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How to Write an Effective Problem Statement for Your Research Paper

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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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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 .

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.

Need a helping hand?

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.

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 .

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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

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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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What is a Research Problem? Characteristics, Types, and Examples

A research problem is a gap in existing knowledge, a contradiction in an established theory, or a real-world challenge that a researcher aims to address in their research. It is at the heart of any scientific inquiry, directing the trajectory of an investigation. The statement of a problem orients the reader to the importance of the topic, sets the problem into a particular context, and defines the relevant parameters, providing the framework for reporting the findings. Therein lies the importance of research problem s.  

The formulation of well-defined research questions is central to addressing a research problem . A research question is a statement made in a question form to provide focus, clarity, and structure to the research endeavor. This helps the researcher design methodologies, collect data, and analyze results in a systematic and coherent manner. A study may have one or more research questions depending on the nature of the study.   

Identifying and addressing a research problem is very important. By starting with a pertinent problem , a scholar can contribute to the accumulation of evidence-based insights, solutions, and scientific progress, thereby advancing the frontier of research. Moreover, the process of formulating research problems and posing pertinent research questions cultivates critical thinking and hones problem-solving skills.   

Table of Contents

What is a Research Problem ?  

Before you conceive of your project, you need to ask yourself “ What is a research problem ?” A research problem definition can be broadly put forward as the primary statement of a knowledge gap or a fundamental challenge in a field, which forms the foundation for research. Conversely, the findings from a research investigation provide solutions to the problem .  

A research problem guides the selection of approaches and methodologies, data collection, and interpretation of results to find answers or solutions. A well-defined problem determines the generation of valuable insights and contributions to the broader intellectual discourse.  

Characteristics of a Research Problem  

Knowing the characteristics of a research problem is instrumental in formulating a research inquiry; take a look at the five key characteristics below:  

Novel : An ideal research problem introduces a fresh perspective, offering something new to the existing body of knowledge. It should contribute original insights and address unresolved matters or essential knowledge.   

Significant : A problem should hold significance in terms of its potential impact on theory, practice, policy, or the understanding of a particular phenomenon. It should be relevant to the field of study, addressing a gap in knowledge, a practical concern, or a theoretical dilemma that holds significance.  

Feasible: A practical research problem allows for the formulation of hypotheses and the design of research methodologies. A feasible research problem is one that can realistically be investigated given the available resources, time, and expertise. It should not be too broad or too narrow to explore effectively, and should be measurable in terms of its variables and outcomes. It should be amenable to investigation through empirical research methods, such as data collection and analysis, to arrive at meaningful conclusions A practical research problem considers budgetary and time constraints, as well as limitations of the problem . These limitations may arise due to constraints in methodology, resources, or the complexity of the problem.  

Clear and specific : A well-defined research problem is clear and specific, leaving no room for ambiguity; it should be easily understandable and precisely articulated. Ensuring specificity in the problem ensures that it is focused, addresses a distinct aspect of the broader topic and is not vague.  

Rooted in evidence: A good research problem leans on trustworthy evidence and data, while dismissing unverifiable information. It must also consider ethical guidelines, ensuring the well-being and rights of any individuals or groups involved in the study.

Types of Research Problems  

Across fields and disciplines, there are different types of research problems . We can broadly categorize them into three types.  

• Theoretical research problems

Theoretical research problems deal with conceptual and intellectual inquiries that may not involve empirical data collection but instead seek to advance our understanding of complex concepts, theories, and phenomena within their respective disciplines. For example, in the social sciences, research problem s may be casuist (relating to the determination of right and wrong in questions of conduct or conscience), difference (comparing or contrasting two or more phenomena), descriptive (aims to describe a situation or state), or relational (investigating characteristics that are related in some way).  

Here are some theoretical research problem examples :   

• Ethical frameworks that can provide coherent justifications for artificial intelligence and machine learning algorithms, especially in contexts involving autonomous decision-making and moral agency.  
• Determining how mathematical models can elucidate the gradual development of complex traits, such as intricate anatomical structures or elaborate behaviors, through successive generations.  
• Applied research problems

Applied or practical research problems focus on addressing real-world challenges and generating practical solutions to improve various aspects of society, technology, health, and the environment.  

Here are some applied research problem examples :   

• Studying the use of precision agriculture techniques to optimize crop yield and minimize resource waste.  
• Designing a more energy-efficient and sustainable transportation system for a city to reduce carbon emissions.  
• Action research problems

Action research problems aim to create positive change within specific contexts by involving stakeholders, implementing interventions, and evaluating outcomes in a collaborative manner.  

Here are some action research problem examples :   

• Partnering with healthcare professionals to identify barriers to patient adherence to medication regimens and devising interventions to address them.  
• Collaborating with a nonprofit organization to evaluate the effectiveness of their programs aimed at providing job training for underserved populations.  

These different types of research problems may give you some ideas when you plan on developing your own.  

How to Define a Research Problem  

You might now ask “ How to define a research problem ?” These are the general steps to follow:   

• Look for a broad problem area: Identify under-explored aspects or areas of concern, or a controversy in your topic of interest. Evaluate the significance of addressing the problem in terms of its potential contribution to the field, practical applications, or theoretical insights.
• Learn more about the problem: Read the literature, starting from historical aspects to the current status and latest updates. Rely on reputable evidence and data. Be sure to consult researchers who work in the relevant field, mentors, and peers. Do not ignore the gray literature on the subject.
• Identify the relevant variables and how they are related: Consider which variables are most important to the study and will help answer the research question. Once this is done, you will need to determine the relationships between these variables and how these relationships affect the research problem . 
• Think of practical aspects : Deliberate on ways that your study can be practical and feasible in terms of time and resources. Discuss practical aspects with researchers in the field and be open to revising the problem based on feedback. Refine the scope of the research problem to make it manageable and specific; consider the resources available, time constraints, and feasibility.
• Formulate the problem statement: Craft a concise problem statement that outlines the specific issue, its relevance, and why it needs further investigation.
• Stick to plans, but be flexible: When defining the problem , plan ahead but adhere to your budget and timeline. At the same time, consider all possibilities and ensure that the problem and question can be modified if needed.

Key Takeaways  

• A research problem concerns an area of interest, a situation necessitating improvement, an obstacle requiring eradication, or a challenge in theory or practical applications.   
• The importance of research problem is that it guides the research and helps advance human understanding and the development of practical solutions.  
• Research problem definition begins with identifying a broad problem area, followed by learning more about the problem, identifying the variables and how they are related, considering practical aspects, and finally developing the problem statement.  
• Different types of research problems include theoretical, applied, and action research problems , and these depend on the discipline and nature of the study.  
• An ideal problem is original, important, feasible, specific, and based on evidence.  

Frequently Asked Questions  

Why is it important to define a research problem?  

Identifying potential issues and gaps as research problems is important for choosing a relevant topic and for determining a well-defined course of one’s research. Pinpointing a problem and formulating research questions can help researchers build their critical thinking, curiosity, and problem-solving abilities.   

How do I identify a research problem?  

Identifying a research problem involves recognizing gaps in existing knowledge, exploring areas of uncertainty, and assessing the significance of addressing these gaps within a specific field of study. This process often involves thorough literature review, discussions with experts, and considering practical implications.  

Can a research problem change during the research process?  

Yes, a research problem can change during the research process. During the course of an investigation a researcher might discover new perspectives, complexities, or insights that prompt a reevaluation of the initial problem. The scope of the problem, unforeseen or unexpected issues, or other limitations might prompt some tweaks. You should be able to adjust the problem to ensure that the study remains relevant and aligned with the evolving understanding of the subject matter.

How does a research problem relate to research questions or hypotheses?  

A research problem sets the stage for the study. Next, research questions refine the direction of investigation by breaking down the broader research problem into manageable components. Research questions are formulated based on the problem , guiding the investigation’s scope and objectives. The hypothesis provides a testable statement to validate or refute within the research process. All three elements are interconnected and work together to guide the research.  

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Home » Problem Statement – Writing Guide, Examples and Types

Problem Statement – Writing Guide, Examples and Types

Table of Contents

Problem Statement

Definition:

Problem statement is a clear, concise, and well-defined statement that outlines the issue or challenge that needs to be addressed. It is a crucial element in any project or research as it provides a clear understanding of the problem, its context, and its potential impact.

Types of Problem Statements

There are various types of problem statements, and the type of problem statement used depends on the context and purpose of the project or research. Some common types of problem statements are:

Business Problem Statement

Business Problem Statement identifies a problem or challenge within an organization that needs to be solved. It typically includes the impact of the problem on the organization and its stakeholders, such as customers, employees, or shareholders.

Research Problem Statement

Research Problem Statement outlines the research question or problem that the study aims to address. It describes the research objectives, the significance of the research, and the potential impact of the research findings.

Design Problem Statement

Design Problem Statement defines the problem or challenge that a design project aims to solve. It includes the user’s needs, the design constraints, and the desired outcomes of the design project.

Social Problem Statement

Social Problem Statement describes a problem or challenge in society that needs to be addressed. It typically includes the social, economic, or political impact of the problem and its effect on individuals or communities.

Technical Problem Statement

Technical Problem Statement defines a problem or challenge related to technology or engineering. It includes the technical requirements, constraints, and potential solutions to the problem.

Components of Problem Statement

The components of a problem statement may vary depending on the context and purpose of the project or research, but some common components include:

• Problem description : This component provides a clear and concise description of the problem, its context, and its impact. It should explain what the problem is, who is affected by it, and why it needs to be addressed.
• Background information : This component provides context for the problem by describing the current state of knowledge or practice related to the problem. It may include a review of relevant literature, data, or other sources of information.
• Objectives : This component outlines the specific objectives that the project or research aims to achieve. It should explain what the project or research team hopes to accomplish by addressing the problem.
• Scope : This component defines the boundaries of the problem by specifying what is included and excluded from the problem statement. It should clarify the limits of the project or research and ensure that the team remains focused on the core problem.
• Methodology : This component outlines the approach or methodology that the project or research team will use to address the problem. It may include details about data collection, analysis, or other methods used to achieve the objectives.
• Expected outcomes : This component describes the potential impact or outcomes that the project or research aims to achieve. It should explain how the solution or findings will address the problem and benefit the stakeholders.

How to write Problem Statement

Here are some general steps to follow when writing a problem statement:

• Identify the problem : Clearly identify the problem that needs to be addressed. Consider the context, stakeholders, and potential consequences of the problem.
• Research the problem: Conduct research to gather data and information about the problem. This may involve reviewing literature, analyzing data, or consulting with experts.
• Define the problem: Define the problem clearly and concisely, using specific language and avoiding vague or ambiguous terms. Be sure to include the impact of the problem and the context in which it occurs.
• State the objectives : Clearly state the objectives that the project or research aims to achieve. This should be specific and measurable, with clear outcomes that can be evaluated.
• Identify the scope: Identify the boundaries of the problem, including what is included and excluded from the problem statement. This helps to ensure that the team remains focused on the core problem.
• Outline the methodology : Outline the approach or methodology that the project or research team will use to address the problem. This should be based on research and best practices, and should be feasible and realistic.
• Describe the expected outcomes : Describe the potential impact or outcomes that the project or research aims to achieve. Be specific about how the solution or findings will address the problem and benefit the stakeholders.
• Revise and refine : Review the problem statement and revise it as needed to ensure clarity, accuracy, and completeness.

Applications of Problem Statement

Here are some of the applications of problem statements:

• Research : In academic research, problem statements are used to clearly define the research problem, identify the research question, and justify the need for the study. A well-crafted problem statement is essential for the success of any research project.
• Project management: In project management, problem statements are used to identify the issues or challenges that a project team needs to address. Problem statements help project managers to define project scope, set project goals, and develop project plans.
• Business strategy: In business strategy, problem statements are used to identify business challenges and opportunities. Problem statements help businesses to define their strategic objectives, develop action plans, and allocate resources.
• Product development : In product development, problem statements are used to identify customer needs and develop new products that address those needs. Problem statements help product developers to define product requirements, develop product features, and test product prototypes.
• Policy-making: In public policy-making, problem statements are used to identify social, economic, and environmental issues that require government intervention. Problem statements help policymakers to define policy objectives, develop policy options, and evaluate policy outcomes.

Examples of Problem Statements

Examples of Problem Statements are as follows:

• High student-to-teacher ratios are leading to decreased individualized attention and lower academic achievement.
• Limited funding for extracurricular activities is limiting opportunities for student development and engagement.
• The lack of diversity and inclusion in curriculum is limiting cultural understanding and perpetuating inequalities.
• The need for continuous professional development for teachers is crucial to improving teaching quality and student outcomes.
• Unequal access to education due to socio-economic status, geographical location, or other factors is contributing to disparities in academic achievement.
• The shortage of healthcare professionals is leading to increased patient wait times and decreased quality of care.
• Limited access to mental health services is contributing to the high prevalence of mental health issues and suicides.
• The over-prescription of opioids is contributing to the current opioid epidemic and increasing rates of addiction and overdose.
• Limited access to affordable and nutritious food is leading to poor nutrition and increased rates of chronic diseases.
• The lack of standardized electronic health record systems is limiting coordination of care and leading to medical errors.

Environmental Science

• Pollution from industrial and agricultural practices is contributing to climate change and increased health risks.
• The overexploitation of natural resources is leading to decreased biodiversity and ecological imbalance.
• Limited access to clean water is leading to health issues and affecting agriculture and economic development.
• The destruction of natural habitats is leading to the extinction of many species and disrupting ecosystems.
• Climate change is leading to more frequent and severe natural disasters, causing significant damage to infrastructure and displacement of populations.

Engineering

• The inadequate design and maintenance of bridges and roads is leading to increased accidents and fatalities.
• The lack of reliable and sustainable energy sources is contributing to environmental degradation and limiting economic growth.
• The lack of cybersecurity measures in critical infrastructure is making it vulnerable to cyber attacks and compromising public safety.
• The lack of efficient waste management systems is contributing to pollution and environmental degradation.
• The need for developing technologies that are environmentally friendly and sustainable is crucial to addressing climate change.

Social Work

• The lack of resources for mental health and social services is contributing to homelessness and the need for emergency assistance.
• The high prevalence of child abuse and neglect is leading to long-term physical and emotional harm to children.
• The lack of affordable and accessible childcare is limiting the opportunities for working parents, especially mothers.
• The stigmatization of mental health issues is limiting access to mental health services and perpetuating discrimination.
• The limited access to education, employment, and housing opportunities is contributing to poverty and social inequality.
• The increasing use of ad-blocking software is limiting the effectiveness of traditional digital advertising.
• The lack of transparency in digital advertising is leading to ad fraud and decreased trust in online marketing.
• The need to adapt marketing strategies to changing consumer behaviors and preferences is crucial to reaching target audiences effectively.
• The high competition in the marketplace is making it challenging for small businesses to compete with larger corporations.
• The need to balance marketing goals with ethical considerations is crucial to maintaining consumer trust and avoiding negative publicity.
• The high prevalence of anxiety and depression is leading to decreased productivity and increased healthcare costs.
• The limited access to mental health services in certain geographic areas is limiting access to care and contributing to disparities in mental health outcomes.
• The need for effective prevention and intervention programs for substance abuse and addiction is crucial to reducing rates of addiction and overdose.
• The lack of awareness and understanding of mental health issues is perpetuating stigma and limiting access to care.
• The need for culturally sensitive mental health services that are tailored to the needs of diverse populations is crucial to improving mental health outcomes.

Purpose of Problem Statement

The purpose of a problem statement is to clearly and concisely describe a specific problem or issue that needs to be addressed. It serves as a clear and succinct explanation of the problem, its context, and its importance, providing the necessary information to understand why the problem is worth solving. A well-crafted problem statement also helps to define the scope of the problem, which in turn helps to guide the research or problem-solving process. In essence, a problem statement sets the stage for identifying potential solutions and determining the best approach to solve the problem.

Characteristics of Problem Statement

The characteristics of a good problem statement include:

• Clear and concise : A problem statement should be written in clear and concise language, free of technical jargon, and easily understandable to the intended audience.
• Specific : The statement should clearly define the problem and its scope. It should identify the who, what, where, when, and why of the problem.
• Measurable : A problem statement should be measurable in some way, whether through quantitative or qualitative methods. This allows for objective assessment of progress towards solving the problem.
• Relevant : The problem statement should be relevant to the context in which it is presented. It should relate to the needs and concerns of stakeholders and the broader community.
• Feasible : The problem statement should be realistic and achievable, given the available resources and constraints.
• Innovative: A good problem statement should inspire creative and innovative solutions.
• Actionable : The problem statement should lead to actionable steps that can be taken to address the problem. It should provide a roadmap for moving forward.

Advantages of Problem Statement

Advantages of Problem Statement are as follows:

• Focus : A problem statement helps to clearly define the problem at hand and provides focus to the problem-solving process. It helps to avoid wasting time and resources on issues that are not relevant.
• Alignment : A well-written problem statement ensures that everyone involved in the problem-solving process is on the same page and understands the issue at hand. This alignment helps to ensure that efforts are focused in the right direction and that everyone is working towards the same goal.
• Clarity : A problem statement provides clarity about the nature of the problem and its impact. This clarity helps to facilitate communication and decision-making, making it easier to develop effective solutions.
• Innovation : A well-crafted problem statement can inspire creativity and encourage innovative thinking. By clearly defining the problem, it can help to identify new approaches and solutions that may not have been considered before.
• Measurability : A problem statement that is clear and specific can be used to measure progress and success. It helps to ensure that efforts are focused on addressing the root cause of the problem and that progress towards a solution can be tracked and evaluated.

Limitations of Problem Statement

While problem statements have many advantages, they also have some limitations, such as:

• Limited Scope: A problem statement is usually focused on a specific issue or challenge. As a result, it may not capture the full complexity of a larger problem, which can limit the effectiveness of the solutions developed.
• Lack of Detail : In some cases, problem statements may be too broad or lack sufficient detail, which can make it difficult to develop effective solutions. It’s important to ensure that the problem statement is specific enough to guide the problem-solving process.
• Bias : The way in which a problem statement is written can sometimes reflect the biases or assumptions of the person or group writing it. This can lead to a narrow or incomplete understanding of the problem and limit the effectiveness of the solutions developed.
• Inflexibility : A problem statement may be too rigid or inflexible, which can limit the exploration of alternative solutions. It’s important to keep an open mind and be willing to adapt the problem statement as new information or perspectives emerge.

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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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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

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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McCombes, S. & George, T. (2023, May 31). How to Define a Research Problem | Ideas & Examples. Scribbr. Retrieved August 22, 2024, from https://www.scribbr.com/research-process/research-problem/

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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.

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. 

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 in Research with Examples

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.

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The Importance of a Well-Defined Research Problem. 

In the labyrinthine world of academic research, a well-defined research problem serves as the North Star, guiding scholars and scientists on their intellectual voyages of discovery. It is the compass that steers research endeavors toward meaningful, impactful, and enlightening destinations. In this comprehensive blog, we will delve into the paramount significance of a well-defined research problem and explore why it stands as the bedrock of all scholarly pursuits.

The Essence of a Well-Defined Research Problem.

A well-defined research problem is more than just a question; it is a gateway to understanding, a key to unlocking the mysteries of the universe, and a catalyst for innovation. Here’s why it is so crucial:

1. Precision and Focus.

A research problem carves a path through the dense forest of potential research areas. It provides clarity and precision, helping researchers channel their efforts effectively. Without a well-defined problem, research can drift aimlessly, leading to inconclusive results or even dead ends.

2. Relevance and Significance.

An effective research problem doesn’t exist in a vacuum; it addresses real-world issues and concerns. It tackles questions or challenges that are pertinent to a specific field or even society at large. This relevance is what makes research meaningful and impactful.

3. Structured Research.

Think of a research problem as the blueprint for your research journey. It dictates the structure and organization of your study, determining what literature to review, which methodologies to employ, and how data should be analyzed. Without this foundation, research can become disjointed and chaotic.

4. Knowledge Advancement.

At its core, research aims to expand the boundaries of human knowledge. A well-defined problem encapsulates the gap in existing knowledge, highlighting precisely what needs to be explored or understood. This, in turn, propels the collective intellect forward.

5. Practical Application.

Many research problems have direct implications for practical applications. Whether it’s developing new medical treatments, optimizing renewable energy sources, or improving educational techniques, research problems lay the groundwork for solutions that can benefit society.

Formulating a Well-Defined Research Problem.

Creating a well-defined research problem is both an art and a science. It requires a thoughtful and systematic approach:

1. Choose Your Field.

Begin by selecting the academic field or domain you are passionate about. Your research problem should align with your interests and expertise.

2. Extensive Literature Review.

A thorough literature review is paramount. It helps you understand what has already been explored, what questions remain unanswered, and where the gaps in knowledge lie.

3. Identify the Gap.

Based on your literature review, pinpoint the specific gap or issue you want to investigate. Your research problem should be a concise, focused statement that encapsulates this gap.

4. Set Clear Objectives.

Define the objectives or goals of your research. What do you intend to achieve by addressing this problem? What are the expected outcomes?

5. Scope and Feasibility.

Determine the scope of your research and assess its feasibility. Ensure that your research problem can be tackled within the constraints of time, resources, and ethical considerations.

6. Seek Feedback.

Don’t hesitate to consult with mentors, peers, or experts in your field. Their input can help refine and validate your research problem.

The Ripple Effect of Well-Defined Research Problems.

A well-defined research problem has a far-reaching impact that extends beyond the confines of academia:

1. Scientific Progress.

Research problems are the driving force behind scientific advancements. They encourage researchers to push boundaries, challenge established theories, and pioneer new paradigms.

2. Technological Innovation.

Many of the technological marvels that shape our world today emerged from research endeavors aimed at solving specific problems. From the internet to medical breakthroughs, research problems drive innovation.

3. Societal Transformation.

Research that addresses pressing social, economic, or environmental issues can catalyze profound societal transformations. It can inform policies, drive advocacy, and empower communities.

4. Intellectual Growth.

Engaging with research problems fosters intellectual growth. It nurtures critical thinking, problem-solving skills, and a deeper understanding of the world.

Conclusion.

In the grand tapestry of human knowledge, a well-defined research problem is the warp and weft that weave together insights, discoveries, and innovations. It is the crucible in which curiosity transforms into wisdom, and the spark that ignites the fires of progress. Whether you are a researcher embarking on a new project or a curious mind seeking to understand the world, always remember that a well-defined research problem is your compass, your guide, and your ticket to the frontiers of knowledge.

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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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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 Statement of the Problem for Your Research Proposal

Defining your research problem is essential when conducting an experiment. In this article, you will learn how to write a statement of the problem for your research proposal. Learn about the characteristics of a good statement of the problem and examples of research questions.

Updated on May 17, 2022

You are a great researcher. You are full of ideas and questions as to where to go next with your work. You would not be in this position if you were not good at coming up with interesting questions within your area.

One problem, though, is knowing where to spend your time, energy, and money. Which ideas, questions, and problems are worthwhile?

You need to be able to define a good research problem. A research problem addresses an existing gap in knowledge in your field and leads to further investigations by you and other researchers. Inspiring others with your research problem will lead to citations, enhancing your and your institution's impact.

In order to write a clear and useful problem statement, you need to describe a question and its consequences.

One key way to assess the ‘usefulness' of your research ideas is to learn how to express them as clear problems.

In this article, we will talk about how to write a statement of the problem for your next research proposal. This is important not just for assessing the ‘usefulness' of research ideas, but also for formulating a grant application or proposal. We'll talk about how to explain your research ideas to others in the form of a problem statement in your proposal.

What is a statement of the problem in research?

All research projects should start with a clear problem statement. A problem statement is a formulation of an issue which is usually a ‘gap' within your area. A research gap is an unanswered question, an issue, controversy, or untested hypothesis that has not yet been addressed.

The trick with research problems is working out whether they are actually worth investing the time, energy, and money to figure out. This comes with experience, or you could just read on!

Since a clear problem statement is going to form the basis of your next research project, the question is: How can I write one?

How is this done? The first step is to become familiar with the basic elements of a problem statement in effective research.

Characteristics of a problem statement

A research problem statement has two key attributes:

• The problem must be challenging and original, but also potentially achievable by your team.
• The problem must not be incremental. In other words, don't try to address a small change or advance on an existing study that leads to no new scientific insight. This could be damaging to your and your team's reputation, and will likely not lead to a meaningful publication.

Developing a ‘good' research problem statement, therefore, involves systematic planning and setting time-based, realistic objectives. Your problem has to be achievable.

You'll also need to apply feasible research methods based on an approach that best suits the research question. Your methods have to make sense. They must be usable. In other words, you must be able to acquire statistically sufficient and relevant data that is reproducible.

Finally, the problem you define means you'll need to train team members in this particular research area and methods.

Writing a statement of the problem

Stating a research problem is done by defining it within the general area of your research. This depends on your previous work and experience. It may be an area you want to move into or a topic related to what you have already worked on as a researcher. Examples could include a question in astrophysics within physics, robotics within engineering, nutrition within medicine, or marine biology within ocean and Earth science.

Once you've determined your overall area (and you'll know this already of course), it's time to drill down, decide, and define a research problem within that field.

First , your statement should identify a problem that needs to be addressed within your selected sub-area.

This will almost certainly require literature work, but the idea may arise from:

• Discussions you've had with colleagues;
• Discussions at a conference;
• A paper you've read.

Second , your problem statement should be a “good research problem.” This will require further investigation and reading as you consider “what has been done?” and “what needs to be done?”

Third , search for more information, perhaps by:

• Locating relevant books, papers and other materials;
• Evaluating the quality and authority of the information collected;
• Maintaining a regular literature review throughout the project;
• Making regular notes on background material;
• Deciding how this literature search will be carried out within the research group;
• Deciding how information gained will be disseminated to the group (e.g., via each researcher carrying out a regular literature review in their sub-area and information disseminated at group meetings or via email at regular intervals).

This process may well change or modify how your research problem is stated or formulated.

Once your research problem has been identified, research questions within the problem need to be specified.

How long should your statement of the problem be?

Not too long. One page is more than enough for a clear and effective problem statement.

Research questions within your problem

The first stage of writing your research problem statement involves formulating your questions in a meaningful way. In the context of important questions, we are looking for things that many readers across different disciplines find to be interesting. But at the same time, set your question within your field.

Thus, once a research problem has been established, several questions can be written down. These questions should specify exactly what needs to be determined to address the problem.

These questions should also be specific enough that they can be answered using appropriate available research methods - or methods that could be made available to the research group (e.g. by buying or borrowing equipment).

These questions should require complex in-depth investigation, analysis, and argument. They should not be simple enough that they can be answered easily with well-established facts or yes/no answers.

All research questions should be focused, specific, appropriately complex, and relevant to the overall aims of the project.

Examples of questions and next steps

• How do government regulations prevent companies from polluting water systems?
• What factors have influenced population growth in the fastest growing countries?
• How can a bespoke thermal desorption unit be designed and built for use in detection of trace particulate matter in a polluted environment (e.g., a busy city street)?
• What methods and procedures can be used to understand, and hence control, fundamental chemical processes that occur in flames?
• How can measurement protocols used in mass spectrometry in a university research laboratory be developed and standardized to enable direct comparison with related measurements in a government laboratory?

Once the problem and questions have been identified, the resources required to carry out the research will need to be assessed. This will involve:

• Identifying the equipment needed. Find out what is available and what needs to be purchased.
• Assessing which consumables (e.g., chemicals) are needed for the project, and determining if they can be obtained on a regular basis (i.e., in the right quantities at the appropriate times).
• Identifying the software, data-analyses and other computer support needed. Assess what needs to be purchased.
• Assessing what laboratory and office space is needed. And if more is required, discuss this with the relevant laboratory manager.
• Identifying what support for travel is needed for the group, as well as what resources are required for the group to attend relevant conferences and training of group personnel.

Final thoughts

Defining and writing a clear statement of a problem as the basis of a project is the first - and most important - step in any research. The tips and ideas in this article will help you clearly identify the purpose of the research you are developing.

A clear research problem statement will likely form the skeleton of the Introduction of your final article. If you are able to clearly direct your reader (the most important person in the publishing process) to an important and interesting question, they will likely stay engaged, and use and cite your article in the future.

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Problem Statement

This InfoGuide assists students starting their research proposal and literature review.

• Introduction
• Research Process
• Types of Research Methodology
• Data Collection Methods
• Anatomy of a Scholarly Article
• Finding a topic
• Identifying a Research Problem
• Research Question
• Research Design
• Search Strategies
• Psychology Database Limiters
• Literature Review Search
• Annotated Bibliography
• Writing a Literature Review
• Writing a Research Proposal

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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Problem Statement – When to Use it & Examples

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In the process of crafting a research proposal , the problem statement holds paramount importance as it captures the reader’s attention from the get-go. Thus, it is imperative to comprehend its essence and what it encompasses. This article offers a thorough set of guidelines for determining and articulating a well-defined problem statement in the research process . Further, it emphasizes that an effective problem statement can not only frame the study but also serve as a foundation for the subsequent research steps.

Inhaltsverzeichnis

• 1 Problem Statement – In a Nutshell
• 2 Definition: Problem statement
• 3 When is a problem statement required?
• 4 1. Contextualize the problem statement
• 5 2. Why does the problem statement matter?
• 6 3. Objectives and aims for the problem statement

Problem Statement – In a Nutshell

• The problem statement is a description of the topic or issue that a researcher will explore.
• The statement should feature four primary elements: context, precise problem, relevance, and objectives.
• Problem statements may differ in theoretical and practical research.

Definition: Problem statement

A problem statement is a research proposal or paper description that explains what the research will address and why the issue needs to be addressed.

The statement is important in research and business proposals because it is one of the first things your instructor, colleagues, or potential customers will read in your document.

Once you have recognized the problem you want to explore in your project, you can come up with a problem statement by asking the questions below:

• What information is currently available about the problem? (Give context)
• What should we know about the topic? (Explain the precise issue)
• Why is this topic important? (Explain its relevance)
• What do you intend to do to find out more about the issue? (Explain the research objectives)

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When is a problem statement required?

A problem statement is applicable in various situations. Also, you can use the statement when dealing with a practical or theoretical problem, like in science.

In each case, the problem statement will look different. However, the basic principles for writing it are constant.

A problem statement is required in:

1. Contextualize the problem statement

The first thing you should do when preparing a problem statement is to contextualize the problem. Here, you should give some background about the issue and what is already known.

For instance, you can quote findings from a previous study about the issue. The approach may differ depending on the problem.

Practical problem statement

A practical problem involves everyday issues arising in institutions, businesses, and lives.

In such cases, your problem statement should answer the following questions:

• Who does the problem affect?
• Where does the problem arise?
• When does it happen?
• What steps have been made to resolve the issue?

The number of college dropouts in Texas has been increasing rapidly over the past decade compared to other states in the US. Studies show that around 1/5 of students that enroll in colleges do not see their studies through to graduation. The state has tried making colleges a friendlier environment to resolve the issue. However, this approach has not provided the expected results.

Theoretical problem statements

A theoretical problem results from abstract thinking and does not necessarily apply to everyday life. Theoretical research usually applies to scientific, historical, and geographical subjects. Therefore, your approach to theoretical research is usually different from a practical one.

When writing the problem statement for theoretical research problems, you should answer the questions below:

• What existing knowledge is there about the problem?
• Is the problem restricted to a specific period?
• Is the problem restricted to a specific geographical region?
• Is there scholarly literature that defines or debates the problem?

Over the past decade, social media “influencing” has become a significant element in the marketing sector. Research indicates that most people between 13 and 45 years old are likely to respond better to product marketing via public figures than traditional methods. Therefore, research on effective marketing schemes has shifted its focus to social media and the internet. However, little has been done to explore why this shift is happening and whether it is positive or negative.

2. Why does the problem statement matter?

Another significant element of the statement is the relevance of the research. In other words, why is the research problem worth exploring?

In practical research, you can explain the relevance of the problem by answering the questions below:

• What will transpire if the issue is not addressed?
• Who will be affected the most?
• Do similar issues exist in other contexts?

The high college dropout rate has already adversely affected Texas’ economy. However, if the issue is not addressed, students will no longer see the need to join colleges. Also, it may trickle down to the high school level as the value of education decreases among students. Besides the students, parents will also be affected by the dropouts because of increased crime rates and the declining economy. Therefore, addressing this issue will benefit Texas and other states.

Theoretical problem statement

For theoretical research, you can explain the relevance of the problem by asking the following questions:

• How will the problem’s resolution advance the comprehension of the subject?
• What benefits will the research have in future studies?
• Does the issue impact society directly or indirectly?

The social media “influencing” era can be viewed as positive or negative. In-depth research is required to fully understand why this generation responds to influences from social media. Expounding on social media habits may help develop more theories regarding the influences of the internet and social media on the current generation. It will also help with policy development.

3. Objectives and aims for the problem statement

After explaining the context of the research problem and its relevance, the next step is describing how you aim to address it.

The overall goal of any research is to find conclusive solutions for a specific problem and suggest the best ways to implement the solutions. However, you can only achieve this by determining the causes or reasons for the issue.

• I intend to investigate (the dropout rates in Texas).
• This project seeks to explore (the increasing college dropout rates in Texas).
• I purpose to determine (the causes of the increased college dropout rates in Texas).

The objectives are slightly different from the aims. Instead, objectives are steps you intend to apply to achieve your aim.

• I will use surveys to gather data (on the reasons students drop out of college in Texas).
• Using qualitative procedures, this research will identify (the number of college dropouts in the past decade).
• Statistical analysis will be applied to identify (the rates of college acceptance in Texas).

This project seeks to understand students’ college experiences and factors contributing to the increasing dropout rates in Texas. I will use statistical analysis to gather insight into the rates of college acceptances and graduations in the region.

This study intends to investigate the impact of the social media “influencing” era on the marketing sector and what practitioners can expect. Qualitative methods will be applied to identify the impact of social media and the success rates of social media marketing.

What is a problem statement?

A problem statement is a precise explanation of the issues a research project pursues to address. It includes:

• Precise issue
• Relevance of the study

When should you write a problem statement?

This statement is necessary for academic projects by university or college students.

However, businesses and institutions also need project statements (independent documents) when recommending improvement projects.

What is the value of a problem statement?

This statement provides readers with an overview of your project.

It also serves as a communication tool for those working on the project (it helps them know issues they should address).

What are the key fundamentals of a statement problem?

The key elements of a statement problem are:

• Precise problem identification

Therefore, your statement should explain each of these elements.

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How to write the Statement of a Problem

By charlesworth author services.

• Charlesworth Author Services
• 19 November, 2021

The first step in research is to outline the research problem – this might be an area of concern, a gap in the existing knowledge or a deviation in something that has been previously established, which warrants further investigation. 

Importance of the problem statement

The statement of a problem defines and describes the research hypothesis or question(s), along with the broad method that will be used to solve the problem . The statement of the problem serves as the basis for the introductory section of your project proposal. A well-formulated statement of the problem sets the stage for the rest of your study , including how you will address the problem and any anticipated outcomes or answers. Once you have very clearly laid out the core issue, problem or question that you’re investigating, you’ll have a much sharper focus for conducting and writing up the rest of your study. A clear and straightforward statement will also inform and impress your reader in grasping the issues that your proposed project will address.

Defining the ‘problem’

The research question should be compelling and must have an underlying basis. While formulating the problem statement, as a keen researcher, you should consider the current state of the topic in question, along with any other observations or educated guesses. 

As you are defining the ‘problem’ that you are addressing in your research, consider the following questions: 

• What is the problem?
• Why is it a problem, and why does it need to be resolved? 
• What are the likely benefits of solving the problem? 
• Besides the central question, what are smaller, specific questions that need to be asked and answered?

Clarifying and refining the problem statement

In the initial stages of writing, the problem statement might be a bit rough around the edges. A final and more refined form will emerge as you reflect more deeply over the topic and delve into the literature. The current status of the topic , including what is known and what is not , will help you refine your original problem statement to a clearer and more specific one.

Wrapping it up

To conclude the section, briefly summarise the problem and emphasise the need to fix it. All potential advantages and anticipated outcomes and implications should be mentioned here. Contextualising the problem in a broad sense will also strengthen your case.

Sample problem statement

In a detailed project proposal, the statement of the problem could be nearly a page long, over several paragraphs . In a report or paper, the problem is typically expressed in a few sentences in the Introduction . Here is an example based on a fictional study.

Early and targeted warning of dengue outbreaks is critical for vector control. Current studies have primarily focused on the role of weather conditions in dengue forecasting. Environmental and microenvironmental suitability for mosquito breeding has been sorely neglected as a crucial factor, particularly in the urban setting. The surge in dengue and other mosquito-borne infections in India metropolitan cities in 2020–2021 highlights the urgent need to identify conducive features to better track and predict outbreaks. This study proposes a framework for implementing intra-urban dengue forecasting by… Through this investigation, we aim to develop a set of early predictors for improved surveillance of dengue in large urban swathes in Indian metropolitan cities. 

Dos and don’ts of writing a problem statement

• Write the actual problem statement as a declarative statement or as a question .
• Explain in the statement how previous studies have not addressed the issue or have fallen short due to certain limitations.
• Outline in your statement how you plan to overcome or circumvent previous roadblocks to fill these deficiencies.
• Ensure the statement is lucid and to the point, without any distracting information.
• Cite credible sources where needed.

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Writing a Strong Statement of the Problem in Research

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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A new ‘AI scientist’ can write science papers without any human input. Here’s why that’s a problem

Dean, School of Computing Technologies, RMIT University, RMIT University

Disclosure statement

Karin Verspoor receives funding from the Australian Research Council, the Medical Research Future Fund, the National Health and Medical Research Council, and Elsevier BV. She is affiliated with BioGrid Australia and is a co-founder of the Australian Alliance for Artificial Intelligence in Healthcare.

RMIT University provides funding as a strategic partner of The Conversation AU.

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Scientific discovery is one of the most sophisticated human activities. First, scientists must understand the existing knowledge and identify a significant gap. Next, they must formulate a research question and design and conduct an experiment in pursuit of an answer. Then, they must analyse and interpret the results of the experiment, which may raise yet another research question.

Can a process this complex be automated? Last week, Sakana AI Labs announced the creation of an “AI scientist” – an artificial intelligence system they claim can make scientific discoveries in the area of machine learning in a fully automated way.

Using generative large language models (LLMs) like those behind ChatGPT and other AI chatbots, the system can brainstorm, select a promising idea, code new algorithms, plot results, and write a paper summarising the experiment and its findings, complete with references. Sakana claims the AI tool can undertake the complete lifecycle of a scientific experiment at a cost of just US$15 per paper – less than the cost of a scientist’s lunch.

These are some big claims. Do they stack up? And even if they do, would an army of AI scientists churning out research papers with inhuman speed really be good news for science?

How a computer can ‘do science’

A lot of science is done in the open, and almost all scientific knowledge has been written down somewhere (or we wouldn’t have a way to “know” it). Millions of scientific papers are freely available online in repositories such as arXiv and PubMed .

LLMs trained with this data capture the language of science and its patterns. It is therefore perhaps not at all surprising that a generative LLM can produce something that looks like a good scientific paper – it has ingested many examples that it can copy.

What is less clear is whether an AI system can produce an interesting scientific paper. Crucially, good science requires novelty.

But is it interesting?

Scientists don’t want to be told about things that are already known. Rather, they want to learn new things, especially new things that are significantly different from what is already known. This requires judgement about the scope and value of a contribution.

The Sakana system tries to address interestingness in two ways. First, it “scores” new paper ideas for similarity to existing research (indexed in the Semantic Scholar repository). Anything too similar is discarded.

Second, Sakana’s system introduces a “peer review” step – using another LLM to judge the quality and novelty of the generated paper. Here again, there are plenty of examples of peer review online on sites such as openreview.net that can guide how to critique a paper. LLMs have ingested these, too.

AI may be a poor judge of AI output

Feedback is mixed on Sakana AI’s output. Some have described it as producing “ endless scientific slop ”.

Even the system’s own review of its outputs judges the papers weak at best. This is likely to improve as the technology evolves, but the question of whether automated scientific papers are valuable remains.

The ability of LLMs to judge the quality of research is also an open question. My own work (soon to be published in Research Synthesis Methods ) shows LLMs are not great at judging the risk of bias in medical research studies, though this too may improve over time.

Sakana’s system automates discoveries in computational research, which is much easier than in other types of science that require physical experiments. Sakana’s experiments are done with code, which is also structured text that LLMs can be trained to generate.

AI tools to support scientists, not replace them

AI researchers have been developing systems to support science for decades. Given the huge volumes of published research, even finding publications relevant to a specific scientific question can be challenging.

Specialised search tools make use of AI to help scientists find and synthesise existing work. These include the above-mentioned Semantic Scholar, but also newer systems such as Elicit , Research Rabbit , scite and Consensus .

Text mining tools such as PubTator dig deeper into papers to identify key points of focus, such as specific genetic mutations and diseases, and their established relationships. This is especially useful for curating and organising scientific information.

Machine learning has also been used to support the synthesis and analysis of medical evidence, in tools such as Robot Reviewer . Summaries that compare and contrast claims in papers from Scholarcy help to perform literature reviews.

All these tools aim to help scientists do their jobs more effectively, not to replace them.

AI research may exacerbate existing problems

While Sakana AI states it doesn’t see the role of human scientists diminishing, the company’s vision of “a fully AI-driven scientific ecosystem” would have major implications for science.

One concern is that, if AI-generated papers flood the scientific literature, future AI systems may be trained on AI output and undergo model collapse . This means they may become increasingly ineffectual at innovating.

However, the implications for science go well beyond impacts on AI science systems themselves.

There are already bad actors in science, including “paper mills” churning out fake papers . This problem will only get worse when a scientific paper can be produced with US$15 and a vague initial prompt.

The need to check for errors in a mountain of automatically generated research could rapidly overwhelm the capacity of actual scientists. The peer review system is arguably already broken , and dumping more research of questionable quality into the system won’t fix it.

Science is fundamentally based on trust. Scientists emphasise the integrity of the scientific process so we can be confident our understanding of the world (and now, the world’s machines) is valid and improving.

A scientific ecosystem where AI systems are key players raises fundamental questions about the meaning and value of this process, and what level of trust we should have in AI scientists. Is this the kind of scientific ecosystem we want?

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• Computer science
• Research integrity
• Paper mills

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Title Case Capitalization

APA Style uses two types of capitalization for titles of works (such as paper titles ) and headings within works : title case and sentence case .

In title case, major words are capitalized, and most minor words are lowercase. In sentence case, most major and minor words are lowercase ( proper nouns are an exception in that they are always capitalized).

• major words: Nouns, verbs (including linking verbs), adjectives, adverbs, pronouns, and all words of four letters or more are considered major words.
• minor words: Short (i.e., three letters or fewer) conjunctions, short prepositions, and all articles are considered minor words.

Title case capitalization is covered in the seventh edition APA Style manuals in the Publication Manual Section 6.17 and the Concise Guide Section 5.7

How to implement title case

In title case, capitalize the following words in a title or heading:

• the first word of the title or heading, even if it is a minor word such as “The” or “A”
• the first word of a subtitle
• the first word after a colon, em dash, or end punctuation in a heading
• major words, including the second part of hyphenated major words (e.g., “Self-Report,” not “Self-report”)
• words of four letters or more (e.g., “With,” “Between,” “From”)

Lowercase only minor words that are three letters or fewer in a title or heading (except the first word in a title or subtitle or the first word after a colon, em dash, or end punctuation in a heading):

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Reducing filamin A restores cortical synaptic connectivity and early social communication following cellular mosaicism in ASD pathways

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Communication in the form of non-verbal, social vocalization, or crying is evolutionary conserved in mammals and is impaired early in human infants that are later diagnosed with autism spectrum disorder (ASD). Defects in infant vocalization have been proposed as an early sign of ASD that may exacerbate ASD development. However, the neural mechanisms associated with early communicative deficits in ASD are not known. Here, we expressed a constitutively active mutant of Rheb (Rheb S16H ), which is known to upregulate two ASD core pathways, mTOR complex 1 (mTORC1) and ERK1/2, in layer (L) 2/3 pyramidal neurons of the neocortex of mice of either sex. We found that cellular mosaic expression of Rheb S16H in L2/3 pyramidal neurons altered the production of isolation calls from neonatal mice. This was accompanied by an expected misplacement of neurons and dendrite overgrowth, along with an unexpected increase in spine density and length, which was associated with increased excitatory synaptic activity. This contrasted with the known decrease in spine density in Rheb S16H neurons of one-month-old mice. Reducing the levels of the actin crosslinking and adaptor protein filamin A (FLNA), known to be increased downstream of ERK1/2, attenuated dendrite overgrowth and fully restored spine properties, synaptic connectivity, and the production of pup isolation calls. These findings suggest that upper-layer cortical pyramidal neurons contribute to communicative deficits in a condition known to affect two core ASD pathways and that these mechanisms are regulated by FLNA.

Significance Statement An infant’s cry is a form of evolutionarily conserved social communication that is altered in ASD and has been proposed as an early sign of ASD. However, the neural substrate of early communicative deficits is not known. We show that cellular mosaic expression of a constitutively active Rheb, known to upregulate two core ASD pathways, selectively in upper-layer neocortical pyramidal neurons, alters the production of pup isolation calls and synaptic connectivity. These defects were prevented by reducing the expression of the adaptor protein FLNA. This underscores the importance of a specific neuronal substrate responsible for communicative deficits and its regulation by FLNA.

the authors have no conflict of interest.

This work was supported by DoD TS190074 TSC program and the Brain Research Foundation 2022 Scientific Innovations Award (Bordey) and NIH F32 NS123002 (Binder).

↵ * : co-corresponding authors

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Fact-Checking Biden’s Speech and More: Day 1 of the Democratic National Convention

We followed the developments and fact-checked the speakers, providing context and explanation.

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President Biden praised his administration’s accomplishments and declared his vice president a worthy successor on the first night of the Democratic National Convention on Monday.

Mr. Biden’s speech capped a night in which Democratic lawmakers and party stalwarts praised Vice President Kamala Harris, warned repeatedly that former President Donald J. Trump was unfit for office and celebrated Mr. Biden’s legacy.

Here’s a look at some of their claims.

“While schools closed and dead bodies filled morgues, Donald Trump downplayed the virus. He told us to inject bleach into our bodies. He peddled conspiracy theories across the country. We lost hundreds of thousands of Americans, and our economy collapsed.”

— Representative Robert Garcia of California

This is exaggerated.

Mr. Trump’s comments, in April 2020, about the efficacy of disinfectants and light as treatments for the coronavirus elicited uproar and confusion . He did not literally instruct people to inject bleach, but raised the suggestion as an “interesting” concept to test out.

At the April 2020 news conference , a member of Mr. Trump’s coronavirus task force said that the virus dies under direct sunlight and that applying bleach in indoor spaces kills the virus in five minutes and isopropyl alcohol does so in 30 seconds.

Mr. Trump responded: “Supposing we hit the body with a tremendous — whether it’s ultraviolet or just very powerful light — and I think you said that that hasn’t been checked, but you’re going to test it. And then I said, supposing you brought the light inside the body, which you can do either through the skin or in some other way, and I think you said you’re going to test that too.”

He added: “And then I see the disinfectant, where it knocks it out in a minute. One minute. And is there a way we can do something like that, by injection inside or almost a cleaning? Because you see it gets in the lungs and it does a tremendous number on the lungs. So it would be interesting to check that.”

Jeanna Smialek

“Trump talks big about bringing back manufacturing jobs, but you know who actually did it? President Biden and Vice President Kamala Harris.”

— Gov. Kathy Hochul of New York

This needs context .

It is true that manufacturing employment is up sharply under the Biden administration, but much of the gains are simply a recovery from job losses early in the coronavirus pandemic. Manufacturing employment is just slightly above its 2019 level. And factory employment also climbed somewhat from when Donald J. Trump took office in early 2017 and the onset of the pandemic in 2020.

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“Thanks to Joe Biden and Kamala Harris, we reopened our schools.”

— Representative James E. Clyburn, Democrat of South Carolina

This needs context.

President Donald J. Trump and President Biden took different approaches to school reopenings during the coronavirus pandemic, with Mr. Trump encouraging schools to stay open and Mr. Biden emphasizing the need to contain the virus before reopening classroom doors. While they could signal policy preferences, developments in how the virus spread and how states and school districts reacted were sometimes out of their control.

The Centers for Disease Control and Prevention warned schools to prepare for disruption in February 2020, and a high school in Washington State became the first to close its doors that month . More schools across the country followed in adopting online instruction, but by the fall of 2020, some schools — often in states with Republican governors — returned to in-person instruction.

One audit found that by the fall of 2020 more schools had reverted to a traditional or hybrid model than remained virtual. A C.D.C. study found that school closures peaked in 2021, under the Biden administration, when the Omicron variant spread. By the fall of 2021, though, 98 percent of public schools were offering in-person instruction full time, according to the Education Department .

“Donald Trump wants to put our 1787 constitution through his Project 2025 paper shredder.”

— Representative Jasmine Crockett, Democrat of Texas

Project 2025, a set of conservative policy proposals assembled by a Washington think tank for a Republican presidential administration, does not directly come from Mr. Trump or his campaign.

Still, CNN documented instances where 140 people who worked for the Trump administration had a role in Project 2025. Some were top advisers to Mr. Trump in his first term and a re all but certain to step into prominent posts should he win a second term.

Mr. Trump has also supported some of the proposals, with even some overlap between Project 2025 and his own campaign plans. Among the similarities: undercutting the independence of the Justice Department and pressing to end diversity, equity and inclusion programs. And he enacted other initiatives mentioned in Project 2025 in his first term, such as levying tariffs on China and making it easier to fire federal workers.

But Mr. Trump has criticized some elements as “absolutely ridiculous and abysmal” though he has not specified which proposals he opposes. When the director of the project departed the think tank, Mr. Trump’s campaign released a statement that stated: “Reports of Project 2025’s demise would be greatly welcomed and should serve as notice to anyone or any group trying to misrepresent their influence with President Trump and his campaign — it will not end well for you.”

“JD Vance says women should stay in violent marriages and pregnancies resulting from rape are simply inconvenient.”

— Gov. Andy Beshear of Kentucky

Mr. Beshear was referring to comments Mr. Vance made during his 2022 campaign for Senate. Mr. Vance has rejected such interpretations.

In remarks to a Christian high school in California in September 2021, Mr. Vance spoke of his grandparents’ marriage, which he described in his memoir as violent.

“This is one of the great tricks that I think the sexual revolution pulled on the American populace, which is the idea that like, ‘Well, OK, these marriages were fundamentally, you know, they were maybe even violent, but certainly they were unhappy. And so getting rid of them and making it easier for people to shift spouses like they change their underwear, that’s going to make people happier in the long term,” he said .

Asked by Vice News about his remarks in 2022, Mr. Vance said, “Any fair person would recognize I was criticizing the progressive frame on this issue, not embracing it.”

He also told Fox News that Democrats had “twisted my words here” and that “it’s not what I believe, it’s not what I said.”

And regarding pregnancies resulting from rape, Mr. Vance told Fox News that he was criticizing the view that such pregnancies are “inconvenient.”

In a 2021 interview , Mr. Vance was asked whether abortion bans should have exceptions for rape or incest. He responded, “At the end of the day, we’re talking about an unborn baby. What kind of society do we want to have? A society that looks at unborn babies as inconveniences to be discarded?”

“Instead of paying $400 a month for insulin, seniors with diabetes will pay $35 a month.”

— President Biden

Mr. Biden signed a law that places a cap of $35 a month on insulin for all Medicare Part D beneficiaries. But he is overstating the average cost before the law.

Patients’ out-of-pocket spending on insulin was $434 on average for all of 2019 — not per month — and $449 per year for Medicare enrollees, according to the Health and Human Services Department .

“The smallest racial wealth gap in 20 years.”

As a percentage of wealth held by white families, Black and Latino families did grow to the largest amounts in 2022 in two decades. But the disparity in absolute dollar value actually increased.

“He called them ‘suckers and losers.’”

The claim that, as president, Donald J. Trump called veterans “suckers” and “losers” stems from a 2020 article in The Atlantic about his relationship to the military.

The article relied on anonymous sources, but many of the accounts have been corroborated by other outlets, including The New York Times, and by John F. Kelly, a retired four-star Marine general who served as Mr. Trump’s White House chief of staff. Mr. Trump has emphatically denied making the remarks since the article was published. Here’s a breakdown .

“Trump wants to cut Social Security and Medicare.”

This is misleading..

Mr. Trump has said repeatedly during his 2024 presidential campaign that he would not cut Social Security or Medicare, though he had previously shown brief and vague support for such proposals.

Asked about his position on the programs in relation to the national debt, Mr. Trump told CNBC in March, “There is a lot you can do in terms of entitlements in terms of cutting and in terms of also the theft and the bad management of entitlements.”

But Mr. Trump and his campaign clarified that he would not seek to cut the programs. Mr. Trump told the website Breitbart , “I will never do anything that will jeopardize or hurt Social Security or Medicare.” And during a July rally in Minnesota, he again vowed, “I will not cut one penny from Social Security or Medicare, and I will not raise the retirement age by one day, not by one day.”

Still, Mr. Trump has not outlined a clear plan for keeping the programs solvent. During his time in office, Mr. Trump did propose some cuts to Medicare — though experts said the cost reductions would not have significantly affected benefits — and to Social Security’s programs for people with disabilities. They were not enacted by Congress.

“He created the largest debt any president had in four years with his two trillion dollars tax cut for the wealthy.”

Looking at a single presidential term, Donald J. Trump’s administration did rack up more debt than any other in raw dollars — about $7.9 trillion . But the debt rose more under President Barack Obama’s eight years than under Mr. Trump’s four years. Also, when viewed as a percentage increase, the national debt rose more under President George H.W. Bush’s single term than under Mr. Trump’s.

The Congressional Budget Office estimated that Mr. Trump’s tax cuts — which passed in December 2017 with no Democrats in support — roughly added another $1 trillion to the federal deficit from 2018 to 2021, even after factoring in economic growth spurred by the tax cuts. But other drivers of the deficit include several sweeping measures that had bipartisan approval. The first coronavirus stimulus package , which received near unanimous support in Congress, added $2 trillion to the deficit over the next two fiscal years. Three additional spending measures contending with the coronavirus pandemic and its economic ramifications added another $1.4 trillion.

It is also important to note that presidents do not hold unilateral responsibility for the debt increase under their time in office. Policies from previous administrations — and programs such as Social Security and Medicare — continue to drive up debt, as do unexpected circumstances.