector.

Meta-Learner—Logistic Regression (LR)

3.9. depression ensemble stacking generalization model (desgm).

Depression Ensemble Stacking Generalization Algorithm (DESGM)
Input: Healthcare Survey Data
Dataset
B-base learners [LSVM, LDA, ANN, KNN, Perceptron], each individual classifier
is optimized for each sub-dataset, Meta-learner LR
Output: An Optimized stacking ensemble classifier H
1Using the questionnaire data as the base, construct the dataset .
2Aggregate features about seven psychological functions.
3Feature selection using SBFS(A ).
for algorithm A in
return the sorted feature subset )
end for
4Using a 5-fold cross-validation procedure, randomly divide the dataset
into k subgroups of equal size.
for each sub-dataset do
For k = 1 to K do
//4.1 Classifiers of level 0 should be learned.
For t = 1 to T, do
Construct a classifier using
end for
//4.2 Design a training set at the level-1
For do
= Create a new instance
end for
end for
end
5Concatenate the SB produced by all base classifiers.
6//Learn a classifier at level 2.
Construct a new classifier h’ using the obtained SB//LR data.
7Rebuild all of the level-1 classifier.
For t = 1 to 5, do
Develop the classification model using
end for
return

4. Results and Discussions

4.1. performance metrics, 4.2. results of feature selection method, 4.3. results of ensemble model, 4.4. results of desgm, 4.5. role of feature importance—random forest (rf), 4.6. discussion, 5. conclusions and future work, author contributions, institutional review board statement, informed consent statement, data availability statement, conflicts of interest.

  • Institute of Health Metrics and Evaluation. Global Health Data Exchange (GHDx). Available online: https://vizhub.healthdata.org/gbd-results/ (accessed on 4 March 2023).
  • Chakrabarty, T.; Sarfati, D.; Lam, R.W. Chapter 24—Neurobiological Aspects of Functional Recovery in Major Depressive Disorder. In Neurobiology of Depression ; Academic Press: Cambridge, MA, USA, 2019; pp. 277–284. [ Google Scholar ] [ CrossRef ]
  • Murthy, R.S. National Mental Health Survey of India 2015–2016. Indian J. Psychiatry 2017 , 59 , 21–26. [ Google Scholar ] [ CrossRef ] [ PubMed ] [ PubMed Central ]
  • Kessler, R.C.; Aguilar-Gaxiola, S.; Alonso, J.; Chatterji, S.; Lee, S.; Ormel, J.; Üstün, T.B.; Wang, P.S. The global burden of mental disorders: An update from the WHO World Mental Health (WMH) surveys. Epidemiol. Psichiatr. Soc. 2009 , 18 , 23–33. [ Google Scholar ] [ CrossRef ] [ PubMed ] [ PubMed Central ]
  • Sagar, R.S.; Mohan, D.; Kumar, V.; Khandelwal, S.K.; Nair, P.G. Physical illnesses among elderly psychiatric out-patients with depression. Indian J. Psychiatry 1992 , 34 , 41–45. [ Google Scholar ] [ PubMed ] [ PubMed Central ]
  • Nguyen, D.-K.; Chan, C.-L.; Li, A.-H.A.; Phan, D.-V. Deep Stacked Generalization Ensemble Learning models in early diagnosis of Depression illness from wearable devices data. In Proceedings of the 5th International Conference on Medical and Health Informatics (ICMHI ‘21), Association for Computing Machinery, New York, NY, USA, 7–12 May 2021. [ Google Scholar ] [ CrossRef ]
  • Bohr, A.; Memarzadeh, K. The rise of artificial intelligence in healthcare applications. In Artificial Intelligence in Healthcare ; Academic Press: Cambridge, MA, USA, 2020; pp. 25–60. [ Google Scholar ] [ CrossRef ] [ PubMed Central ]
  • Aleem, S.; Huda, N.U.; Amin, R.; Khalid, S.; Alshamrani, S.S.; Alshehri, A. Machine Learning Algorithms for Depression: Diagnosis, Insights, and Research Directions. Electronics 2022 , 11 , 1111. [ Google Scholar ] [ CrossRef ]
  • Tao, X.; Chi, O.; Delaney, P.J.; Li, L.; Huang, J. Detecting depression using an ensemble classifier based on Quality of Life scales. Brain Inf. 2021 , 8 , 2198–4026. [ Google Scholar ] [ CrossRef ]
  • Merikangas, A.K.; Mendola, P.; Pastor, P.N.; Reuben, C.A.; Cleary, S.D. The association between major depressive disorder and obesity in US adolescents: Results from the 2001–2004 National Health and Nutrition Examination Survey. J. Behav. Med. 2011 , 35 , 149–154. [ Google Scholar ] [ CrossRef ] [ PubMed ] [ PubMed Central ]
  • Kroenke, K.; Spitzer, R.L.; Williams, J.B.; Löwe, B. The Patient Health Questionnaire Somatic, Anxiety, and Depressive Symptom Scales: A systematic review. Gen. Hosp. Psychiatry 2010 , 32 , 345–359. [ Google Scholar ] [ CrossRef ] [ PubMed ]
  • Gerych, W.; Agu, E.; Rundensteiner, E. Classifying depression in imbalanced datasets using an autoencoder-based anomaly detection approach. In Proceedings of the 2019 IEEE 13th International Conference on Semantic Computing (ICSC), Newport Beach, CA, USA, 30 January–1 February 2019; pp. 124–127. [ Google Scholar ]
  • Oh, J.; Yun, K.; Maoz, U.; Kim, T.S.; Chae, J.H. Identifying depression in the National Health and Nutrition Examination Survey data using a deep learning algorithm. J. Affect. Disord. 2019 , 257 , 623–631. [ Google Scholar ] [ CrossRef ] [ PubMed ]
  • Dipnall, J.F.; Pasco, J.A.; Berk, M.; Williams, L.J.; Dodd, S.; Jacka, F.N.; Meyer, D. Why so GLUMM? Detecting depression clusters through graphing lifestyle-environs using machine-learning methods (GLUMM). Eur. Psychiatry 2017 , 39 , 40–50. [ Google Scholar ] [ CrossRef ] [ PubMed ]
  • Sharma, A.; Verbeke, W.J.M.I. Improving Diagnosis of Depression with XGBOOST Machine Learning Model and a Large Biomarkers Dutch Dataset (n = 11,081). Front. Big Data 2020 , 3 , 15. [ Google Scholar ] [ CrossRef ] [ PubMed ] [ PubMed Central ]
  • Wang, L.; Chignell, M.; Jiang, H.; Lokuge, S.; Mason, G.; Fotinos, K.; Katzman, M. Prioritization of Multi-level Risk Factors, and Predicting Changes in Depression Ratings after Treatment Using Multi-Task Learning. In Proceedings of the 2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), Houston, TX, USA, 9–12 December 2021; pp. 3239–3244. [ Google Scholar ] [ CrossRef ]
  • Wang, L.; Zhu, D.; Towner, E.; Dong, M. Obesity risk factors ranking using multi-task learning. In Proceedings of the 2018 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI), Las Vegas, NV, USA, 4–7 March 2018; pp. 385–388. [ Google Scholar ]
  • Jayawickreme, N.; Atefi, E.; Jayawickreme, E.; Qin, J.; Gandomi, A.H. Association Rule Learning Is an Easy and Efficient Method for Identifying Profiles of Traumas and Stressors that Predict Psychopathology in Disaster Survivors: The Example of Sri Lanka. Int. J. Environ. Res. Public. Health 2020 , 17 , 2850. [ Google Scholar ] [ CrossRef ] [ PubMed ] [ PubMed Central ]
  • Jia, Z.; Li, X.; Yuan, X.; Zhang, B.; Liu, Y.; Zhao, J.; Li, S. Depression is associated with diabetes status of family members: NHANES (1999–2016). J. Affect. Disord. 2019 , 249 , 121–126. [ Google Scholar ] [ CrossRef ] [ PubMed ]
  • Byeon, H. Developing a Predictive Model for Depressive Disorders Using Stacking Ensemble and Naive Bayesian Nomogram: Using Samples Representing South Korea. Front. Psychiatry 2022 , 12 , 773290. [ Google Scholar ] [ CrossRef ] [ PubMed ]
  • Habib, M.; Wang, Z.; Qiu, S.; Zhao, H.; Murthy, A.S. Machine Learning Based Healthcare System for Investigating the Association Between Depression and Quality of Life. IEEE J. Biomed. Health Inform. 2022 , 26 , 2008–2019. [ Google Scholar ] [ CrossRef ] [ PubMed ]
  • Thanathamathee, P. Boosting with feature selection technique for screening and predicting adolescents depression. In Proceedings of the 2014 Fourth International Conference on Digital Information and Communication Technology and its Applications (DICTAP), Bangkok, Thailand, 6–8 May 2014; pp. 23–27. [ Google Scholar ] [ CrossRef ]
  • Lee, S.-J.; Moon, H.-J.; Kim, D.-J.; Yoon, Y. Genetic algorithm-based feature selection for depression scale prediction. In Proceedings of the GECCO ‘19: Genetic and Evolutionary Computation Conference, Prague, Czech Republic, 13–17 July 2019; pp. 65–66. [ Google Scholar ] [ CrossRef ]
  • Santana, R. Genetic Algorithms for Feature Selection in the Children and Adolescents Depression Context. In Proceedings of the 2019 18th IEEE International Conference on Machine Learning and Applications (ICMLA), Boca Raton, FL, USA, 16–19 December 2019; pp. 1470–1475. [ Google Scholar ] [ CrossRef ]
  • Yu, B.; Zhang, X.; Wang, C.; Sun, M.; Jin, L.; Liu, X. Trends in depression among Adults in the United States, NHANES 2005–2016. J. Affect. Disord. 2019 , 263 , 609–620, ISSN 0165-0327. [ Google Scholar ] [ CrossRef ]
  • Thieme, A.; Belgrave, D.; Doherty, G. Machine learning in mental health: A systematic review of the hci literature to support the development of effective and implementable ML systems. ACM Trans. Comp. Hum. Interact (TOCHI) 2020 , 27 , 1–53. [ Google Scholar ] [ CrossRef ]
  • Wang, Y.; Lopez, J.M.S.; Bolge, S.C.; Zhu, V.J.; Stang, P.E. Depression among people with type 2 diabetes mellitus, US National Health and Nutrition Examination Survey (NHANES), 2005–2012. BMC Psychiatry 2016 , 16 , 88. [ Google Scholar ] [ CrossRef ] [ PubMed ]
  • Burns, L.; Teesson, M. Alcohol use disorders comorbid with anxiety, depression, and drug use disorders. Findings from the Australian National Survey of Mental Health and Well Being. Drug Alcohol. Depend. 2002 , 68 , 299–307. [ Google Scholar ] [ CrossRef ] [ PubMed ]
  • Bromet, E.; Andrade, L.H.; Hwang, I.; Sampson, N.A.; Alonso, J.; de Girolamo, G.; de Graaf, R.; Demyttenaere, K.; Hu, C.; Iwata, N.; et al. Cross-national epidemiology of DSM-IV major depressive episode. BMC Med. 2011 , 9 , 90. [ Google Scholar ] [ CrossRef ] [ PubMed ] [ PubMed Central ]
  • Ferrari, A.J.; Charlson, F.J.; Norman, R.E.; Patten, S.B.; Freedman, G.; Murray, C.J.; Vos, T.; Whiteford, H.A. Burden of depressive disorders by country, sex, age, and year: Findings from the global burden of disease study 2010. PLoS Med. 2013 , 10 , e1001547. [ Google Scholar ] [ CrossRef ] [ PubMed ] [ PubMed Central ]
  • Vincent, P.M.D.R.; Mahendran, N.; Nebhen, J.; Deepa, N.; Srinivasan, K.; Hu, Y.-C. Performance Assessment of Certain Machine Learning Models for Predicting the Major Depressive Disorder among IT Professionals during Pandemic times. Comput. Intell. Neurosci. 2021 , 2021 , 9950332. [ Google Scholar ] [ CrossRef ]
  • Dipnall, J.F.; Pasco, J.A.; Berk, M.; Williams, L.J.; Dodd, S.; Jacka, F.N.; Meyer, D. Fusing Data Mining, Machine Learning and Traditional Statistics to Detect Biomarkers Associated with Depression. PLoS ONE 2016 , 11 , e0148195. [ Google Scholar ] [ CrossRef ] [ PubMed ] [ PubMed Central ]
  • Hassan, A.U.; Hussain, J.; Hussain, M.; Sadiq, M.; Lee, S. Sentiment analysis of social networking sites (SNS) data using machine learning approach for the measurement of depression. In Proceedings of the 2017 International Conference on Information and Communication Technology Convergence (ICTC), Jeju, Republic of Korea, 18–20 October 2017; pp. 138–140. [ Google Scholar ] [ CrossRef ]
  • Yang, H.; Bath, P.A. Automatic Prediction of Depression in Older Age. In Proceedings of the third International Conference on Medical and Health Informatics 2019, ICMHI 2019, Xiamen, China, 17–19 May 2019; pp. 36–44. [ Google Scholar ] [ CrossRef ]
  • Tanha, J.; Abdi, Y.; Samadi, N.; Razzaghi, N.; Asadpour, M. Boosting methods for multi-class imbalanced data classification: An experimental review. J. Big Data 2020 , 7 , 70. [ Google Scholar ] [ CrossRef ]
  • Hsieh, W.-H.; Shih, D.-H.; Shih, P.-Y.; Lin, S.-B. An Ensemble Classifier with Case-Based Reasoning System for Identifying Internet Addiction. Int. J. Environ. Res. Public Health 2019 , 16 , 1233. [ Google Scholar ] [ CrossRef ]
  • Kumar, U.K.; Nikhil, M.B.S.; Sumangali, K. Prediction of breast cancer using voting classifier technique. In Proceedings of the 2017 IEEE International Conference on Smart Technologies and Management for Computing, Communication, Controls, Energy and Materials (ICSTM), Chennai, India, 2–4 August 2017; pp. 108–114. [ Google Scholar ] [ CrossRef ]
  • Centers for Disease Prevention and Control National Health and Nutrition Examination Survey Overview. National Center for Health Statistics. 2017. Available online: https://wwwn.cdc.gov/nchs/nhanes/search/datapage.aspx?Component=Questionnaire&CycleBeginYear=2015 (accessed on 15 March 2023).
  • Byeon, H. Exploring Factors for Predicting Anxiety Disorders of the Elderly Living Alone in South Korea Using Interpretable Machine Learning: A Population-Based Study. Int. J. Environ. Res. Public Health 2021 , 18 , 7625. [ Google Scholar ] [ CrossRef ] [ PubMed ]
  • Yusta, S.C. Different metaheuristic strategies to solve the feature selection problem. Pattern Recognit. Lett. 2009 , 30 , 525–534. [ Google Scholar ] [ CrossRef ]
  • Zian, S.; Kareem, S.A.; Varathan, K.D. An Empirical Evaluation of Stacked Ensembles with Different Meta-Learners in Imbalanced Classification. IEEE Access 2021 , 9 , 87434–87452. [ Google Scholar ] [ CrossRef ]
  • Pasco, J.A.; Williams, L.J.; Jacka, F.N.; Ng, F.; Henry, M.J.; Nicholson, G.C.; Kotowicz, M.A.; Berk, M. Tobacco Smoking as a Risk Factor for Major Depressive Disorder: Population-based Study. Br. J. Psychiatry 2008 , 193 , 322–326. [ Google Scholar ] [ CrossRef ]
  • Riemann, D.; Krone, L.B.; Wulff, K.; Nissen, C. Sleep, insomnia, and depression. Neuropsychopharmacology 2020 , 45 , 74–89. [ Google Scholar ] [ CrossRef ]
  • Yan, C.; Shum, D.; Deng, C.P. Responses to academic stress mediate the association between sleep difficulties and depressive/anxiety symptoms in Chinese adolescents. J. Affect. Disord. 2020 , 263 , 89–98. [ Google Scholar ] [ CrossRef ]
  • Cahuas, A.; He, Z.; Zhang, Z.; Chen, W. Relationship of physical activity and sleep with depression in college students. J. Am. Coll. Health 2020 , 68 , 557–564. [ Google Scholar ] [ CrossRef ] [ PubMed ]
  • Francis, H.M.; Stevenson, R.J.; Chambers, J.R.; Gupta, D.; Newey, B.; Lim, C.K. A brief diet intervention can reduce symptoms of depression in young adults—A randomised controlled trial. PLoS ONE 2019 , 14 , e0222768. [ Google Scholar ] [ CrossRef ] [ PubMed ]
  • Lai, J.S.; Hiles, S.; Bisquera, A.; Hure, A.J.; McEvoy, M.; Attia, J. A systematic review and meta-analysis of dietary patterns and depression in community-dwelling adults. Am. J. Clin. Nutr. 2014 , 99 , 181–197. [ Google Scholar ] [ CrossRef ] [ PubMed ]

Click here to enlarge figure

DatasetNo. of FeaturesFeature Selection
NHANES (1999–2014) [ ]157Reduce multi-collinearity, Remove self-reported depression questions
KLoSA [ ], UFMG [ ]50, 55Genetic algorithm
NHANES (2005–16) [ ]20Features taken from factors based on related work and the PHQ-9 depression questionnaire
NHANES (2005–2012) [ ]51Features selected based on Type 2 diabetes mellitus and those factors correlated with depression
Thasala Hospital [ ]12Max-Relevance Min-Redundancy (MRMR)
Class LabelNo. of Participants
Depressed415
Not depressed4719
Feature
Selection
No. of FeaturesDESGM Accuracy
IFEA110
GA0.8547
MRMR 0.8214
IFEA95
GA0.8765
MRMR 0.8355
IFEA80
GA0.9125
MRMR 0.8674
IFEA70
GA0.9210
MRMR 0.8956
IFEA62
GA0.9286
MRMR 0.9015
IFEA55
GA0.9124
MRMR 0.8967
IFEA Algorithm
Feature SubsetNo of Features
Socio-Life Style9
General10
Pain13
Physical Health Status7
Physical Activity10
Food Behaviour4
Depression Screener9
Overall62
Published Research PaperYearTechniques UsedAccuracy
Jihoon Oh et al. [ ]2019Deep learning algorithm92.00%
Amita Sharma and Willem J [ ] 2020Extreme gradient boosting90.00%
Xiaohui Tao et al. [ ]2021Ensemble model95.40%
Masood Habib et al. [ ]2022Posterior probability multi-class Support vector machine91.16%
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Share and Cite

Selvaraj, A.; Mohandoss, L. Enhancing Depression Detection: A Stacked Ensemble Model with Feature Selection and RF Feature Importance Analysis Using NHANES Data. Appl. Sci. 2024 , 14 , 7366. https://doi.org/10.3390/app14167366

Selvaraj A, Mohandoss L. Enhancing Depression Detection: A Stacked Ensemble Model with Feature Selection and RF Feature Importance Analysis Using NHANES Data. Applied Sciences . 2024; 14(16):7366. https://doi.org/10.3390/app14167366

Selvaraj, Annapoorani, and Lakshmi Mohandoss. 2024. "Enhancing Depression Detection: A Stacked Ensemble Model with Feature Selection and RF Feature Importance Analysis Using NHANES Data" Applied Sciences 14, no. 16: 7366. https://doi.org/10.3390/app14167366

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