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How to Justify Your Methods in a Thesis or Dissertation

4-minute read

• 1st May 2023

Writing a thesis or dissertation is hard work. You’ve devoted countless hours to your research, and you want your results to be taken seriously. But how does your professor or evaluating committee know that they can trust your results? You convince them by justifying your research methods.

What Does Justifying Your Methods Mean?

In simple terms, your methods are the tools you use to obtain your data, and the justification (which is also called the methodology ) is the analysis of those tools. In your justification, your goal is to demonstrate that your research is both rigorously conducted and replicable so your audience recognizes that your results are legitimate.

The formatting and structure of your justification will depend on your field of study and your institution’s requirements, but below, we’ve provided questions to ask yourself as you outline your justification.

Why Did You Choose Your Method of Gathering Data?

Does your study rely on quantitative data, qualitative data, or both? Certain types of data work better for certain studies. How did you choose to gather that data? Evaluate your approach to collecting data in light of your research question. Did you consider any alternative approaches? If so, why did you decide not to use them? Highlight the pros and cons of various possible methods if necessary. Research results aren’t valid unless the data are valid, so you have to convince your reader that they are.

How Did You Evaluate Your Data?

Collecting your data was only the first part of your study. Once you had them, how did you use them? Do your results involve cross-referencing? If so, how was this accomplished? Which statistical analyses did you run, and why did you choose them? Are they common in your field? How did you make sure your data were statistically significant ? Is your effect size small, medium, or large? Numbers don’t always lend themselves to an obvious outcome. Here, you want to provide a clear link between the Methods and Results sections of your paper.

Did You Use Any Unconventional Approaches in Your Study?

Most fields have standard approaches to the research they use, but these approaches don’t work for every project. Did you use methods that other fields normally use, or did you need to come up with a different way of obtaining your data? Your reader will look at unconventional approaches with a more critical eye. Acknowledge the limitations of your method, but explain why the strengths of the method outweigh those limitations.

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What Relevant Sources Can You Cite?

You can strengthen your justification by referencing existing research in your field. Citing these references can demonstrate that you’ve followed established practices for your type of research. Or you can discuss how you decided on your approach by evaluating other studies. Highlight the use of established techniques, tools, and measurements in your study. If you used an unconventional approach, justify it by providing evidence of a gap in the existing literature.

Two Final Tips:

●  When you’re writing your justification, write for your audience. Your purpose here is to provide more than a technical list of details and procedures. This section should focus more on the why and less on the how .

●  Consider your methodology as you’re conducting your research. Take thorough notes as you work to make sure you capture all the necessary details correctly. Eliminating any possible confusion or ambiguity will go a long way toward helping your justification.

In Conclusion:

Your goal in writing your justification is to explain not only the decisions you made but also the reasoning behind those decisions. It should be overwhelmingly clear to your audience that your study used the best possible methods to answer your research question. Properly justifying your methods will let your audience know that your research was effective and its results are valid.

Want more writing tips? Check out Proofed’s Writing Tips and Academic Writing Tips blogs. And once you’ve written your thesis or dissertation, consider sending it to us. Our editors will be happy to check your grammar, spelling, and punctuation to make sure your document is the best it can be. Check out our services for free .

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How to Write a Compelling Justification of Your Research

When it comes to conducting research, a well-crafted justification is crucial. It not only helps you convince others of the importance and relevance of your work but also serves as a roadmap for your own research journey. In this blog post, we will focus on the art of writing compelling justifications, highlighting common pitfalls that juniors tend to fall into and providing an example of how to write a justification properly.

The Importance of a Strong Justification

Before we delve into the dos and don’ts of writing a justification, let’s first understand why it is so important. A strong justification sets the stage for your research by clearly outlining its purpose, significance, and potential impact. It helps you answer the question, “Why is this research worth pursuing?” and provides a solid foundation for the rest of your work.

Pitfalls to Avoid

As junior researchers, it’s common to make certain mistakes when writing a justification. Here are a few pitfalls to watch out for:

• Lack of Clarity: One of the biggest mistakes is failing to clearly articulate the problem or research question. Make sure your justification clearly explains what you intend to investigate and why it matters.
• Insufficient Background: Providing a strong background is essential to demonstrate your knowledge of existing literature and the context of your research. Avoid the trap of assuming that your readers are already familiar with the topic.
• Weak Significance: Your justification should emphasize the significance of your research. Highlight the potential benefits, practical applications, or theoretical contributions that your work can offer.
• Lack of Originality: It’s important to showcase the novelty of your research. Avoid simply replicating previous studies or rehashing existing ideas. Instead, highlight the unique aspects of your approach or the gaps in current knowledge that your research aims to fill.

Writing a Proper Justification

Now that we’ve covered the common pitfalls, let’s take a look at an example of how to write a proper justification. Imagine you are conducting research on the low proportion of uncontrolled hypertension in a specific population. Here’s how you could structure your justification:

Introduction: Begin by providing an overview of the problem and its significance. Explain why uncontrolled hypertension is a critical health issue and the potential consequences it can have on individuals and society.

Background: Offer a comprehensive review of the existing literature on hypertension, highlighting the current knowledge gaps and limitations. Discuss the prevalence of uncontrolled hypertension and the factors contributing to its low proportion in the specific population you are studying.

Objectives: Clearly state the objectives of your research. For example, your objectives could be to identify the barriers to hypertension control, evaluate the effectiveness of current interventions, and propose strategies to improve the management of uncontrolled hypertension.

Methodology: Briefly describe the research methods you plan to employ, such as surveys, interviews, or data analysis. Explain how these methods will help you address the research objectives and fill the existing knowledge gaps.

Expected Outcomes: Highlight the potential outcomes and impact of your research. Discuss how your findings could contribute to improving hypertension control rates, enhancing healthcare policies, or guiding future research in this field.

Conclusion: Summarize the main points of your justification and reiterate the significance of your research. Emphasize why your work is unique and necessary to advance knowledge and address the problem of low proportion of uncontrolled hypertension.

Remember, a compelling justification should be concise, persuasive, and grounded in evidence. It should convince your audience that your research is not only relevant but also necessary. By avoiding common pitfalls and following a structured approach, you can craft a justification that captivates readers and sets the stage for a successful research endeavor.

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How to Write the Rationale of the Study in Research (Examples)

What is the Rationale of the Study?

The rationale of the study is the justification for taking on a given study. It explains the reason the study was conducted or should be conducted. This means the study rationale should explain to the reader or examiner why the study is/was necessary. It is also sometimes called the “purpose” or “justification” of a study. While this is not difficult to grasp in itself, you might wonder how the rationale of the study is different from your research question or from the statement of the problem of your study, and how it fits into the rest of your thesis or research paper. 

The rationale of the study links the background of the study to your specific research question and justifies the need for the latter on the basis of the former. In brief, you first provide and discuss existing data on the topic, and then you tell the reader, based on the background evidence you just presented, where you identified gaps or issues and why you think it is important to address those. The problem statement, lastly, is the formulation of the specific research question you choose to investigate, following logically from your rationale, and the approach you are planning to use to do that.

Table of Contents:

How to write a rationale for a research paper , how do you justify the need for a research study.

• Study Rationale Example: Where Does It Go In Your Paper?

The basis for writing a research rationale is preliminary data or a clear description of an observation. If you are doing basic/theoretical research, then a literature review will help you identify gaps in current knowledge. In applied/practical research, you base your rationale on an existing issue with a certain process (e.g., vaccine proof registration) or practice (e.g., patient treatment) that is well documented and needs to be addressed. By presenting the reader with earlier evidence or observations, you can (and have to) convince them that you are not just repeating what other people have already done or said and that your ideas are not coming out of thin air. 

Once you have explained where you are coming from, you should justify the need for doing additional research–this is essentially the rationale of your study. Finally, when you have convinced the reader of the purpose of your work, you can end your introduction section with the statement of the problem of your research that contains clear aims and objectives and also briefly describes (and justifies) your methodological approach. 

When is the Rationale for Research Written?

The author can present the study rationale both before and after the research is conducted. 

• Before conducting research : The study rationale is a central component of the research proposal . It represents the plan of your work, constructed before the study is actually executed.
• Once research has been conducted : After the study is completed, the rationale is presented in a research article or  PhD dissertation  to explain why you focused on this specific research question. When writing the study rationale for this purpose, the author should link the rationale of the research to the aims and outcomes of the study.

What to Include in the Study Rationale

Although every study rationale is different and discusses different specific elements of a study’s method or approach, there are some elements that should be included to write a good rationale. Make sure to touch on the following:

• A summary of conclusions from your review of the relevant literature
• What is currently unknown (gaps in knowledge)
• Inconclusive or contested results  from previous studies on the same or similar topic
• The necessity to improve or build on previous research, such as to improve methodology or utilize newer techniques and/or technologies

There are different types of limitations that you can use to justify the need for your study. In applied/practical research, the justification for investigating something is always that an existing process/practice has a problem or is not satisfactory. Let’s say, for example, that people in a certain country/city/community commonly complain about hospital care on weekends (not enough staff, not enough attention, no decisions being made), but you looked into it and realized that nobody ever investigated whether these perceived problems are actually based on objective shortages/non-availabilities of care or whether the lower numbers of patients who are treated during weekends are commensurate with the provided services.

In this case, “lack of data” is your justification for digging deeper into the problem. Or, if it is obvious that there is a shortage of staff and provided services on weekends, you could decide to investigate which of the usual procedures are skipped during weekends as a result and what the negative consequences are. 

In basic/theoretical research, lack of knowledge is of course a common and accepted justification for additional research—but make sure that it is not your only motivation. “Nobody has ever done this” is only a convincing reason for a study if you explain to the reader why you think we should know more about this specific phenomenon. If there is earlier research but you think it has limitations, then those can usually be classified into “methodological”, “contextual”, and “conceptual” limitations. To identify such limitations, you can ask specific questions and let those questions guide you when you explain to the reader why your study was necessary:

Methodological limitations

• Did earlier studies try but failed to measure/identify a specific phenomenon?
• Was earlier research based on incorrect conceptualizations of variables?
• Were earlier studies based on questionable operationalizations of key concepts?
• Did earlier studies use questionable or inappropriate research designs?

Contextual limitations

• Have recent changes in the studied problem made previous studies irrelevant?
• Are you studying a new/particular context that previous findings do not apply to?

Conceptual limitations

• Do previous findings only make sense within a specific framework or ideology?

Study Rationale Examples

Let’s look at an example from one of our earlier articles on the statement of the problem to clarify how your rationale fits into your introduction section. This is a very short introduction for a practical research study on the challenges of online learning. Your introduction might be much longer (especially the context/background section), and this example does not contain any sources (which you will have to provide for all claims you make and all earlier studies you cite)—but please pay attention to how the background presentation , rationale, and problem statement blend into each other in a logical way so that the reader can follow and has no reason to question your motivation or the foundation of your research.

Background presentation

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) .  

Rationale of the study

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.

Statement of the problem

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.

How long is a study rationale?

In a research article bound for journal publication, your rationale should not be longer than a few sentences (no longer than one brief paragraph). A  dissertation or thesis  usually allows for a longer description; depending on the length and nature of your document, this could be up to a couple of paragraphs in length. A completely novel or unconventional approach might warrant a longer and more detailed justification than an approach that slightly deviates from well-established methods and approaches.

Consider Using Professional Academic Editing Services

Now that you know how to write the rationale of the study for a research proposal or paper, you should make use of Wordvice AI’s free AI Grammar Checker , or receive professional academic proofreading services from Wordvice, including research paper editing services and manuscript editing services to polish your submitted research documents.

You can also find many more articles, for example on writing the other parts of your research paper , on choosing a title , or on making sure you understand and adhere to the author instructions before you submit to a journal, on the Wordvice academic resources pages.

Research proposal, thesis, exegesis, and journal article writing for business, social science and humanities (BSSH) research degree candidates

Topic outline, introduction and research justification.

Introduction and research justification, business, social sciences, humanities

Introduction.

• Signalling the topic in the first sentence
• The research justification or 'problem' statement 
• The 'field' of literature
• Summary of contrasting areas of research
• Summary of the 'gap' in the literature
• Research aims and objectives

Summary of the research design

Example research proposal introductions.

This topic outlines the steps in the introduction of the research proposal. As discussed in the first topic in this series of web resources, there are three key elements or conceptual steps within the main body of the research proposal. In this resource, these elements are referred to as the research justification, the literature review and the research design. These three steps also structure, typically, but not always in this order, the proposal introduction which contains an outline of the proposed research.

These steps pertain to the key questions of reviewers:

• What problem or issue does the research address? (research justification)
• How will the research contribute to existing knowledge? (the 'gap' in the literature, sometimes referred to as the research 'significance')
• How will the research achieve its stated objectives? (the research design)

Reviewers look to find a summary of the case for the research in the introduction, which, in essence, involves providing summary answers to each of the questions above.

The introduction of the research proposal usually includes the following content:

• a research justification or statement of a problem (which also serves to introduce the topic)
• a summary of the key point in the literature review (a summary of what is known and how the research aims to contribute to what is known)
• the research aim or objective
• a summary of the research design
• concise definitions of any contested or specialised terms that will be used throughout the proposal (provided the first time the term is used).

This topic will consider how to write about each of these in turn.

Signaling the topic in the first sentence

The first task of the research proposal is to signal the area of the research or 'topic' so the reader knows what subject will be discussed in the proposal. This step is ideally accomplished in the opening sentence or the opening paragraph of the research proposal. It is also indicated in the title of the research proposal. It is important not to provide tangential information in the opening sentence or title because this may mislead the reader about the core subject of the proposal.

A ‘topic’ includes:

• the context or properties of the subject (the particular aspect or properties of the subject that are of interest).

Questions to consider in helping to clarify the topic:

• What is the focus of my research?
• What do I want to understand?
• What domain/s of activity does it pertain to?
• What will I investigate in order to shed light on my focus?

The research justification or the ‘problem’ statement

The goal of the first step of the research proposal is to get your audience's attention; to show them why your research matters, and to make them want to know more about your research. The first step within the research proposal is sometimes referred to as the research justification or the statement of the 'problem'. This step involves providing the reader with critical background or contextual information that introduces the topic area, and indicates why the research is important. Research proposals often open by outlining a central concern, issue, question or conundrum to which the research relates.

The research justification should be provided in an accessible and direct manner in the introductory section of the research proposal. The number of words required to complete this first conceptual step will vary widely depending on the project.

Writing about the research justification, like writing about the literature and your research design, is a creative process involving careful decision making on your part. The research justification should lead up to the topic of your research and frame your research, and, when you write your thesis, exegesis or journal article conclusion, you will again return to the research justification to wrap up the implications of your research. That is to say, your conclusions will refer back to the problem and reflect on what the findings suggest about how we should treat the problem. For this reason, you may find the need to go back and reframe your research justification as your research and writing progresses.

The most common way of establishing the importance of the research is to refer to a real world problem. Research may aim to produce knowledge that will ultimately be used to:

• advance national and organisational goals (health, clean environment, quality education),
• improve policies and regulations,
• manage risk,
• contribute to economic development,
• promote peace and prosperity,
• promote democracy,
• test assumptions (theoretical, popular, policy) about human behaviour, the economy, society,
• understand human behaviour, the economy and social experience,
• understand or critique social processes and values.

Examples of 'research problems' in opening sentences and paragraphs of research writing

Management The concept of meritocracy is one replicated and sustained in much discourse around organisational recruitment, retention and promotion. Women have a firm belief in the concept of merit, believing that hard work, education and talent will in the end be rewarded (McNamee and Miller, 2004). This belief in workplace meritocracy could in part be due to the advertising efforts of employers themselves, who, since the early 1990s, attempt to attract employees through intensive branding programs and aggressive advertising which emphasise equality of opportunity. The statistics, however, are less than convincing, with 2008 data from the Equal Employment for Women in the Workplace agency signalling that women are disproportionately represented in senior management levels compared to men, and that the numbers of women at Chief Executive Officer level in corporate Australia have actually decreased (Equal Opportunity for Women Agency, 2008). Women, it seems, are still unable to shatter the glass ceiling and are consistently overlooked at executive level.

Psychology Tension-type headache is extremely prevalent and is associated with significant personal and social costs.

Education One of the major challenges of higher education health programs is developing the cognitive abilities that will assist undergraduate students' clinical decision making. This is achieved by stimulating enquiry analysis, creating independent judgement and developing cognitive skills that are in line with graduate practice (Hollingworth and McLoughlin 2001; Bedard, 1996).

Visual arts In the East, the traditional idea of the body was not as something separate from the mind. In the West, however, the body is still perceived as separate, as a counterpart of the mind. The body is increasingly at the centre of the changing cultural environment, particularly the increasingly visual culture exemplified by the ubiquity of the image, the emergence of virtual reality, voyeurism and surveillance culture. Within the contemporary visual environment, the body's segregation from the mind has become more intense than ever, conferring upon the body a 'being watched' or 'manufacturable' status, further undermining the sense of the body as an integral part of our being.

Literature review summary

The next step following the research justification in the introduction is the literature review summary statement. This part of the introduction summarises the literature review section of the research proposal, providing a concise statement that signals the field of research and the rationale for the research question or aim.

It can be helpful to think about the literature review element as comprised of four parts. The first is a reference to the field or discipline the research will contribute to. The second is a summary of the main questions, approaches or accepted conclusions in your topic area in the field or discipline at present ('what is known'). This summary of existing research acts as a contrast to highlight the significance of the third part, your statement of a 'gap'. The fourth part rephrases this 'gap' in the form of a research question, aim, objective or hypothesis.

For example

Scholars writing about ... (the problem area) in the field of ... (discipline or sub-discipline, part one) have observed that ... ('what is known', part two). Others describe ... ('what is known', part two). A more recent perspective chronicles changes that, in broad outline, parallel those that have occurred in ... ('what is known', part two). This study differs from these approaches in that it considers ... ('gap', research focus, part three). This research draws on ... to consider ... (research objective, part four).  

More information about writing these four parts of the literature review summary is provided below.

1. The 'field' of literature

The field of research is the academic discipline within which your research is situated, and to which it will contribute. Some fields grow out of a single discipline, others are multidisciplinary. The field or discipline is linked to university courses and research, academic journals, conferences and other academic associations, and some book publishers. It also describes the expertise of thesis supervisors and examiners. 

The discipline defines the kinds of approaches, theories, methods and styles of writing adopted by scholars and researchers working within them.

For a list of academic disciplines have a look at the wikipedia site at: https://en.wikipedia.org/wiki/List_of_academic_disciplines

The field or discipline is not the same as the topic of the research. The topic is the subject matter or foci of your research. Disciplines or 'fields' refer to globally recognised areas of research and scholarship.

The field or discipline the research aims to contribute to can be signalled in a few key words within the literature review summary, or possibly earlier withn the research justification.

Sentence stems to signal the field of research 

• Within the field of ... there is now agreement that ... .
• The field of ... is marked by ongoing debate about ... .
• Following analysis of ... the field of ... turned to an exploration of ... .

2. A summary of contrasting areas of research or what is 'known'

The newness or significance of what you are doing is typically established in a contrast or dialogue with other research and scholarship. The 'gap' (or hole in the donut) only becomes apparent by the surrounding literature (or donut). Sometimes a contrast is provided to show that you are working in a different area to what has been done before, or to show that you are building on previous work, or perhaps working on an unresolved issue within a discipline. It might also be that the approaches of other disciplines on the same problem area or focus are introduced to highlight a new angle on the topic.

3. The summary of the 'gap' in the literature

The 'gap' in the field typically refers to the explanation provided to support the research question. Questions or objectives grow out of areas of uncertainty, or gaps, in the field of research. In most cases, you will not know what the gap in knowledge is until you have reviewed the literature and written up a good part of the literature review section of the proposal. It is often not possible therefore to confidently write the 'gap' statement until you have done considerable work on the literature review. Once your literature review section is sufficiently developed, you can summarise the missing piece of knowledge in a brief statement in the introduction.

Sentence stems for summarising a 'gap' in the literature

Indicate a gap in the previous research by raising a question about it, or extending previous knowledge in some way:

• However, there is little information/attention/work/data/research on … .
• However, few studies/investigations/researchers/attempt to … .

Often steps two and three blend together in the same sentence, as in the sentence stems below.

Sentence stems which both introduce research in the field (what is 'known') and summarise a 'gap'

• The research has tended to focus on …(introduce existing field foci), rather than on … ('gap').
• These studies have emphasised that … …(introduce what is known), but it remains unclear whether … ('gap').
• Although considerable research has been devoted to … (introduce field areas), rather less attention has been paid to … ('gap').

The 'significance' of the research

When writing the research proposal, it is useful to think about the research justification and the  ‘gap in the literature’ as two distinct conceptual elements, each of which must be established separately. Stating a real world problem or outlining a conceptual or other conundrum or concern is typically not, in itself, enough to justify the research. Similarly, establishing that there is a gap in the literature is often not enough on its own to persuade the reader that the research is important. In the first case, reviewers may still wonder ‘perhaps the problem or concern has already been addressed in the literature’, or, in the second, ‘so little has been done on this focus, but perhaps the proposed research is not important’? The proposal will ideally establish that the research is important, and that it will provide something new to the field of knowledge.

In effect, the research justification and the literature review work together to establish the benefit, contribution or 'significance' of the research. The 'significance' of the research is established not in a statement to be incorporated into the proposal, but as something the first two sections of the proposal work to establish. Research is significant when it pertains to something important, and when it provides new knowledge or insights within a field of knowledge.

4. The research aim or objective

The research aim is usually expressed as a concise statement at the close of the literature review. It may be referred to as an objective, a question or an aim. These terms are often used interchangeably to refer to the focus of the investigation. The research focus is the question at the heart of the research, designed to produce new knowledge. To avoid confusing the reader about the purpose of the research it is best to express it as either an aim, or an objective, or a question. It is also important to frame the aims of the research in a succinct manner; no more than three dot points say. And the aim/objective/question should be framed in more or less the same way wherever it appears in the proposal. This ensures the research focus is clear.

Language use

Research generally aims to produce knowledge, as opposed to say recommendations, policy or social change. Research may support policy or social change, and eventually produce it in some of its applications, but it does not typically produce it (with the possible exception of action research). For this reason, aims and objectives are framed in terms of knowledge production, using phrases like:

• to increase understanding, insight, clarity;
• to evaluate and critique;
• to test models, theory, or strategies.

These are all knowledge outcomes that can be achieved within the research process.

Reflecting your social philosophy in the research aim

A well written research aim typically carries within it information about the philosophical approach the research will take, even if the researcher is not themselves aware of it, or if the proposal does not discuss philosophy or social theory at any length. If you are interested in social theory, you might consider framing your aim such that it reflects your philosophical or theoretical approach. Since your philosophical approach reflects your beliefs about how 'valid' knowledge can be gained, and therefore the types of questions you ask, it follows that it will be evident within your statement of the research aim. Researchers, variously, hold that knowledge of the world arises through:

• observations of phenomena (measurements of what we can see, hear, taste, touch);
• the interactions between interpreting human subjects and objective phenomena in the world;
• ideology shaped by power, which we may be unconscious of, and which must be interrogated and replaced with knowledge that reflects people's true interests; 
• the structure of language and of the unconscious;
• the play of historical relations between human actions, institutional practices and prevailing discourses;
• metaphoric and other linguistic relations established within language and text.

The philosophical perspective underpinning your research is then reflected in the research aim. For example, depending upon your philosophical perspective, you may aim to find out about:

• observable phenomenon or facts;
• shared cultural meanings of practices, rituals, events that determine how objective phenomena are interpreted and experienced;
• social structures and political ideologies that shape experience and distort authentic or empowered experience;
• the structure of language;
• the historical evolution of networks of discursive and extra-discursive practices;
• emerging or actual phenomenon untainted by existing representation.

You might check your aim statement to ensure it reflects the philosophical perspective you claim to adopt in your proposal. Check that there are not contradictions in your philosophical claims and that you are consistent in your approach. For assistance with this you may find the Social philosophy of research resources helpful.

Sentence stems for aims and objectives

• The purpose of this research project is to … .
• The purpose of this investigation is to … .
• The aim of this research project is to … .
• This study is designed to … .

The next step or key element in the research proposal is the research design. The research design explains how the research aims will be achieved. Within the introduction a summary of the overall research design can make the project more accessible to the reader.

The summary statement of the research design within the introduction might include:

• the method/s that will be used (interviews, surveys, video observation, diary recording);
• if the research will be phased, how many phases, and what methods will be used in each phase;
• brief reference to how the data will be analysed.

The statement of the research design is often the last thing discussed in the research proposal introduction.

NB. It is not necessary to explain that a literature review and a detailed ouline of the methods and methodology will follow because academic readers will assume this.

Title: Aboriginal cultural values and economic sustainability: A case study of agro-forestry in a remote Aboriginal community

Further examples can be found at the end of this topic, and in the drop down for this topic in the left menu. 

In summary, the introduction contains a problem statement, or explanation of why the research is important to the world, a summary of the literature review, and a summary of the research design. The introduction enables the reviewer, as well as yourself and your supervisory team, to assess the logical connections between the research justification, the 'gap' in the literature, research aim and the research design without getting lost in the detail of the project. In this sense, the introduction serves as a kind of map or abstract of the proposed research as well as of the main body of the research proposal.

The following questions may be useful in assessing your research proposal introduction.

• Have I clearly signalled the research topic in the key words and phrases used in the first sentence and title of the research proposal?
• Have I explained why my research matters, the problem or issue that underlies the research in the opening sentences,  paragraphs and page/s?
• Have I used literature, examples or other evidence to substantiate my understanding of the key issues?
• Have I explained the problem in a way that grabs the reader’s attention and concern?
• Have I indicated the field/s within which my research is situated using key words that are recognised by other scholars?
• Have I provided a summary of previous research and outlined a 'gap' in the literature?
• Have I provided a succinct statement of the objectives or aims of my research?
• Have I provided a summary of the research phases and methods?

This resource was developed by Wendy Bastalich.

How to Write the Rationale for a Research Paper

• Research Process
• Peer Review

A research rationale answers the big SO WHAT? that every adviser, peer reviewer, and editor has in mind when they critique your work. A compelling research rationale increases the chances of your paper being published or your grant proposal being funded. In this article, we look at the purpose of a research rationale, its components and key characteristics, and how to create an effective research rationale.

Updated on September 19, 2022

The rationale for your research is the reason why you decided to conduct the study in the first place. The motivation for asking the question. The knowledge gap. This is often the most significant part of your publication. It justifies the study's purpose, novelty, and significance for science or society. It's a critical part of standard research articles as well as funding proposals.

Essentially, the research rationale answers the big SO WHAT? that every (good) adviser, peer reviewer, and editor has in mind when they critique your work.

A compelling research rationale increases the chances of your paper being published or your grant proposal being funded. In this article, we look at:

• the purpose of a research rationale
• its components and key characteristics
• how to create an effective research rationale

What is a research rationale?

Think of a research rationale as a set of reasons that explain why a study is necessary and important based on its background. It's also known as the justification of the study, rationale, or thesis statement.

Essentially, you want to convince your reader that you're not reciting what other people have already said and that your opinion hasn't appeared out of thin air. You've done the background reading and identified a knowledge gap that this rationale now explains.

A research rationale is usually written toward the end of the introduction. You'll see this section clearly in high-impact-factor international journals like Nature and Science. At the end of the introduction there's always a phrase that begins with something like, "here we show..." or "in this paper we show..." This text is part of a logical sequence of information, typically (but not necessarily) provided in this order:

Here's an example from a study by Cataldo et al. (2021) on the impact of social media on teenagers' lives.

Note how the research background, gap, rationale, and objectives logically blend into each other.

The authors chose to put the research aims before the rationale. This is not a problem though. They still achieve a logical sequence. This helps the reader follow their thinking and convinces them about their research's foundation.

Elements of a research rationale

We saw that the research rationale follows logically from the research background and literature review/observation and leads into your study's aims and objectives.

This might sound somewhat abstract. A helpful way to formulate a research rationale is to answer the question, “Why is this study necessary and important?”

Generally, that something has never been done before should not be your only motivation. Use it only If you can give the reader valid evidence why we should learn more about this specific phenomenon.

A well-written introduction covers three key elements:

• What's the background to the research?
• What has been done before (information relevant to this particular study, but NOT a literature review)?
• Research rationale

Now, let's see how you might answer the question.

1. This study complements scientific knowledge and understanding

Discuss the shortcomings of previous studies and explain how'll correct them. Your short review can identify:

• Methodological limitations . The methodology (research design, research approach or sampling) employed in previous works is somewhat flawed.

Example : Here , the authors claim that previous studies have failed to explore the role of apathy “as a predictor of functional decline in healthy older adults” (Burhan et al., 2021). At the same time, we know a lot about other age-related neuropsychiatric disorders, like depression.

Their study is necessary, then, “to increase our understanding of the cognitive, clinical, and neural correlates of apathy and deconstruct its underlying mechanisms.” (Burhan et al., 2021).

• Contextual limitations . External factors have changed and this has minimized or removed the relevance of previous research.

Example : You want to do an empirical study to evaluate the effects of the COVID-19 pandemic on the number of tourists visiting Sicily. Previous studies might have measured tourism determinants in Sicily, but they preceded COVID-19.

• Conceptual limitations . Previous studies are too bound to a specific ideology or a theoretical framework.

Example : The work of English novelist E. M. Forster has been extensively researched for its social, political, and aesthetic dimensions. After the 1990s, younger scholars wanted to read his novels as an example of gay fiction. They justified the need to do so based on previous studies' reliance on homophobic ideology.

This kind of rationale is most common in basic/theoretical research.

2. This study can help solve a specific problem

Here, you base your rationale on a process that has a problem or is not satisfactory.

For example, patients complain about low-quality hospital care on weekends (staff shortages, inadequate attention, etc.). No one has looked into this (there is a lack of data). So, you explore if the reported problems are true and what can be done to address them. This is a knowledge gap.

Or you set out to explore a specific practice. You might want to study the pros and cons of several entry strategies into the Japanese food market.

It's vital to explain the problem in detail and stress the practical benefits of its solution. In the first example, the practical implications are recommendations to improve healthcare provision.

In the second example, the impact of your research is to inform the decision-making of businesses wanting to enter the Japanese food market.

This kind of rationale is more common in applied/practical research.

3. You're the best person to conduct this study

It's a bonus if you can show that you're uniquely positioned to deliver this study, especially if you're writing a funding proposal .

For an anthropologist wanting to explore gender norms in Ethiopia, this could be that they speak Amharic (Ethiopia's official language) and have already lived in the country for a few years (ethnographic experience).

Or if you want to conduct an interdisciplinary research project, consider partnering up with collaborators whose expertise complements your own. Scientists from different fields might bring different skills and a fresh perspective or have access to the latest tech and equipment. Teaming up with reputable collaborators justifies the need for a study by increasing its credibility and likely impact.

When is the research rationale written?

You can write your research rationale before, or after, conducting the study.

In the first case, when you might have a new research idea, and you're applying for funding to implement it.

Or you're preparing a call for papers for a journal special issue or a conference. Here , for instance, the authors seek to collect studies on the impact of apathy on age-related neuropsychiatric disorders.

In the second case, you have completed the study and are writing a research paper for publication. Looking back, you explain why you did the study in question and how it worked out.

Although the research rationale is part of the introduction, it's best to write it at the end. Stand back from your study and look at it in the big picture. At this point, it's easier to convince your reader why your study was both necessary and important.

How long should a research rationale be?

The length of the research rationale is not fixed. Ideally, this will be determined by the guidelines (of your journal, sponsor etc.).

The prestigious journal Nature , for instance, calls for articles to be no more than 6 or 8 pages, depending on the content. The introduction should be around 200 words, and, as mentioned, two to three sentences serve as a brief account of the background and rationale of the study, and come at the end of the introduction.

If you're not provided guidelines, consider these factors:

• Research document : In a thesis or book-length study, the research rationale will be longer than in a journal article. For example, the background and rationale of this book exploring the collective memory of World War I cover more than ten pages.
• Research question : Research into a new sub-field may call for a longer or more detailed justification than a study that plugs a gap in literature.

Which verb tenses to use in the research rationale?

It's best to use the present tense. Though in a research proposal, the research rationale is likely written in the future tense, as you're describing the intended or expected outcomes of the research project (the gaps it will fill, the problems it will solve).

Example of a research rationale

Research question : What are the teachers' perceptions of how a sense of European identity is developed and what underlies such perceptions?

Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology , 3(2), 77-101.

Burhan, A.M., Yang, J., & Inagawa, T. (2021). Impact of apathy on aging and age-related neuropsychiatric disorders. Research Topic. Frontiers in Psychiatry

Cataldo, I., Lepri, B., Neoh, M. J. Y., & Esposito, G. (2021). Social media usage and development of psychiatric disorders in childhood and adolescence: A review. Frontiers in Psychiatry , 11.

CiCe Jean Monnet Network (2017). Guidelines for citizenship education in school: Identities and European citizenship children's identity and citizenship in Europe.

Cohen, l, Manion, L., & Morrison, K. (2018). Research methods in education . Eighth edition. London: Routledge.

de Prat, R. C. (2013). Euroscepticism, Europhobia and Eurocriticism: The radical parties of the right and left “vis-à-vis” the European Union P.I.E-Peter Lang S.A., Éditions Scientifiques Internationales.

European Commission. (2017). Eurydice Brief: Citizenship education at school in Europe.

Polyakova, A., & Fligstein, N. (2016). Is European integration causing Europe to become more nationalist? Evidence from the 2007–9 financial crisis. Journal of European Public Policy , 23(1), 60-83.

Winter, J. (2014). Sites of Memory, Sites of Mourning: The Great War in European Cultural History . Cambridge: Cambridge University Press.

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Rationale for the Study

It is important for you to be able to explain the importance of the research you are conducting by providing valid arguments. Rationale for the study, also referred to as justification for the study, is reason why you have conducted your study in the first place. This part in your paper needs to explain uniqueness and importance of your research. Rationale for the study needs to be specific and ideally, it should relate to the following points:

1. The research needs to contribute to the elimination of a gap in the literature. Elimination of gap in the present literature is one of the compulsory requirements for your study. In other words, you don’t need to ‘re-invent the wheel’ and your research aims and objectives need to focus on new topics. For example, you can choose to conduct an empirical study to assess the implications of COVID-19 pandemic on the numbers of tourists visitors in your city. This might be previously undressed topic, taking into account that COVID-19 pandemic is a relatively recent phenomenon.

Alternatively, if you cannot find a new topic to research, you can attempt to offer fresh perspectives on existing management, business or economic issues. For example, while thousands of studies have been previously conducted to study various aspects of leadership, this topic as far from being exhausted as a research area. Specifically, new studies can be conducted in the area of leadership to analyze the impacts of new communication mediums such as TikTok, and other social networking sites on leadership practices.

You can also discuss the shortcomings of previous works devoted to your research area. Shortcomings in previous studies can be divided into three groups:

a) Methodological limitations . Methodology employed in previous study may be flawed in terms of research design, research approach or sampling.

b) Contextual limitations . Relevance of previous works may be non-existent for the present because external factors have changed.

c) Conceptual limitations . Previous studies may be unjustifiably bound up to a particular model or an ideology.

While discussing the shortcomings of previous studies you should explain how you are going to correct them. This principle is true to almost all areas in business studies i.e. gaps or shortcomings in the literature can be found in relation to almost all areas of business and economics.

2. The research can be conducted to solve a specific problem. It helps if you can explain why you are the right person and in the right position to solve the problem. You have to explain the essence of the problem in a detailed manner and highlight practical benefits associated with the solution of the problem. Suppose, your dissertation topic is “a study into advantages and disadvantages of various entry strategies into Chinese market”. In this case, you can say that practical implications of your research relates to assisting businesses aiming to enter Chinese market to do more informed decision making.

Alternatively, if your research is devoted to the analysis of impacts of CSR programs and initiatives on brand image, practical contributions of your study would relate to contributing to the level of effectiveness of CSR programs of businesses.

Additional examples of studies that can assist to address specific practical problems may include the following:

• A study into the reasons of high employee turnover at Hanson Brick
• A critical analysis of employee motivation problems at Esporta, Finchley Road, London
• A research into effective succession planning at Microsoft
• A study into major differences between private and public primary education in the USA and implications of these differences on the quality of education

However, it is important to note that it is not an obligatory for a dissertation   to be associated with the solution of a specific problem. Dissertations can be purely theory-based as well. Examples of such studies include the following:

• Born or bred: revising The Great Man theory of leadership in the 21 st century
• A critical analysis of the relevance of McClelland’s Achievement theory to the US information technology industry
• Neoliberalism as a major reason behind the emergence of the global financial and economic crisis of 2007-2009
• Analysis of Lewin’s Model of Change and its relevance to pharmaceutical sector of France

3. Your study has to contribute to the level of professional development of the researcher . That is you. You have to explain in a detailed manner in what ways your research contributes to the achievement of your long-term career aspirations.

For example, you have selected a research topic of “ A critical analysis of the relevance of McClelland’s Achievement theory in the US information technology industry ”.  You may state that you associate your career aspirations with becoming an IT executive in the US, and accordingly, in-depth knowledge of employee motivation in this industry is going to contribute your chances of success in your chosen career path.

Therefore, you are in a better position if you have already identified your career objectives, so that during the research process you can get detailed knowledge about various aspects of your chosen industry.

My e-book, The Ultimate Guide to Writing a Dissertation in Business Studies: a step by step assistance offers practical assistance to complete a dissertation with minimum or no stress. The e-book covers all stages of writing a dissertation starting from the selection to the research area to submitting the completed version of the work within the deadline.

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How do you Write the Rationale for Research?

• By DiscoverPhDs
• October 21, 2020

What is the Rationale of Research?

The term rationale of research means the reason for performing the research study in question. In writing your rational you should able to convey why there was a need for your study to be carried out. It’s an important part of your research paper that should explain how your research was novel and explain why it was significant; this helps the reader understand why your research question needed to be addressed in your research paper, term paper or other research report.

The rationale for research is also sometimes referred to as the justification for the study. When writing your rational, first begin by introducing and explaining what other researchers have published on within your research field.

Having explained the work of previous literature and prior research, include discussion about where the gaps in knowledge are in your field. Use these to define potential research questions that need answering and explain the importance of addressing these unanswered questions.

The rationale conveys to the reader of your publication exactly why your research topic was needed and why it was significant . Having defined your research rationale, you would then go on to define your hypothesis and your research objectives.

Final Comments

Defining the rationale research, is a key part of the research process and academic writing in any research project. You use this in your research paper to firstly explain the research problem within your dissertation topic. This gives you the research justification you need to define your research question and what the expected outcomes may be.

The title page of your dissertation or thesis conveys all the essential details about your project. This guide helps you format it in the correct way.

Find out the differences between a Literature Review and an Annotated Bibliography, whey they should be used and how to write them.

The term monotonic relationship is a statistical definition that is used to describe the link between two variables.

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The scope of the study is defined at the start of the study. It is used by researchers to set the boundaries and limitations within which the research study will be performed.

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Dr Rowe gained his PhD in the fields of Chemistry and Biological Sciences from the University of East Anglia in 2018. He is now a project coordinator for Norwich Science Festival and also for Pint of Science in Norwich.

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How to Write Justification of the Study in Research

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The justification of the study is also referred to as the rationale for the study . It is what inspired you to research a given topic. As students, it is very important to know that research writing is not just one of the things we do for leisure, research is a vital part of human endeavour, it is through research done in the past that a lot of improvements are seen today around the world. Research should be able to fill a gap and provide solutions to an existing problem, hence researchers must do due diligence in identifying the reasons for starting a research work and be able to justify their reasons for embarking on a research journey.

If a research project is to be carried out on “Introduction of Digital Libraries for Students in Nigeria Senior Secondary Schools” it is expected that the researcher has found some setbacks in the study pattern of students or the limitations of using the physical libraries on campus.

The researcher must be able to give the reasons behind his choice of research topic, the importance of digital library should outweigh the challenges it poses.

The researcher should be able to justify the reasons for selecting a chosen project topic and discuss why the research study is needed.

For research to be justified, four main criteria must be discussed to convince the supervisor or readers that a study is worthy of undertaking.

• The size or area involved in the study should be discussed, the researcher needs to show the geographical area or locations that the research would cover and provide reasons for the choice of area and what the outcome of the study will do for such area.
• The research gaps found in previous literature of similar studies should be discussed. The researcher must show the missing piece from other literature that needs to be bridged and the reasons for the endeavour. The importance of filling research gaps should be told including the necessary contributions to the body of knowledge that the study would project at the end of the investigations and findings.
• The researcher should be able to justice that there has been an improved methodology or the processes of carrying out the type of research undertaken and should show how the study intends to incorporate the enhanced methods of carrying out research in the selected field or subject to investigate.
• The researcher should discuss the main benefits of the research to the general public, profession, group, institutions, the government policies and practices in the concerned field of study and how these benefits will enable future researchers and authors to make or develop future theories, literature and additional inputs in the coming days.

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7 Examples of Justification (of a project or research)

The justification to the part of a research project that sets out the reasons that motivated the research. The justification is the section that explains the importance and the reasons that led the researcher to carry out the work.

The justification explains to the reader why and why the chosen topic was investigated. In general, the reasons that the researcher can give in a justification may be that his work allows to build or refute theories; bring a new approach or perspective on the subject; contribute to the solution of a specific problem (social, economic, environmental, etc.) that affects certain people; generate meaningful and reusable empirical data; clarify the causes and consequences of a specific phenomenon of interest; among other.

Among the criteria used to write a justification, the usefulness of the research for other academics or for other social sectors (public officials, companies, sectors of civil society), the significance in time that it may have, the contribution of new research tools or techniques, updating of existing knowledge, among others. Also, the language should be formal and descriptive.

Examples of justification

• This research will focus on studying the reproduction habits of salmon in the Mediterranean region of Europe, since due to recent ecological changes in the water and temperatures of the region produced by human economic activity , the behavior of these animals has been modified. Thus, the present work would allow to show the changes that the species has developed to adapt to the new circumstances of its ecosystem, and to deepen the theoretical knowledge about accelerated adaptation processes, in addition to offering a comprehensive look at the environmental damage caused by growth. unsustainable economic, helping to raise awareness of the local population.
• We therefore propose to investigate the evolution of the theoretical conceptions of class struggle and economic structure throughout the work of Antonio Gramsci, since we consider that previous analyzes have overlooked the fundamentally dynamic and unstable conception of human society that is present. in the works of Gramsci, and that is of vital importance to fully understand the author’s thought.
• The reasons that led us to investigate the effects of regular use of cell phones on the health of middle-class young people under 18 years of age are centered on the fact that this vulnerable sector of the population is exposed to a greater extent than the rest of society to risks that the continuous use of cell phone devices may imply, due to their cultural and social habits. We intend then to help alert about these dangers, as well as to generate knowledge that helps in the treatment of the effects produced by the abuse in the use of this technology.
• We believe that by means of a detailed analysis of the evolution of financial transactions carried out in the main stock exchanges of the world during the period 2005-2010, as well as the inquiry about how financial and banking agents perceived the situation of the financial system, it will allow us to clarify the economic mechanisms that enable the development of an economic crisis of global dimensions such as the one that the world experienced since 2009, and thus improve the design of regulatory and counter-cyclical public policies that favor the stability of the local and international financial system.
• Our study about the applications and programs developed through the three analyzed programming languages ​​(Java, C ++ and Haskell), can allow us to clearly distinguish the potential that each of these languages ​​(and similar languages) present for solving specific problems. , in a specific area of ​​activity. This would allow not only to increase efficiency in relation to long-term development projects, but to plan coding strategies with better results in projects that are already working, and to improve teaching plans for teaching programming and computer science.
• This in-depth study on the expansion of the Chinese empire under the Xia dynasty, will allow to clarify the socioeconomic, military and political processes that allowed the consolidation of one of the oldest states in history, and also understand the expansion of metallurgical and administrative technologies along the coastal region of the Pacific Ocean. The deep understanding of these phenomena will allow us to clarify this little-known period in Chinese history, which was of vital importance for the social transformations that the peoples of the region went through during the period.
• Research on the efficacy of captropil in the treatment of cardiovascular conditions (in particular hypertension and heart failure) will allow us to determine if angiotensin is of vital importance in the processes of blocking the protein peptidase, or if by the On the contrary, these effects can be attributed to other components present in the formula of drugs frequently prescribed to patients after medical consultation.

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How to write the Rationale for your research

By charlesworth author services.

• Charlesworth Author Services
• 19 November, 2021

The rationale for one’s research is the justification for undertaking a given study. It states the reason(s) why a researcher chooses to focus on the topic in question, including what the significance is and what gaps the research intends to fill. In short, it is an explanation that rationalises the need for the study. The rationale is typically followed by a hypothesis/ research question (s) and the study objectives.

When is the rationale for research written?

The rationale of a study can be presented both before and after the research is conducted. 

• Before : The rationale is a crucial part of your research proposal , representing the plan of your work as formulated before you execute your study.
• After : Once the study is completed, the rationale is presented in a research paper or dissertation to explain why you focused on the particular question. In this instance, you would link the rationale of your research project to the study aims and outcomes.

Basis for writing the research rationale

The study rationale is predominantly based on preliminary data . A literature review will help you identify gaps in the current knowledge base and also ensure that you avoid duplicating what has already been done. You can then formulate the justification for your study from the existing literature on the subject and the perceived outcomes of the proposed study.

Length of the research rationale

In a research proposal or research article, the rationale would not take up more than a few sentences . A thesis or dissertation would allow for a longer description, which could even run into a couple of paragraphs . The length might even depend on the field of study or nature of the experiment. For instance, a completely novel or unconventional approach might warrant a longer and more detailed justification.

Basic elements of the research rationale

Every research rationale should include some mention or discussion of the following: 

• An overview of your conclusions from your literature review
• Gaps in current knowledge
• Inconclusive or controversial findings from previous studies
• The need to build on previous research (e.g. unanswered questions, the need to update concepts in light of new findings and/or new technical advancements). 

Example of a research rationale

Note: This uses a fictional study.

Abc xyz is a newly identified microalgal species isolated from fish tanks. While Abc xyz algal blooms have been seen as a threat to pisciculture, some studies have hinted at their unusually high carotenoid content and unique carotenoid profile. Carotenoid profiling has been carried out only in a handful of microalgal species from this genus, and the search for microalgae rich in bioactive carotenoids has not yielded promising candidates so far. This in-depth examination of the carotenoid profile of Abc xyz will help identify and quantify novel and potentially useful carotenoids from an untapped aquaculture resource .

In conclusion

It is important to describe the rationale of your research in order to put the significance and novelty of your specific research project into perspective. Once you have successfully articulated the reason(s) for your research, you will have convinced readers of the importance of your work!

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Home » Background of The Study – Examples and Writing Guide

Background of The Study – Examples and Writing Guide

Table of Contents

Background of The Study

Definition:

Background of the study refers to the context, circumstances, and history that led to the research problem or topic being studied. It provides the reader with a comprehensive understanding of the subject matter and the significance of the study.

The background of the study usually includes a discussion of the relevant literature, the gap in knowledge or understanding, and the research questions or hypotheses to be addressed. It also highlights the importance of the research topic and its potential contributions to the field. A well-written background of the study sets the stage for the research and helps the reader to appreciate the need for the study and its potential significance.

How to Write Background of The Study

Here are some steps to help you write the background of the study:

Identify the Research Problem

Start by identifying the research problem you are trying to address. This problem should be significant and relevant to your field of study.

Provide Context

Once you have identified the research problem, provide some context. This could include the historical, social, or political context of the problem.

Review Literature

Conduct a thorough review of the existing literature on the topic. This will help you understand what has been studied and what gaps exist in the current research.

Identify Research Gap

Based on your literature review, identify the gap in knowledge or understanding that your research aims to address. This gap will be the focus of your research question or hypothesis.

State Objectives

Clearly state the objectives of your research . These should be specific, measurable, achievable, relevant, and time-bound (SMART).

Discuss Significance

Explain the significance of your research. This could include its potential impact on theory , practice, policy, or society.

Finally, summarize the key points of the background of the study. This will help the reader understand the research problem, its context, and its significance.

How to Write Background of The Study in Proposal

The background of the study is an essential part of any proposal as it sets the stage for the research project and provides the context and justification for why the research is needed. Here are the steps to write a compelling background of the study in your proposal:

• Identify the problem: Clearly state the research problem or gap in the current knowledge that you intend to address through your research.
• Provide context: Provide a brief overview of the research area and highlight its significance in the field.
• Review literature: Summarize the relevant literature related to the research problem and provide a critical evaluation of the current state of knowledge.
• Identify gaps : Identify the gaps or limitations in the existing literature and explain how your research will contribute to filling these gaps.
• Justify the study : Explain why your research is important and what practical or theoretical contributions it can make to the field.
• Highlight objectives: Clearly state the objectives of the study and how they relate to the research problem.
• Discuss methodology: Provide an overview of the methodology you will use to collect and analyze data, and explain why it is appropriate for the research problem.
• Conclude : Summarize the key points of the background of the study and explain how they support your research proposal.

How to Write Background of The Study In Thesis

The background of the study is a critical component of a thesis as it provides context for the research problem, rationale for conducting the study, and the significance of the research. Here are some steps to help you write a strong background of the study:

• Identify the research problem : Start by identifying the research problem that your thesis is addressing. What is the issue that you are trying to solve or explore? Be specific and concise in your problem statement.
• Review the literature: Conduct a thorough review of the relevant literature on the topic. This should include scholarly articles, books, and other sources that are directly related to your research question.
• I dentify gaps in the literature: After reviewing the literature, identify any gaps in the existing research. What questions remain unanswered? What areas have not been explored? This will help you to establish the need for your research.
• Establish the significance of the research: Clearly state the significance of your research. Why is it important to address this research problem? What are the potential implications of your research? How will it contribute to the field?
• Provide an overview of the research design: Provide an overview of the research design and methodology that you will be using in your study. This should include a brief explanation of the research approach, data collection methods, and data analysis techniques.
• State the research objectives and research questions: Clearly state the research objectives and research questions that your study aims to answer. These should be specific, measurable, achievable, relevant, and time-bound.
• Summarize the chapter: Summarize the chapter by highlighting the key points and linking them back to the research problem, significance of the study, and research questions.

How to Write Background of The Study in Research Paper

Here are the steps to write the background of the study in a research paper:

• Identify the research problem: Start by identifying the research problem that your study aims to address. This can be a particular issue, a gap in the literature, or a need for further investigation.
• Conduct a literature review: Conduct a thorough literature review to gather information on the topic, identify existing studies, and understand the current state of research. This will help you identify the gap in the literature that your study aims to fill.
• Explain the significance of the study: Explain why your study is important and why it is necessary. This can include the potential impact on the field, the importance to society, or the need to address a particular issue.
• Provide context: Provide context for the research problem by discussing the broader social, economic, or political context that the study is situated in. This can help the reader understand the relevance of the study and its potential implications.
• State the research questions and objectives: State the research questions and objectives that your study aims to address. This will help the reader understand the scope of the study and its purpose.
• Summarize the methodology : Briefly summarize the methodology you used to conduct the study, including the data collection and analysis methods. This can help the reader understand how the study was conducted and its reliability.

Examples of Background of The Study

Here are some examples of the background of the study:

Problem : The prevalence of obesity among children in the United States has reached alarming levels, with nearly one in five children classified as obese.

Significance : Obesity in childhood is associated with numerous negative health outcomes, including increased risk of type 2 diabetes, cardiovascular disease, and certain cancers.

Gap in knowledge : Despite efforts to address the obesity epidemic, rates continue to rise. There is a need for effective interventions that target the unique needs of children and their families.

Problem : The use of antibiotics in agriculture has contributed to the development of antibiotic-resistant bacteria, which poses a significant threat to human health.

Significance : Antibiotic-resistant infections are responsible for thousands of deaths each year and are a major public health concern.

Gap in knowledge: While there is a growing body of research on the use of antibiotics in agriculture, there is still much to be learned about the mechanisms of resistance and the most effective strategies for reducing antibiotic use.

Edxample 3:

Problem : Many low-income communities lack access to healthy food options, leading to high rates of food insecurity and diet-related diseases.

Significance : Poor nutrition is a major contributor to chronic diseases such as obesity, type 2 diabetes, and cardiovascular disease.

Gap in knowledge : While there have been efforts to address food insecurity, there is a need for more research on the barriers to accessing healthy food in low-income communities and effective strategies for increasing access.

Examples of Background of The Study In Research

Here are some real-life examples of how the background of the study can be written in different fields of study:

Example 1 : “There has been a significant increase in the incidence of diabetes in recent years. This has led to an increased demand for effective diabetes management strategies. The purpose of this study is to evaluate the effectiveness of a new diabetes management program in improving patient outcomes.”

Example 2 : “The use of social media has become increasingly prevalent in modern society. Despite its popularity, little is known about the effects of social media use on mental health. This study aims to investigate the relationship between social media use and mental health in young adults.”

Example 3: “Despite significant advancements in cancer treatment, the survival rate for patients with pancreatic cancer remains low. The purpose of this study is to identify potential biomarkers that can be used to improve early detection and treatment of pancreatic cancer.”

Examples of Background of The Study in Proposal

Here are some real-time examples of the background of the study in a proposal:

Example 1 : The prevalence of mental health issues among university students has been increasing over the past decade. This study aims to investigate the causes and impacts of mental health issues on academic performance and wellbeing.

Example 2 : Climate change is a global issue that has significant implications for agriculture in developing countries. This study aims to examine the adaptive capacity of smallholder farmers to climate change and identify effective strategies to enhance their resilience.

Example 3 : The use of social media in political campaigns has become increasingly common in recent years. This study aims to analyze the effectiveness of social media campaigns in mobilizing young voters and influencing their voting behavior.

Example 4 : Employee turnover is a major challenge for organizations, especially in the service sector. This study aims to identify the key factors that influence employee turnover in the hospitality industry and explore effective strategies for reducing turnover rates.

Examples of Background of The Study in Thesis

Here are some real-time examples of the background of the study in the thesis:

Example 1 : “Women’s participation in the workforce has increased significantly over the past few decades. However, women continue to be underrepresented in leadership positions, particularly in male-dominated industries such as technology. This study aims to examine the factors that contribute to the underrepresentation of women in leadership roles in the technology industry, with a focus on organizational culture and gender bias.”

Example 2 : “Mental health is a critical component of overall health and well-being. Despite increased awareness of the importance of mental health, there are still significant gaps in access to mental health services, particularly in low-income and rural communities. This study aims to evaluate the effectiveness of a community-based mental health intervention in improving mental health outcomes in underserved populations.”

Example 3: “The use of technology in education has become increasingly widespread, with many schools adopting online learning platforms and digital resources. However, there is limited research on the impact of technology on student learning outcomes and engagement. This study aims to explore the relationship between technology use and academic achievement among middle school students, as well as the factors that mediate this relationship.”

Examples of Background of The Study in Research Paper

Here are some examples of how the background of the study can be written in various fields:

Example 1: The prevalence of obesity has been on the rise globally, with the World Health Organization reporting that approximately 650 million adults were obese in 2016. Obesity is a major risk factor for several chronic diseases such as diabetes, cardiovascular diseases, and cancer. In recent years, several interventions have been proposed to address this issue, including lifestyle changes, pharmacotherapy, and bariatric surgery. However, there is a lack of consensus on the most effective intervention for obesity management. This study aims to investigate the efficacy of different interventions for obesity management and identify the most effective one.

Example 2: Antibiotic resistance has become a major public health threat worldwide. Infections caused by antibiotic-resistant bacteria are associated with longer hospital stays, higher healthcare costs, and increased mortality. The inappropriate use of antibiotics is one of the main factors contributing to the development of antibiotic resistance. Despite numerous efforts to promote the rational use of antibiotics, studies have shown that many healthcare providers continue to prescribe antibiotics inappropriately. This study aims to explore the factors influencing healthcare providers’ prescribing behavior and identify strategies to improve antibiotic prescribing practices.

Example 3: Social media has become an integral part of modern communication, with millions of people worldwide using platforms such as Facebook, Twitter, and Instagram. Social media has several advantages, including facilitating communication, connecting people, and disseminating information. However, social media use has also been associated with several negative outcomes, including cyberbullying, addiction, and mental health problems. This study aims to investigate the impact of social media use on mental health and identify the factors that mediate this relationship.

Purpose of Background of The Study

The primary purpose of the background of the study is to help the reader understand the rationale for the research by presenting the historical, theoretical, and empirical background of the problem.

More specifically, the background of the study aims to:

• Provide a clear understanding of the research problem and its context.
• Identify the gap in knowledge that the study intends to fill.
• Establish the significance of the research problem and its potential contribution to the field.
• Highlight the key concepts, theories, and research findings related to the problem.
• Provide a rationale for the research questions or hypotheses and the research design.
• Identify the limitations and scope of the study.

When to Write Background of The Study

The background of the study should be written early on in the research process, ideally before the research design is finalized and data collection begins. This allows the researcher to clearly articulate the rationale for the study and establish a strong foundation for the research.

The background of the study typically comes after the introduction but before the literature review section. It should provide an overview of the research problem and its context, and also introduce the key concepts, theories, and research findings related to the problem.

Writing the background of the study early on in the research process also helps to identify potential gaps in knowledge and areas for further investigation, which can guide the development of the research questions or hypotheses and the research design. By establishing the significance of the research problem and its potential contribution to the field, the background of the study can also help to justify the research and secure funding or support from stakeholders.

Advantage of Background of The Study

The background of the study has several advantages, including:

• Provides context: The background of the study provides context for the research problem by highlighting the historical, theoretical, and empirical background of the problem. This allows the reader to understand the research problem in its broader context and appreciate its significance.
• Identifies gaps in knowledge: By reviewing the existing literature related to the research problem, the background of the study can identify gaps in knowledge that the study intends to fill. This helps to establish the novelty and originality of the research and its potential contribution to the field.
• Justifies the research : The background of the study helps to justify the research by demonstrating its significance and potential impact. This can be useful in securing funding or support for the research.
• Guides the research design: The background of the study can guide the development of the research questions or hypotheses and the research design by identifying key concepts, theories, and research findings related to the problem. This ensures that the research is grounded in existing knowledge and is designed to address the research problem effectively.
• Establishes credibility: By demonstrating the researcher’s knowledge of the field and the research problem, the background of the study can establish the researcher’s credibility and expertise, which can enhance the trustworthiness and validity of the research.

Disadvantages of Background of The Study

Some Disadvantages of Background of The Study are as follows:

• Time-consuming : Writing a comprehensive background of the study can be time-consuming, especially if the research problem is complex and multifaceted. This can delay the research process and impact the timeline for completing the study.
• Repetitive: The background of the study can sometimes be repetitive, as it often involves summarizing existing research and theories related to the research problem. This can be tedious for the reader and may make the section less engaging.
• Limitations of existing research: The background of the study can reveal the limitations of existing research related to the problem. This can create challenges for the researcher in developing research questions or hypotheses that address the gaps in knowledge identified in the background of the study.
• Bias : The researcher’s biases and perspectives can influence the content and tone of the background of the study. This can impact the reader’s perception of the research problem and may influence the validity of the research.
• Accessibility: Accessing and reviewing the literature related to the research problem can be challenging, especially if the researcher does not have access to a comprehensive database or if the literature is not available in the researcher’s language. This can limit the depth and scope of the background of the study.

About the author

Muhammad Hassan

Researcher, Academic Writer, Web developer

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• Relevance of Your Dissertation Topic | Criteria & Tips

Relevance of Your Dissertation Topic | Criteria & Tips

Published on November 14, 2022 by Sarah Vinz . Revised on May 31, 2023.

A relevant dissertation topic means that your research will contribute something worthwhile to your field in a scientific, social, or practical way.

As you plan out your dissertation process , make sure that you’re writing something that is important and interesting to you personally, as well as appropriate within your field.

If you’re a bit stuck on where to begin, consider framing your questions in terms of their relevance: scientifically to your discipline, socially to the world at large, or practically to an industry or organization.

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Table of contents

Scientific relevance, social and practical relevance, other interesting articles, frequently asked questions about relevant topics.

If you are studying hard or social sciences, the scientific relevance of your dissertation is crucial. Your research should fill a gap in existing scientific knowledge, something that hasn’t been extensively studied before.

One way to find a relevant topic is to look at the recommendations for follow-up studies that are made in existing scientific articles and the works they cite. From there, you can pursue quantitative research , statistical analyses , or the relevant methodology for the type of research you choose to undertake.

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Most theses are required to have social relevance, which basically means that they help us to better understand society. These can use ethnographies , interviews , or other types of field work to collect data

However, in some disciplines it may be more important that a dissertation have practical relevance. Research that has practical relevance adds value. For instance, it could make a recommendation for a particular industry or suggest ways to improve certain processes within an organization.

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

Formulating a main research question can be a difficult task. Overall, your question should contribute to solving the problem that you have defined in your problem statement .

However, it should also fulfill criteria in three main areas:

• Researchability
• Feasibility and specificity
• Relevance and originality

A dissertation prospectus or proposal describes what or who you plan to research for your dissertation. It delves into why, when, where, and how you will do your research, as well as helps you choose a type of research to pursue. You should also determine whether you plan to pursue qualitative or quantitative methods and what your research design will look like.

It should outline all of the decisions you have taken about your project, from your dissertation topic to your hypotheses and research objectives , ready to be approved by your supervisor or committee.

Note that some departments require a defense component, where you present your prospectus to your committee orally.

A thesis or dissertation outline is one of the most critical first steps in your writing process. It helps you to lay out and organize your ideas and can provide you with a roadmap for deciding what kind of research you’d like to undertake.

Generally, an outline contains information on the different sections included in your thesis or dissertation , such as:

• Your anticipated title
• Your abstract
• Your chapters (sometimes subdivided into further topics like literature review , research methods , avenues for future research, etc.)

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

You can assess information and arguments critically by asking certain questions about the source. You can use the CRAAP test , focusing on the currency , relevance , authority , accuracy , and purpose of a source of information.

Ask questions such as:

• Who is the author? Are they an expert?
• Why did the author publish it? What is their motivation?
• How do they make their argument? Is it backed up by evidence?

The best way to remember the difference between a research plan and a research proposal is that they have fundamentally different audiences. A research plan helps you, the researcher, organize your thoughts. On the other hand, a dissertation proposal or research proposal aims to convince others (e.g., a supervisor, a funding body, or a dissertation committee) that your research topic is relevant and worthy of being conducted.

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Vinz, S. (2023, May 31). Relevance of Your Dissertation Topic | Criteria & Tips. Scribbr. Retrieved June 24, 2024, from https://www.scribbr.com/research-process/relevance-dissertation-topic/

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More From Forbes

7 chatgpt prompts to improve your writing.

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On writing , author David Sedaris once said, “You need to do the best that you can do, and then you need to take the best that you can do and you need to rewrite it, and rewrite it, and rewrite it.” That’s the dynamic essence of the writing process. Writers refine their drafts, just like they continually refine their craft. I didn’t study writing or literature, so I was intimidated when I began contributing to major publications. But my confidence grew with each byline, and I began to find my voice.

While ChatGPT can be an impressive imitator, it can never generate your unique voice and perspective. It can, however, be a powerful tool for improving your writing, whether you’re penning business articles or important emails. It all starts with the right prompts.

Here are seven that you can use to level up your writing skills.

Automate Your Busywork

There are no shortcuts to becoming a better writer. The prolific author Stephen King once said, “If you want to be a writer, you must do two things above all others: read a lot and write a lot.” That said, you can use AI tools to eliminate some of the tedious tasks involved in writing and leave more time for honing your craft. Here are some prompts to delegate your writing “busywork” to ChatGPT.

1. Generating Ideas And Topics

AI shouldn’t do your writing for you. It lacks the necessary human context and isn’t immune to errors. But it can be a powerful writing partner. As Wharton professor Christian Terwiesch (who challenged ChatGPT to come up with product ideas and compared those ideas to student ideas —ChatGPT won), has said , “Everybody should be using ChatGPT to help them generate ideas.” At worst, you reject all of them. At best, you enrich your pool of ideas.

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Here is a prompt you can use to help get the idea wheels turning:

"I'm an [role/title] writing for [outlet description] targeting [target audience]. Can you suggest some fresh and engaging topics that would appeal to this audience?"

If you’d like ideas related to a certain topic or tailored to a specific style (e.g., a “hot take” versus a personal essay), remember: the more context you provide, the more concise the results.

2. Editing For Grammar And Style

Whether you’re sending an email or publishing an article on a high-traffic website, typos are an embarrassing—and avoidable—faux pas. In today’s world, where internet content exists in perpetuity, anything attached to your name should be error-free. ChatGPT can be a near-instantaneous proofreader. Test out the following prompt:

"Can you proofread this [content] for grammar, punctuation, and style consistency? The intended audience is [audience/recipient]. Please provide a list of any suggested improvements.”

3. Hitting The Right Tone

Spelling and grammar are a crucial part of editing, but they’re relatively objective. Perfecting the tone is more subjective and sometimes more challenging—but just as crucial.

The proper tone can ensure that your text is engaging. It can foster trust and understanding with colleagues and business partners. It can persuade your audience to get on board with your viewpoint. Writing that misses the mark on tone, however, can cause misunderstandings, hurt feelings, damage your credibility, and lose your reader’s interest.

With that in mind, here’s a prompt that can help you achieve the right tone in your writing:

"Can you help me rewrite this [content] for [audience], ensuring it maintains a [describe the desired tone]?

Add context to make ChatGPT’s reply more helpful. For example, if your content should show sensitivity to a certain issue or audience, add it to the prompt.

4. Adding Data And Research

One lesson I’ve learned from contributing to Forbes and other widely-read publications is that my word alone is rarely enough. I can share my personal experiences, but research and data can strengthen any piece of writing.

Instead of researching the traditional way—reviewing your writing and identifying facts that need outside sourcing, then Googling for relevant insight—ChatGPT can speed up the process, leaving you more time to polish those personal anecdotes. Try this prompt:

"I’m writing [describe the content and subject matter] for [target audience] and want to include relevant data and research. Can you review the following text and provide researched-backed statistics and insights on this topic?"

Importantly, always check the sources that ChatGPT generates. It will almost certainly come up with helpful results but they’re not always accurate—that’s where you, human editor, come into play.

Refine Your Craft

To continually improve your writing skills, you can take a page from the habits of professional writers. The following prompts can help you develop practices to become a stronger writer.

5. Daily Writing Prompts

I’ve written before about my morning pages . It’s a great way to clear my head before the day begins and to practice fluidly translating my thoughts into words on paper. If a blank page feels intimidating, writing prompts are a great way to get started. ChatGPT can generate writing prompts in an instant. You can keep it general:

“Can you suggest a couple of writing prompts that I can use to practice the craft of writing?”

Or, if you have a goal in mind, add more context. For example:

“I'm trying to improve engagement with my readers. Can you generate a couple of writing prompts to practice writing engaging content?”

6. Experiment With Different Styles And Voices

If you call your grandmother on the telephone, I’d bet your voice and speaking style sound vastly different from when you’re chatting with your best friend. Writing is the same.

ChatGPT can help you practice toggling between different styles and voices, and in doing so, help you find yours. You can ask ChatGPT for writing prompts to practice a certain style. For example:

“Can you generate three short exercises to help me practice writing in different voices and styles?”

ChatGPT will not only generate exercises, it will also break down the structure and elements of different writing styles and specify the tone.

Or, you can submit text to ChatGPT and ask it to analyze the style and voice. Try this prompt:

“Can you analyze the voice and style of the following text: [insert text].”

I used this prompt to assess the introduction to one of my recent Forbes stories, and ChatGPT said it was “Conversational and Relatable,” “Encouraging and Reassuring,” and “Informative and Practical”—encouraging feedback from my AI editor.

7. Rewrite, Rewrite, Rewrite

In A Moveable Feast , Ernest Hemingway wrote, “The only kind of writing is rewriting.”

If you want to become a writer, you have to embrace rewriting, whether you’re retyping every word or pouring over (and over) a Google Doc draft. Here are a couple of prompts you can use so that ChatGPT can assist in the rewriting process, one excerpt at a time:

“Rewrite this paragraph in the style of [Ernest Hemingway or any other author]."

“Rewrite this introduction so that it sounds like a story in [publication]”

“Rewrite this email so that it will resonate with [audience].”

“Rewrite this paragraph for clarity and concision.”

Importantly, ChatGPT only does part of the work. It falls to the writer to analyze the results, apply those lessons in future drafts, and, of course, to keep writing.

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Letters to the editor for Sunday, June 30, 2024

Our readers share their opinions on a variety of topics.

Letters to the editor should be 250 words or less. Include your name and city or community of residence. Guest opinions should be 600 words or less and include a brief summary of the author’s credentials relevant to the topic. Guest opinions may include a head shot of the author. For the Fort Myers News-Press, email submissions to  [email protected]  and for the Naples Daily News to  [email protected]

Praise for property appraiser

I was unaware that there is a property tax exemption for widows/widowers. until last week when I received a letter from the Lee County Property Appraiser's Office. Annette Vann, Exemptions and Compliance manager, was notifying me that a routine audit of their records indicated that I might be eligible for an additional $5,000 exemption. I emailed her a copy of my wife's death certificate and the same day received an email back informing me that my additional widower's exemption will be processed for this year. This is just another example of the attitude of helpfulness that Lee County Property Appraiser Matt Caldwell has instilled throughout his department making it a pleasure to deal with them. I will definitely be voting for him in the upcoming elections.

Harris Segel, Fort Myers

Proven for Collier schools

In the August school board election, politicians are trying to take control of our public schools. We know that politicians are only out for themselves, not the future of our children’s education.Two of the school board candidates, incumbents Stephanie Lucarelli and Erick Carter, have proven that they work in the best interests of our students. Erick has especially represented the technical school students in their quest for great job training. Stephanie has been outstanding in student services support.The choice is yours. You can choose political hacks who care about themselves or you can choose Stephanie Lucarelli and Erick Carter to continue to support our students.

Bill Korson, Naples

Support these incumbents

We believe the fate of our local good government will be set August 20, the mail ballots for which will be sent by our elections supervisor July 11.

We believe all voters should support our excellent incumbents who have proven they are caring, competent, dedicated, honest, and focused on the continued balanced progress of our county.

We start with urging your support for Stephanie Lucarelli and Erick Carter, two outstanding School Board members.

Stephanie Lucarelli is working hard to serve Collier County's students! Among many other accomplishments, as a school board member, Stephanie has: Fought for fiscal responsibility by putting the district on track to be debt free by 2026; Voted to approve historic teacher raises; Collaborated with law enforcement to keep our students safe!

If you would like to join her re-election team or sign up for a yard sign, please head to VoteLucarelli.com/contact/

Erick Carter has been a co-owner of a local business for over 20 years. He seeks reelection to our school board for a third term this year.

Among many other accomplishments, as a school board member, Erick has: Opened more opportunities for Collier County juniors and seniors to attend technical colleges, so they can confidently start their careers debt free; Ensuring the school district has quantifiable goals on all of our programs; Establishing Zero Base Budgeting where applicable.

If you would like to join his re-election team or sign up for a yard sign, please head to [email protected].

Mike Lyster, past chair, Collier GOP Executive Committee; and Mike Reagen, past president, Greater Naples Chamber

Yes on Amendment 4

In an interview this week with Dr. Kevin Roberts, president of Heritage Foundation, he stated that even if a woman’s doctor says she needs lifesaving health care requiring an abortion, she should not receive care because abortion is NOT healthcare; “abortion is murder.”Babies grow inside a mother’s womb. If the mother dies, then the baby usually dies. Dr. Roberts must have missed this high school biology class.Dr. Roberts also claimed that some states support abortion three days after birth. That is a lie! It’s not happening and it’s infuriating to hear an educator with a PhD make such an absurd statement.The six-week abortion ban in Florida is dangerous for women. Even if wanted, sometimes there are complications, as was the case when I had an ectopic pregnancy.Without access to lifesaving health care, women will die. The Republican Party seems fine with this, even though death of mother usually means death of unborn baby.Women and the people who love them need to act. Their lives are depending on us. Vote YES on Amendment 4 in November. While you’re at it vote for the Democrats. Unlike the Republican slate, Democrats protect rights of ALL Floridians.

Janine Mohl, Cape Coral

Protect reproductive freedom

June 24 marked the second anniversary of the overturning of Roe versus Wade, since then it has been a fight to protect our rights. On June 24th I, and many others, stood on the corners of Daniels Parkway and US 41 to show our support for reproductive freedom and Amendment 4. It was inspiring to see so many folks, young and old, come together to raise awareness and show support! We received cheers from drivers, thumbs up, and honks. It’s great to see that you aren’t alone. Patients deserve the right to make their own private health care decisions with their loved ones and their doctors. On November 5 Floridians will have a chance to vote Yes on Amendment 4 to protect reproductive freedom in the State of Florida.

Michaela O’Brien, Fort Myers

Alfie Oakes' paperwork

I am not going to form an opinion on the issue regarding Alfie Oakes' paperwork based on my political point of view as I know many people will do. It's a bit of a he said/she said situation. But I will say this. I came to Naples from a district in Illinois where an individual of the wrong political persuasion filed paperwork to be on the school board ballot. His paperwork was rejected because the paperclip was in the wrong place. In that situation, it was easily verifiable.

Allison Spataro, Naples

Trump at fault on border

Today’s immigration issues are Trump’s fault.

In February of this year, under the direction of Donald Trump, Mike Johnson and his House Republicans blocked the strongest border security bill in decades. It was crafted by Republican Senator James Lankford and endorsed by the acting chief of U.S. Customs and the Border Patrol Union.  Why did Trump and his supporters block this well-advised border legislation?  Because they admittedly feared that it would help Joe Biden politically.

Our border issues today are the fault of a politically motivated Donald Trump and his supporters in the House of Representatives.  So when you hear Trump rant and rave about immigration, he is talking about a situation which he created.

Sally Lam, Naples

Sainthood for Jan. 6 rioters?

Those creationists and others who don’t subscribe to evolution must be astonished when observing how the former president and his MAGA movement characterize the January 6th rioters.The miscreants were first regarded as “tourists,” then “patriots,” followed by “hostages,” becoming “victims,” and most recently by the ex-president this week as “warriors.”This morphing might be unsettling to some, but it shows that Charles Darwin’s doctrine is alive and well in the MAGA universe.At this rate, beatification is coming soon, prior to canonization, and ultimately sainthood.

Marshall H. Tanick, Naples

Important election

Everyone should agree that election donations have reached unacceptable amounts to steer elections. There should also be personal limits by individuals.  This election is way too important to flash the cash and have rallies. Eliminate corporate influence peddling. Unacceptable.Women wake up. This is not just about abortion. It is about your personal space and rights. Any minority by ethnicity or beliefs should pay close attention to how parties treat and speak to you and your needs for a future.This election will not only determine your immediate future but the future of your family. This is important!Please vote. Let’s get name calling and bullying out of our government and start working for the people. Locally remove your politics and work for the city. Not developers and your party’s agenda.

Christianne Murphy, Bonita Springs

Lives depend on vote

Another reason to NOT vote for Trump is his philosophy on climate change which he could care less about. He called it a Chinese hoax previously. He wants to bring back mining for coal, the filthiest of the carbon fuels. The temperatures have increased monumentally both in the air and sea. The wildfire frequency has increased both in numbers and areas. Water levels are rising due to melting icebergs. We are on the downslope of our lives and may not see the terrible results but our children and grandchildren will unless we wake up. Putting the felon and sex offender in charge again will certainly exacerbate the climate issues. So how could anyone with a conscience and a modicum of intelligence vote for this charlatan? I think it’s pretty clear who these voters are. Do they really want their offspring breathing filthy air or drinking polluted water? I think not. 

November will be here before you realize. Whatever you do, don't stay home. Vote like your life depends on it because it does. 

Glenn Chenot, Cape Coral

Pickleball Capital

Naples is the Pickleball Capital of the world. The game is not as easy as it looks. I tried it and I'm not very good at it. I decided to try something a little easier and work my way up: Cucumber Ball.

Ira Linzer, Naples

Biden vs. Trump

Fox News and many Republicans keep saying we were better off four years ago.

Four years ago in June 2020, Trump was still president.  The virus COVID-19 was raging across America and the planet, with thousands of people dying weekly. Trump’s answer was it will just go away, when it didn’t, he suggested you use bleach in your body, maybe stick an ultra-lite up one of your lower body parts. 

Stupid is stupid. Lucky for America, the Biden administration took over in 2021, and no doubt saved millions of American lives. Trump predicted the stock market would crash under the Biden administration, as of June 20, 2024, the Dow was at an all-time (39,150.33) to be exact. Trump is the only president in the last 100 years to lose jobs (3,907,000) million, to be exact. The Biden administration has created over 15 million jobs in 3½ years. The Trump administration economy was heading for inflation. But to be fair, the inflation was caused mainly from the pandemic. Trump’s enormous debt of 7.8 trillion did not help matters.  Inflation is down from a high of 9.1 to a respectable 3.3 now.

Wages are up by 17 percent.  We cannot blame businesses for increasing their prices after the pandemic. Government has no control of private businesses. The American economy is still the largest and best in the world.

 E. L. “Bud” Ruff, Naples

Climate change not new

Climate change is one of the hot topics today. No one can deny that the climate is changing. Also, no one can deny that the climate has changed constantly. At one time glaciers covered much of what is now America. Also at one time, the ocean came as far in as Colorado. Climate change resulted in where we are today. In the 1970's, the hot topic regarding climate change was the coming ice age. In the 1990's it was that acid rain would destroy our vegetation. Today the issue is that the warming climate will cause rising oceans and more severe weather. What we know from history is that we are not great at predictions on mother nature.

I will quote from an article in today's Minneapolis paper: "Though previous research found a decrease in area burned globally by wildfires this century, the new study found that extreme wildfire events have increased 2.2-fold since 2003. ... According to the study, burn severity has increased in more regions than it has decreased." Not exactly sure how to read this, but it sounds like the number of fires is down, the amount of acreage burned is down, but the extremes of the fires that do occur have increased. The article ties this all into climate change but provides no concrete evidence.

Of course, the real question is how much humans are causing climate change and what can or should be done with the human impact? Trillions of dollars are going to be spent around the world to try to negate any human impact on climate. Humans have a long history of trying to control the climate (cloud seeding) and there is no record of any success. La Nina and El Nino are Pacific weather patterns that cause different climate changes and scientists admit we have no control over them.

Ron Wobbeking, Naples

Liberal bias

You gave some guy the front page of Perspective last Sunday telling us that the state will not smell like marijuana if Florida voters make it legal. (He should spend a Saturday night in some of the Detroit neighborhoods.) But you will not print my “Get High, Kill Babies” bumper sticker idea and completely ignored my request to further investigate all of the civil suits from the victims that should have followed the Trump guilty verdict. I am beginning to think you are a liberal leaning media outlet.

Don Rader, Naples

Biden an abysmal failure

Another little girl was murdered by two illegal immigrants, both with criminal records, that had been cited previously. This follows shortly behind a mother of five being sexually assaulted and murdered by another previously expelled illegal. Let’s not forget Laken Reilly, whom the president addressed during his State of the Union but knew not how to pronounce her name. That shows how unimportant these incidents are to our soon to be jobless President Biden.

Jews are being attacked outside their places of worship, but not a word from the president. His excuse being that he is preparing for the debate with the future President Trump. Biden is being spoon fed so much information that he can’t comment on the horrid incidents occurring almost daily. His mind is incapable of doing more than one thing at a time.

The buck stops at the desk he sits at but does not really occupy. We know the power is in the hands of Obama, who so subtly in an interview with Stephen Colbert, said that would be exactly what he hoped for. Biden is supposed to represent all Americans. However, he only represents them at the time he is pandering for their money and their votes. Biden has been an abysmal failure from day one. It is hard to recall one incident when he did something good for America.

There will be lots of progressives who will vilify me for what I say but let them. They are sealing their own doom and that of those who follow, if they vote for Biden.

Michael Zubrow, Naples

What Biden hasn't done

I think Joe Biden has done a better than average job as president, but I'm well aware that many of you out there disagree. Hey ... you do you. If you have a minute, though, I'd like to focus on a few things he hasn't done. He hasn't committed a felony and been convicted by a jury of his peers. He hasn't cried "foul" when his campaigns have come up short. He hasn't attempted to negate the results of a legitimate election. He hasn't encouraged his supporters to stage a violent assault on the temple of our democracy that led to numerous injuries and a number of deaths. He hasn't sat by watching TV as said attack was unfolding. He hasn't suggested that his VP might just deserve lynching. He hasn't called felonious thugs patriots and promised to pardon them if elected. He hasn't crowed about his ability to grab women by their privates without consequence because of his "fame." He hasn't been ordered to pay a fortune to a woman whose character he defamed by a judge who said that, by any reasonable definition, he was a rapist. He hasn't worked to deprive half of the population of agency in matters pertaining to their own bodies. He hasn't cozied up to some of the worst authoritarians on the planet. He hasn't compromised national security by treating classified materials as his personal possessions. He hasn't downplayed a deadly virus or suggested that it might succumb to the internal application of bleach. He hasn't lied to the American people too many times to count on tape. He hasn't pardoned felons for demonstrating loyalty to him. He hasn't imperiled election workers and law enforcement personnel by placing them in the crosshairs of his most unhinged supporters. He hasn't threatened to suspend the Constitution if it becomes personally inconvenient. He hasn't asserted the right to murder a political opponent while president. He hasn't refused to honor fallen heroes because his hair might get wet. He hasn't wondered aloud why they were willing to risk death to defeat tyranny. He hasn't given tax relief to the super rich at the expense of everyone else. He hasn't minimized the threat of impending ecological collapse. He hasn't supported gun fetishists at every turn. He hasn't displayed bigotry of every kind and degree. He hasn't made a good faith attempt to turn our democratic republic into Putin's Russia. He hasn't been openly contemptuous of the rule of law. He hasn't ... well ... this is getting tedious. Why go on for weeks when the upshot of all this is perfectly clear.You anti-Biden Americans have been on to something all along. Compared to the opposition, the man just hasn't done much ... at all.

Geremy Spampinato, Naples

Vulgar, anonymous caller

Recently The News-Press printed a letter I had written in which I, not subtly, mocked Governor DeSantis for his legislative attempt to solve the global warming problem by simply denying its existence. This approach works very well until, of course, it no longer does. In my letter I mentioned that I had written a previous letter in which I chided our same illustrious governor on his failure to understand the meaning and potential advantage of what is being referred to as lab grown meat, as well as his ultimately futile attempt to legislate the prohibition of the manufacture and sale of such products within the State of Florida. Time will tell, but I suspect that this legislation will likely go the same way as our 18th Amendment and, basically, for the same reasons. I also mentioned that my first letter had generated a voicemail response from one of your readers. It was a brief and vulgar rant with no factual substance. Naturally, it had been left anonymously.Now I've been musing about which of our governor's cornucopia of intellectual weaknesses I should write about next. I was trying to decide between his paranoia of gay people, his attempts to rewrite the history of slavery in America, his attempts to remove library books from our schools that deal with subjects he wishes to avoid, just to name a few. My current writer's block in choosing a subject is, quite frankly, because I am momentarily overwhelmed by the sheer number of possibilities.Then, it dawned upon me, that perhaps your readers might be interested in knowing that my second letter had also generated another anonymous voicemail on my phone by the same person who had been so offended by my first letter. This time, to her credit, she did attempt to provide a factual basis to refute the existence of global warming to which I had referred. She advised that, for 40 years, she has owned some land in Ocean City, MD that included a marsh. She said that this marsh has never been covered with water. Therefore, she concluded, this is proof positive that global warming does not exist. Well, at least this time, she did attempt (in her mind, at least) to provide a factual justification for her opinion. Of course, most people realize that such a fact has no logical relevance. One could safely say that it doesn't hold water. (Sorry, I couldn't resist). As one might also suspect, she, once again, disparaged my character. She even commented that she hoped my mortal existence will soon come to an end. Personally, I am rather amazed that a person could be so incensed by another person's difference of opinion that it is sufficient justification to wish that person experience a quick demise. She called me a wacko (the pot calling the kettle black, perhaps?) Finally, her insolent message concluded with an ad hominem attack advising that I need to "get my head out of my ​***". Had I the means to communicate a response directly to her, I would simply say, "Tu quoque, my dear, tu quoque!"

Robert Lightner, Cape Coral

Numbers, Facts and Trends Shaping Your World

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• Americans’ Views of Government’s Role: Persistent Divisions and Areas of Agreement

Wide majorities of Biden and Trump supporters oppose cuts to Social Security

Table of contents.

• Views on the efficiency of government
• Views on the government’s regulation of business
• Confidence in the nation’s ability to solve problems
• Views on the effect of government aid to the poor
• Views on government’s role in health care
• Views on the future of Social Security
• Trust in government
• Feelings toward the federal government
• Acknowledgments
• The American Trends Panel survey methodology

Pew Research Center conducted this study to understand Americans’ attitudes about U.S. government, such as its size and role.

This report is based primarily on a survey of 8,709 adults, including 7,166 registered voters, from April 8 to 14, 2024. Some of the analysis in this report is based on a survey of 8,638 adults from May 13 to 19, 2024.

Everyone who took part in these surveys is a member of the Center’s American Trends Panel (ATP), an online survey panel that is recruited through national, random sampling of residential addresses. This way nearly all U.S. adults have a chance of selection. The survey is weighted to be representative of the U.S. adult population by gender, race, ethnicity, partisan affiliation, education and other categories. Read more about the ATP’s methodology .

Here are the questions used for the report and its methodology .

While the economy, immigration and abortion have emerged as major issues in the 2024 election, Joe Biden and Donald Trump also have dramatically different ideas about the size and role of government.

These differences reflect decades-old divisions between Democrats and Republicans over the scope of government.

Among registered voters, large majorities of Biden supporters – roughly three-quarters or more – favor a bigger, more activist government.

• 74% say they would rather have a bigger government providing more services.
• 76% say government should do more to solve problems.
• 80% say government aid to the poor “does more good than harm.”

Trump supporters, by comparable margins, take the opposing view on all three questions.

The Pew Research Center survey of 8,709 adults – including 7,166 registered voters – conducted April 8-14, 2024, examines Americans’ views of the role and scope of government , the social safety net and long-term trends in trust in the federal government .

Democratic support for bigger government is little changed in the last five years but remains higher than it was a decade ago. Republicans’ views have shifted less over the last 10 years.

Among all adults, about three-quarters of Democrats and Democratic-leaning independents favor a bigger government, up from about six-in-ten in 2014 and 2015. The share of Republicans and Republican leaners who prefer a bigger government has increased only modestly over the same period.

Democratic support for bigger government, while slightly lower than in 2021 (78%), remains at nearly its highest level in five decades. During Bill Clinton’s presidency in the 1990s, fewer than half of Democrats said they preferred a bigger government with more services.

Voters continue to express very different views about government’s role in specific areas than about the government generally.

A large majority of voters (80%) – including 82% of Biden supporters and 78% of Trump supporters – say that in thinking about the long-term future of Social Security, benefits should not be reduced in any way.

However, Biden supporters are more likely than Trump supporters to say Social Security should cover more people with greater benefits.

• 46% of Biden supporters favor expanding Social Security coverage and benefits, compared with 28% of Trump supporters.

Most Americans (65%) continue to say the federal government has a responsibility to make sure all Americans have health care coverage.

Democrats overwhelmingly (88%) say the federal government has this responsibility, compared with 40% of Republicans.

The share of Republicans who say the government has a responsibility to provide health coverage has increased 8 percentage points since 2021, from 32% to 40%.

There are wide income differences among Republicans in opinions about the government’s role in health care:

• 56% of Republicans with lower family incomes say the government has a responsibility to provide health coverage for all, compared with 36% of those with middle incomes and 29% of higher-income Republicans.

When asked how the government should provide health coverage, 36% of Americans say it should be provided through a single national program, while 28% say it should be through a mix of government and private programs. These views have changed little in recent years.

Democrats continue to be more likely than Republicans to favor a “single payer” government health insurance program (53% vs. 18%).

Other key findings in this report

• Americans’ trust in the federal government remains low but has modestly increased since last year. Today, 22% of American adults say they trust the government to do what is right always or most of the time, which is up from 16% in June 2023.
• While the public overall is divided over the nation’s ability to solve important problems, young adults are notably pessimistic about the country’s ability to solve problems . About half of Americans (52%) say the U.S. can’t solve many of its important problems, while 47% say it can find a way to solve problems and get what it wants. Roughly six-in-ten adults under age 30 (62%) say the nation can’t solve major problems, the highest share in any age group and 16 points higher than two years ago.

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Technique improves the reasoning capabilities of large language models

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Large language models like those that power ChatGPT have shown impressive performance on tasks like drafting legal briefs, analyzing the sentiment of customer reviews, or translating documents into different languages.

These machine-learning models typically use only natural language to process information and answer queries, which can make it difficult for them to perform tasks that require numerical or symbolic reasoning.

For instance, a large language model might be able to memorize and recite a list of recent U.S. presidents and their birthdays, but that same model could fail if asked the question “Which U.S. presidents elected after 1950 were born on a Wednesday?” (The answer is Jimmy Carter.)

Researchers from MIT and elsewhere have proposed a new technique that enables large language models to solve natural language, math and data analysis, and symbolic reasoning tasks by generating programs.

Their approach, called natural language embedded programs (NLEPs), involves prompting a language model to create and execute a Python program to solve a user’s query, and then output the solution as natural language.

They found that NLEPs enabled large language models to achieve higher accuracy on a wide range of reasoning tasks. The approach is also generalizable, which means one NLEP prompt can be reused for multiple tasks.

NLEPs also improve transparency, since a user could check the program to see exactly how the model reasoned about the query and fix the program if the model gave a wrong answer.

“We want AI to perform complex reasoning in a way that is transparent and trustworthy. There is still a long way to go, but we have shown that combining the capabilities of programming and natural language in large language models is a very good potential first step toward a future where people can fully understand and trust what is going on inside their AI model,” says Hongyin Luo PhD ’22, an MIT postdoc and co-lead author of a paper on NLEPs .

Luo is joined on the paper by co-lead authors Tianhua Zhang, a graduate student at the Chinese University of Hong Kong; and Jiaxin Ge, an undergraduate at Peking University; Yoon Kim, an assistant professor in MIT’s Department of Electrical Engineering and Computer Science and a member of the Computer Science and Artificial Intelligence Laboratory (CSAIL); senior author James Glass, senior research scientist and head of the Spoken Language Systems Group in CSAIL; and others. The research will be presented at the Annual Conference of the North American Chapter of the Association for Computational Linguistics.

Problem-solving with programs

Many popular large language models work by predicting the next word, or token, given some natural language input. While models like GPT-4 can be used to write programs, they embed those programs within natural language, which can lead to errors in the program reasoning or results.

With NLEPs, the MIT researchers took the opposite approach. They prompt the model to generate a step-by-step program entirely in Python code, and then embed the necessary natural language inside the program.

An NLEP is a problem-solving template with four steps. First, the model calls the necessary packages, or functions, it will need to solve the task. Step two involves importing natural language representations of the knowledge the task requires (like a list of U.S. presidents’ birthdays). For step three, the model implements a function that calculates the answer. And for the final step, the model outputs the result as a line of natural language with an automatic data visualization, if needed.

“It is like a digital calculator that always gives you the correct computation result as long as the program is correct,” Luo says.

The user can easily investigate the program and fix any errors in the code directly rather than needing to rerun the entire model to troubleshoot.

The approach also offers greater efficiency than some other methods. If a user has many similar questions, they can generate one core program and then replace certain variables without needing to run the model repeatedly.

To prompt the model to generate an NLEP, the researchers give it an overall instruction to write a Python program, provide two NLEP examples (one with math and one with natural language), and one test question.

“Usually, when people do this kind of few-shot prompting, they still have to design prompts for every task. We found that we can have one prompt for many tasks because it is not a prompt that teaches LLMs to solve one problem, but a prompt that teaches LLMs to solve many problems by writing a program,” says Luo.

“Having language models reason with code unlocks many opportunities for tool use, output validation, more structured understanding into model's capabilities and way of thinking, and more,” says Leonid Karlinsky, principal scientist at the MIT-IBM Watson AI Lab.

“No magic here”

NLEPs achieved greater than 90 percent accuracy when prompting GPT-4 to solve a range of symbolic reasoning tasks, like tracking shuffled objects or playing a game of 24, as well as instruction-following and text classification tasks. The researchers found that NLEPs even exhibited 30 percent greater accuracy than task-specific prompting methods. The method also showed improvements over open-source LLMs. 

Along with boosting the accuracy of large language models, NLEPs could also improve data privacy. Since NLEP programs are run locally, sensitive user data do not need to be sent to a company like OpenAI or Google to be processed by a model.

In addition, NLEPs can enable small language models to perform better without the need to retrain a model for a certain task, which can be a costly process.

“There is no magic here. We do not have a more expensive or fancy language model. All we do is use program generation instead of natural language generation, and we can make it perform significantly better,” Luo says.

However, an NLEP relies on the program generation capability of the model, so the technique does not work as well for smaller models which have been trained on limited datasets. In the future, the researchers plan to study methods that could make smaller language models generate more effective NLEPs. In addition, they want to investigate the impact of prompt variations on NLEPs to enhance the robustness of the model’s reasoning processes.

This research was supported, in part, by the Center for Perceptual and Interactive Intelligence of Hong Kong. 

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