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How to write the results section of a research paper

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At its core, a research paper aims to fill a gap in the research on a given topic. As a result, the results section of the paper, which describes the key findings of the study, is often considered the core of the paper. This is the section that gets the most attention from reviewers, peers, students, and any news organization reporting on your findings. Writing a clear, concise, and logical results section is, therefore, one of the most important parts of preparing your manuscript.

Difference between results and discussion

Before delving into how to write the results section, it is important to first understand the difference between the results and discussion sections. The results section needs to detail the findings of the study. The aim of this section is not to draw connections between the different findings or to compare it to previous findings in literature—that is the purview of the discussion section. Unlike the discussion section, which can touch upon the hypothetical, the results section needs to focus on the purely factual. In some cases, it may even be preferable to club these two sections together into a single section. For example, while writing  a review article, it can be worthwhile to club these two sections together, as the main results in this case are the conclusions that can be drawn from the literature.

Structure of the results section

Although the main purpose of the results section in a research paper is to report the findings, it is necessary to present an introduction and repeat the research question. This establishes a connection to the previous section of the paper and creates a smooth flow of information.

Next, the results section needs to communicate the findings of your research in a systematic manner. The section needs to be organized such that the primary research question is addressed first, then the secondary research questions. If the research addresses multiple questions, the results section must individually connect with each of the questions. This ensures clarity and minimizes confusion while reading.

Consider representing your results visually. For example, graphs, tables, and other figures can help illustrate the findings of your paper, especially if there is a large amount of data in the results.

Remember, an appealing results section can help peer reviewers better understand the merits of your research, thereby increasing your chances of publication.

Practical guidance for writing an effective results section for a research paper

  • Always use simple and clear language. Avoid the use of uncertain or out-of-focus expressions.
  • The findings of the study must be expressed in an objective and unbiased manner. While it is acceptable to correlate certain findings in the discussion section, it is best to avoid overinterpreting the results.
  • If the research addresses more than one hypothesis, use sub-sections to describe the results. This prevents confusion and promotes understanding.
  • Ensure that negative results are included in this section, even if they do not support the research hypothesis.
  • Wherever possible, use illustrations like tables, figures, charts, or other visual representations to showcase the results of your research paper. Mention these illustrations in the text, but do not repeat the information that they convey.
  • For statistical data, it is adequate to highlight the tests and explain their results. The initial or raw data should not be mentioned in the results section of a research paper.

The results section of a research paper is usually the most impactful section because it draws the greatest attention. Regardless of the subject of your research paper, a well-written results section is capable of generating interest in your research.

For detailed information and assistance on writing the results of a research paper, refer to Elsevier Author Services.

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From Data to Discovery: The Findings Section of a Research Paper

Discover the role of the findings section of a research paper here. Explore strategies and techniques to maximize your understanding.

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Are you curious about the Findings section of a research paper? Did you know that this is a part where all the juicy results and discoveries are laid out for the world to see? Undoubtedly, the findings section of a research paper plays a critical role in presenting and interpreting the collected data. It serves as a comprehensive account of the study’s results and their implications.

Well, look no further because we’ve got you covered! In this article, we’re diving into the ins and outs of presenting and interpreting data in the findings section. We’ll be sharing tips and tricks on how to effectively present your findings, whether it’s through tables, graphs, or good old descriptive statistics.

Overview of the Findings Section of a Research Paper

The findings section of a research paper presents the results and outcomes of the study or investigation. It is a crucial part of the research paper where researchers interpret and analyze the data collected and draw conclusions based on their findings. This section aims to answer the research questions or hypotheses formulated earlier in the paper and provide evidence to support or refute them.

In the findings section, researchers typically present the data clearly and organized. They may use tables, graphs, charts, or other visual aids to illustrate the patterns, trends, or relationships observed in the data. The findings should be presented objectively, without any bias or personal opinions, and should be accompanied by appropriate statistical analyses or methods to ensure the validity and reliability of the results.

Organizing the Findings Section

The findings section of the research paper organizes and presents the results obtained from the study in a clear and logical manner. Here is a suggested structure for organizing the Findings section:

Introduction to the Findings

Start the section by providing a brief overview of the research objectives and the methodology employed. Recapitulate the research questions or hypotheses addressed in the study.

To learn more about methodology, read this article .

Descriptive Statistics and Data Presentation

Present the collected data using appropriate descriptive statistics. This may involve using tables, graphs, charts, or other visual representations to convey the information effectively. Remember: we can easily help you with that.

Data Analysis and Interpretation

Perform a thorough analysis of the data collected and describe the key findings. Present the results of statistical analyses or any other relevant methods used to analyze the data. 

Discussion of Findings

Analyze and interpret the findings in the context of existing literature or theoretical frameworks . Discuss any patterns, trends, or relationships observed in the data. Compare and contrast the results with prior studies, highlighting similarities and differences. 

Limitations and Constraints

Acknowledge and discuss any limitations or constraints that may have influenced the findings. This could include issues such as sample size, data collection methods, or potential biases. 

Summarize the main findings of the study and emphasize their significance. Revisit the research questions or hypotheses and discuss whether they have been supported or refuted by the findings.

Presenting Data in the Findings Section

There are several ways to present data in the findings section of a research paper. Here are some common methods:

  • Tables : Tables are commonly used to present organized and structured data. They are particularly useful when presenting numerical data with multiple variables or categories. Tables allow readers to easily compare and interpret the information presented. Learn how to cite tables in research papers here .
  • Graphs and Charts: Graphs and charts are effective visual tools for presenting data, especially when illustrating trends, patterns, or relationships. Common types include bar graphs, line graphs, scatter plots, pie charts, and histograms. Graphs and charts provide a visual representation of the data, making it easier for readers to comprehend and interpret.
  • Figures and Images: Figures and images can be used to present data that requires visual representation, such as maps, diagrams, or experimental setups. They can enhance the understanding of complex data or provide visual evidence to support the research findings.
  • Descriptive Statistics: Descriptive statistics provide summary measures of central tendency (e.g., mean, median, mode) and dispersion (e.g., standard deviation, range) for numerical data. These statistics can be included in the text or presented in tables or graphs to provide a concise summary of the data distribution.

How to Effectively Interpret Results

Interpreting the results is a crucial aspect of the findings section in a research paper. It involves analyzing the data collected and drawing meaningful conclusions based on the findings. Following are the guidelines on how to effectively interpret the results.

Step 1 – Begin with a Recap

Start by restating the research questions or hypotheses to provide context for the interpretation. Remind readers of the specific objectives of the study to help them understand the relevance of the findings.

Step 2 – Relate Findings to Research Questions

Clearly articulate how the results address the research questions or hypotheses. Discuss each finding in relation to the original objectives and explain how it contributes to answering the research questions or supporting/refuting the hypotheses.

Step 3 – Compare with Existing Literature

Compare and contrast the findings with previous studies or existing literature. Highlight similarities, differences, or discrepancies between your results and those of other researchers. Discuss any consistencies or contradictions and provide possible explanations for the observed variations.

Step 4 – Consider Limitations and Alternative Explanations

Acknowledge the limitations of the study and discuss how they may have influenced the results. Explore alternative explanations or factors that could potentially account for the findings. Evaluate the robustness of the results in light of the limitations and alternative interpretations.

Step 5 – Discuss Implications and Significance

Highlight any potential applications or areas where further research is needed based on the outcomes of the study.

Step 6 – Address Inconsistencies and Contradictions

If there are any inconsistencies or contradictions in the findings, address them directly. Discuss possible reasons for the discrepancies and consider their implications for the overall interpretation. Be transparent about any uncertainties or unresolved issues.

Step 7 – Be Objective and Data-Driven

Present the interpretation objectively, based on the evidence and data collected. Avoid personal biases or subjective opinions. Use logical reasoning and sound arguments to support your interpretations.

Reporting Statistical Significance

When reporting statistical significance in the findings section of a research paper, it is important to accurately convey the results of statistical analyses and their implications. Here are some guidelines on how to report statistical significance effectively:

  • Clearly State the Statistical Test: Begin by clearly stating the specific statistical test or analysis used to determine statistical significance. For example, you might mention that a t-test, chi-square test, ANOVA, correlation analysis, or regression analysis was employed.
  • Report the Test Statistic: Provide the value of the test statistic obtained from the analysis. This could be the t-value, F-value, chi-square value, correlation coefficient, or any other relevant statistic depending on the test used.
  • State the Degrees of Freedom: Indicate the degrees of freedom associated with the statistical test. Degrees of freedom represent the number of independent pieces of information available for estimating a statistic. For example, in a t-test, degrees of freedom would be mentioned as (df = n1 + n2 – 2) for an independent samples test or (df = N – 2) for a paired samples test.
  • Report the p-value: The p-value indicates the probability of obtaining results as extreme or more extreme than the observed results, assuming the null hypothesis is true. Report the p-value associated with the statistical test. For example, p < 0.05 denotes statistical significance at the conventional level of α = 0.05.
  • Provide the Conclusion: Based on the p-value obtained, state whether the results are statistically significant or not. If the p-value is less than the predetermined threshold (e.g., p < 0.05), state that the results are statistically significant. If the p-value is greater than the threshold, state that the results are not statistically significant.
  • Discuss the Interpretation: After reporting statistical significance, discuss the practical or theoretical implications of the finding. Explain what the significant result means in the context of your research questions or hypotheses. Address the effect size and practical significance of the findings, if applicable.
  • Consider Effect Size Measures: Along with statistical significance, it is often important to report effect size measures. Effect size quantifies the magnitude of the relationship or difference observed in the data. Common effect size measures include Cohen’s d, eta-squared, or Pearson’s r. Reporting effect size provides additional meaningful information about the strength of the observed effects.
  • Be Accurate and Transparent: Ensure that the reported statistical significance and associated values are accurate. Avoid misinterpreting or misrepresenting the results. Be transparent about the statistical tests conducted, any assumptions made, and potential limitations or caveats that may impact the interpretation of the significant results.

Conclusion of the Findings Section

The conclusion of the findings section in a research paper serves as a summary and synthesis of the key findings and their implications. It is an opportunity to tie together the results, discuss their significance, and address the research objectives. Here are some guidelines on how to write the conclusion of the Findings section:

Summarize the Key Findings

Begin by summarizing the main findings of the study. Provide a concise overview of the significant results, patterns, or relationships that emerged from the data analysis. Highlight the most important findings that directly address the research questions or hypotheses.

Revisit the Research Objectives

Remind the reader of the research objectives stated at the beginning of the paper. Discuss how the findings contribute to achieving those objectives and whether they support or challenge the initial research questions or hypotheses.

Suggest Future Directions

Identify areas for further research or future directions based on the findings. Discuss any unanswered questions, unresolved issues, or new avenues of inquiry that emerged during the study. Propose potential research opportunities that can build upon the current findings.

The Best Scientific Figures to Represent Your Findings 

Have you heard of any tool that helps you represent your findings through visuals like graphs, pie charts, and infographics? Well, if you haven’t, then here’s the tool you need to explore – Mind the Graph . It’s the tool that has the best scientific figures to represent your findings. Go, try it now, and make your research findings stand out!

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Writing a Research Paper Conclusion | Step-by-Step Guide

Published on October 30, 2022 by Jack Caulfield . Revised on April 13, 2023.

  • Restate the problem statement addressed in the paper
  • Summarize your overall arguments or findings
  • Suggest the key takeaways from your paper

Research paper conclusion

The content of the conclusion varies depending on whether your paper presents the results of original empirical research or constructs an argument through engagement with sources .

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Table of contents

Step 1: restate the problem, step 2: sum up the paper, step 3: discuss the implications, research paper conclusion examples, frequently asked questions about research paper conclusions.

The first task of your conclusion is to remind the reader of your research problem . You will have discussed this problem in depth throughout the body, but now the point is to zoom back out from the details to the bigger picture.

While you are restating a problem you’ve already introduced, you should avoid phrasing it identically to how it appeared in the introduction . Ideally, you’ll find a novel way to circle back to the problem from the more detailed ideas discussed in the body.

For example, an argumentative paper advocating new measures to reduce the environmental impact of agriculture might restate its problem as follows:

Meanwhile, an empirical paper studying the relationship of Instagram use with body image issues might present its problem like this:

“In conclusion …”

Avoid starting your conclusion with phrases like “In conclusion” or “To conclude,” as this can come across as too obvious and make your writing seem unsophisticated. The content and placement of your conclusion should make its function clear without the need for additional signposting.

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Having zoomed back in on the problem, it’s time to summarize how the body of the paper went about addressing it, and what conclusions this approach led to.

Depending on the nature of your research paper, this might mean restating your thesis and arguments, or summarizing your overall findings.

Argumentative paper: Restate your thesis and arguments

In an argumentative paper, you will have presented a thesis statement in your introduction, expressing the overall claim your paper argues for. In the conclusion, you should restate the thesis and show how it has been developed through the body of the paper.

Briefly summarize the key arguments made in the body, showing how each of them contributes to proving your thesis. You may also mention any counterarguments you addressed, emphasizing why your thesis holds up against them, particularly if your argument is a controversial one.

Don’t go into the details of your evidence or present new ideas; focus on outlining in broad strokes the argument you have made.

Empirical paper: Summarize your findings

In an empirical paper, this is the time to summarize your key findings. Don’t go into great detail here (you will have presented your in-depth results and discussion already), but do clearly express the answers to the research questions you investigated.

Describe your main findings, even if they weren’t necessarily the ones you expected or hoped for, and explain the overall conclusion they led you to.

Having summed up your key arguments or findings, the conclusion ends by considering the broader implications of your research. This means expressing the key takeaways, practical or theoretical, from your paper—often in the form of a call for action or suggestions for future research.

Argumentative paper: Strong closing statement

An argumentative paper generally ends with a strong closing statement. In the case of a practical argument, make a call for action: What actions do you think should be taken by the people or organizations concerned in response to your argument?

If your topic is more theoretical and unsuitable for a call for action, your closing statement should express the significance of your argument—for example, in proposing a new understanding of a topic or laying the groundwork for future research.

Empirical paper: Future research directions

In a more empirical paper, you can close by either making recommendations for practice (for example, in clinical or policy papers), or suggesting directions for future research.

Whatever the scope of your own research, there will always be room for further investigation of related topics, and you’ll often discover new questions and problems during the research process .

Finish your paper on a forward-looking note by suggesting how you or other researchers might build on this topic in the future and address any limitations of the current paper.

Full examples of research paper conclusions are shown in the tabs below: one for an argumentative paper, the other for an empirical paper.

  • Argumentative paper
  • Empirical paper

While the role of cattle in climate change is by now common knowledge, countries like the Netherlands continually fail to confront this issue with the urgency it deserves. The evidence is clear: To create a truly futureproof agricultural sector, Dutch farmers must be incentivized to transition from livestock farming to sustainable vegetable farming. As well as dramatically lowering emissions, plant-based agriculture, if approached in the right way, can produce more food with less land, providing opportunities for nature regeneration areas that will themselves contribute to climate targets. Although this approach would have economic ramifications, from a long-term perspective, it would represent a significant step towards a more sustainable and resilient national economy. Transitioning to sustainable vegetable farming will make the Netherlands greener and healthier, setting an example for other European governments. Farmers, policymakers, and consumers must focus on the future, not just on their own short-term interests, and work to implement this transition now.

As social media becomes increasingly central to young people’s everyday lives, it is important to understand how different platforms affect their developing self-conception. By testing the effect of daily Instagram use among teenage girls, this study established that highly visual social media does indeed have a significant effect on body image concerns, with a strong correlation between the amount of time spent on the platform and participants’ self-reported dissatisfaction with their appearance. However, the strength of this effect was moderated by pre-test self-esteem ratings: Participants with higher self-esteem were less likely to experience an increase in body image concerns after using Instagram. This suggests that, while Instagram does impact body image, it is also important to consider the wider social and psychological context in which this usage occurs: Teenagers who are already predisposed to self-esteem issues may be at greater risk of experiencing negative effects. Future research into Instagram and other highly visual social media should focus on establishing a clearer picture of how self-esteem and related constructs influence young people’s experiences of these platforms. Furthermore, while this experiment measured Instagram usage in terms of time spent on the platform, observational studies are required to gain more insight into different patterns of usage—to investigate, for instance, whether active posting is associated with different effects than passive consumption of social media content.

If you’re unsure about the conclusion, it can be helpful to ask a friend or fellow student to read your conclusion and summarize the main takeaways.

  • Do they understand from your conclusion what your research was about?
  • Are they able to summarize the implications of your findings?
  • Can they answer your research question based on your conclusion?

You can also get an expert to proofread and feedback your paper with a paper editing service .

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key findings of the research

The conclusion of a research paper has several key elements you should make sure to include:

  • A restatement of the research problem
  • A summary of your key arguments and/or findings
  • A short discussion of the implications of your research

No, it’s not appropriate to present new arguments or evidence in the conclusion . While you might be tempted to save a striking argument for last, research papers follow a more formal structure than this.

All your findings and arguments should be presented in the body of the text (more specifically in the results and discussion sections if you are following a scientific structure). The conclusion is meant to summarize and reflect on the evidence and arguments you have already presented, not introduce new ones.

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Caulfield, J. (2023, April 13). Writing a Research Paper Conclusion | Step-by-Step Guide. Scribbr. Retrieved August 19, 2024, from https://www.scribbr.com/research-paper/research-paper-conclusion/

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The purpose of the discussion section is to interpret and describe the significance of your findings in relation to what was already known about the research problem being investigated and to explain any new understanding or insights that emerged as a result of your research. The discussion will always connect to the introduction by way of the research questions or hypotheses you posed and the literature you reviewed, but the discussion does not simply repeat or rearrange the first parts of your paper; the discussion clearly explains how your study advanced the reader's understanding of the research problem from where you left them at the end of your review of prior research.

Annesley, Thomas M. “The Discussion Section: Your Closing Argument.” Clinical Chemistry 56 (November 2010): 1671-1674; Peacock, Matthew. “Communicative Moves in the Discussion Section of Research Articles.” System 30 (December 2002): 479-497.

Importance of a Good Discussion

The discussion section is often considered the most important part of your research paper because it:

  • Most effectively demonstrates your ability as a researcher to think critically about an issue, to develop creative solutions to problems based upon a logical synthesis of the findings, and to formulate a deeper, more profound understanding of the research problem under investigation;
  • Presents the underlying meaning of your research, notes possible implications in other areas of study, and explores possible improvements that can be made in order to further develop the concerns of your research;
  • Highlights the importance of your study and how it can contribute to understanding the research problem within the field of study;
  • Presents how the findings from your study revealed and helped fill gaps in the literature that had not been previously exposed or adequately described; and,
  • Engages the reader in thinking critically about issues based on an evidence-based interpretation of findings; it is not governed strictly by objective reporting of information.

Annesley Thomas M. “The Discussion Section: Your Closing Argument.” Clinical Chemistry 56 (November 2010): 1671-1674; Bitchener, John and Helen Basturkmen. “Perceptions of the Difficulties of Postgraduate L2 Thesis Students Writing the Discussion Section.” Journal of English for Academic Purposes 5 (January 2006): 4-18; Kretchmer, Paul. Fourteen Steps to Writing an Effective Discussion Section. San Francisco Edit, 2003-2008.

Structure and Writing Style

I.  General Rules

These are the general rules you should adopt when composing your discussion of the results :

  • Do not be verbose or repetitive; be concise and make your points clearly
  • Avoid the use of jargon or undefined technical language
  • Follow a logical stream of thought; in general, interpret and discuss the significance of your findings in the same sequence you described them in your results section [a notable exception is to begin by highlighting an unexpected result or a finding that can grab the reader's attention]
  • Use the present verb tense, especially for established facts; however, refer to specific works or prior studies in the past tense
  • If needed, use subheadings to help organize your discussion or to categorize your interpretations into themes

II.  The Content

The content of the discussion section of your paper most often includes :

  • Explanation of results : Comment on whether or not the results were expected for each set of findings; go into greater depth to explain findings that were unexpected or especially profound. If appropriate, note any unusual or unanticipated patterns or trends that emerged from your results and explain their meaning in relation to the research problem.
  • References to previous research : Either compare your results with the findings from other studies or use the studies to support a claim. This can include re-visiting key sources already cited in your literature review section, or, save them to cite later in the discussion section if they are more important to compare with your results instead of being a part of the general literature review of prior research used to provide context and background information. Note that you can make this decision to highlight specific studies after you have begun writing the discussion section.
  • Deduction : A claim for how the results can be applied more generally. For example, describing lessons learned, proposing recommendations that can help improve a situation, or highlighting best practices.
  • Hypothesis : A more general claim or possible conclusion arising from the results [which may be proved or disproved in subsequent research]. This can be framed as new research questions that emerged as a consequence of your analysis.

III.  Organization and Structure

Keep the following sequential points in mind as you organize and write the discussion section of your paper:

  • Think of your discussion as an inverted pyramid. Organize the discussion from the general to the specific, linking your findings to the literature, then to theory, then to practice [if appropriate].
  • Use the same key terms, narrative style, and verb tense [present] that you used when describing the research problem in your introduction.
  • Begin by briefly re-stating the research problem you were investigating and answer all of the research questions underpinning the problem that you posed in the introduction.
  • Describe the patterns, principles, and relationships shown by each major findings and place them in proper perspective. The sequence of this information is important; first state the answer, then the relevant results, then cite the work of others. If appropriate, refer the reader to a figure or table to help enhance the interpretation of the data [either within the text or as an appendix].
  • Regardless of where it's mentioned, a good discussion section includes analysis of any unexpected findings. This part of the discussion should begin with a description of the unanticipated finding, followed by a brief interpretation as to why you believe it appeared and, if necessary, its possible significance in relation to the overall study. If more than one unexpected finding emerged during the study, describe each of them in the order they appeared as you gathered or analyzed the data. As noted, the exception to discussing findings in the same order you described them in the results section would be to begin by highlighting the implications of a particularly unexpected or significant finding that emerged from the study, followed by a discussion of the remaining findings.
  • Before concluding the discussion, identify potential limitations and weaknesses if you do not plan to do so in the conclusion of the paper. Comment on their relative importance in relation to your overall interpretation of the results and, if necessary, note how they may affect the validity of your findings. Avoid using an apologetic tone; however, be honest and self-critical [e.g., in retrospect, had you included a particular question in a survey instrument, additional data could have been revealed].
  • The discussion section should end with a concise summary of the principal implications of the findings regardless of their significance. Give a brief explanation about why you believe the findings and conclusions of your study are important and how they support broader knowledge or understanding of the research problem. This can be followed by any recommendations for further research. However, do not offer recommendations which could have been easily addressed within the study. This would demonstrate to the reader that you have inadequately examined and interpreted the data.

IV.  Overall Objectives

The objectives of your discussion section should include the following: I.  Reiterate the Research Problem/State the Major Findings

Briefly reiterate the research problem or problems you are investigating and the methods you used to investigate them, then move quickly to describe the major findings of the study. You should write a direct, declarative, and succinct proclamation of the study results, usually in one paragraph.

II.  Explain the Meaning of the Findings and Why They are Important

No one has thought as long and hard about your study as you have. Systematically explain the underlying meaning of your findings and state why you believe they are significant. After reading the discussion section, you want the reader to think critically about the results and why they are important. You don’t want to force the reader to go through the paper multiple times to figure out what it all means. If applicable, begin this part of the section by repeating what you consider to be your most significant or unanticipated finding first, then systematically review each finding. Otherwise, follow the general order you reported the findings presented in the results section.

III.  Relate the Findings to Similar Studies

No study in the social sciences is so novel or possesses such a restricted focus that it has absolutely no relation to previously published research. The discussion section should relate your results to those found in other studies, particularly if questions raised from prior studies served as the motivation for your research. This is important because comparing and contrasting the findings of other studies helps to support the overall importance of your results and it highlights how and in what ways your study differs from other research about the topic. Note that any significant or unanticipated finding is often because there was no prior research to indicate the finding could occur. If there is prior research to indicate this, you need to explain why it was significant or unanticipated. IV.  Consider Alternative Explanations of the Findings

It is important to remember that the purpose of research in the social sciences is to discover and not to prove . When writing the discussion section, you should carefully consider all possible explanations for the study results, rather than just those that fit your hypothesis or prior assumptions and biases. This is especially important when describing the discovery of significant or unanticipated findings.

V.  Acknowledge the Study’s Limitations

It is far better for you to identify and acknowledge your study’s limitations than to have them pointed out by your professor! Note any unanswered questions or issues your study could not address and describe the generalizability of your results to other situations. If a limitation is applicable to the method chosen to gather information, then describe in detail the problems you encountered and why. VI.  Make Suggestions for Further Research

You may choose to conclude the discussion section by making suggestions for further research [as opposed to offering suggestions in the conclusion of your paper]. Although your study can offer important insights about the research problem, this is where you can address other questions related to the problem that remain unanswered or highlight hidden issues that were revealed as a result of conducting your research. You should frame your suggestions by linking the need for further research to the limitations of your study [e.g., in future studies, the survey instrument should include more questions that ask..."] or linking to critical issues revealed from the data that were not considered initially in your research.

NOTE: Besides the literature review section, the preponderance of references to sources is usually found in the discussion section . A few historical references may be helpful for perspective, but most of the references should be relatively recent and included to aid in the interpretation of your results, to support the significance of a finding, and/or to place a finding within a particular context. If a study that you cited does not support your findings, don't ignore it--clearly explain why your research findings differ from theirs.

V.  Problems to Avoid

  • Do not waste time restating your results . Should you need to remind the reader of a finding to be discussed, use "bridge sentences" that relate the result to the interpretation. An example would be: “In the case of determining available housing to single women with children in rural areas of Texas, the findings suggest that access to good schools is important...," then move on to further explaining this finding and its implications.
  • As noted, recommendations for further research can be included in either the discussion or conclusion of your paper, but do not repeat your recommendations in the both sections. Think about the overall narrative flow of your paper to determine where best to locate this information. However, if your findings raise a lot of new questions or issues, consider including suggestions for further research in the discussion section.
  • Do not introduce new results in the discussion section. Be wary of mistaking the reiteration of a specific finding for an interpretation because it may confuse the reader. The description of findings [results section] and the interpretation of their significance [discussion section] should be distinct parts of your paper. If you choose to combine the results section and the discussion section into a single narrative, you must be clear in how you report the information discovered and your own interpretation of each finding. This approach is not recommended if you lack experience writing college-level research papers.
  • Use of the first person pronoun is generally acceptable. Using first person singular pronouns can help emphasize a point or illustrate a contrasting finding. However, keep in mind that too much use of the first person can actually distract the reader from the main points [i.e., I know you're telling me this--just tell me!].

Analyzing vs. Summarizing. Department of English Writing Guide. George Mason University; Discussion. The Structure, Format, Content, and Style of a Journal-Style Scientific Paper. Department of Biology. Bates College; Hess, Dean R. "How to Write an Effective Discussion." Respiratory Care 49 (October 2004); Kretchmer, Paul. Fourteen Steps to Writing to Writing an Effective Discussion Section. San Francisco Edit, 2003-2008; The Lab Report. University College Writing Centre. University of Toronto; Sauaia, A. et al. "The Anatomy of an Article: The Discussion Section: "How Does the Article I Read Today Change What I Will Recommend to my Patients Tomorrow?” The Journal of Trauma and Acute Care Surgery 74 (June 2013): 1599-1602; Research Limitations & Future Research . Lund Research Ltd., 2012; Summary: Using it Wisely. The Writing Center. University of North Carolina; Schafer, Mickey S. Writing the Discussion. Writing in Psychology course syllabus. University of Florida; Yellin, Linda L. A Sociology Writer's Guide . Boston, MA: Allyn and Bacon, 2009.

Writing Tip

Don’t Over-Interpret the Results!

Interpretation is a subjective exercise. As such, you should always approach the selection and interpretation of your findings introspectively and to think critically about the possibility of judgmental biases unintentionally entering into discussions about the significance of your work. With this in mind, be careful that you do not read more into the findings than can be supported by the evidence you have gathered. Remember that the data are the data: nothing more, nothing less.

MacCoun, Robert J. "Biases in the Interpretation and Use of Research Results." Annual Review of Psychology 49 (February 1998): 259-287; Ward, Paulet al, editors. The Oxford Handbook of Expertise . Oxford, UK: Oxford University Press, 2018.

Another Writing Tip

Don't Write Two Results Sections!

One of the most common mistakes that you can make when discussing the results of your study is to present a superficial interpretation of the findings that more or less re-states the results section of your paper. Obviously, you must refer to your results when discussing them, but focus on the interpretation of those results and their significance in relation to the research problem, not the data itself.

Azar, Beth. "Discussing Your Findings."  American Psychological Association gradPSYCH Magazine (January 2006).

Yet Another Writing Tip

Avoid Unwarranted Speculation!

The discussion section should remain focused on the findings of your study. For example, if the purpose of your research was to measure the impact of foreign aid on increasing access to education among disadvantaged children in Bangladesh, it would not be appropriate to speculate about how your findings might apply to populations in other countries without drawing from existing studies to support your claim or if analysis of other countries was not a part of your original research design. If you feel compelled to speculate, do so in the form of describing possible implications or explaining possible impacts. Be certain that you clearly identify your comments as speculation or as a suggestion for where further research is needed. Sometimes your professor will encourage you to expand your discussion of the results in this way, while others don’t care what your opinion is beyond your effort to interpret the data in relation to the research problem.

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key findings of the research

How To Write The Results/Findings Chapter

For qualitative studies (dissertations & theses).

By: Jenna Crossley (PhD). Expert Reviewed By: Dr. Eunice Rautenbach | August 2021

So, you’ve collected and analysed your qualitative data, and it’s time to write up your results chapter. But where do you start? In this post, we’ll guide you through the qualitative results chapter (also called the findings chapter), step by step. 

Overview: Qualitative Results Chapter

  • What (exactly) the qualitative results chapter is
  • What to include in your results chapter
  • How to write up your results chapter
  • A few tips and tricks to help you along the way
  • Free results chapter template

What exactly is the results chapter?

The results chapter in a dissertation or thesis (or any formal academic research piece) is where you objectively and neutrally present the findings of your qualitative analysis (or analyses if you used multiple qualitative analysis methods ). This chapter can sometimes be combined with the discussion chapter (where you interpret the data and discuss its meaning), depending on your university’s preference.  We’ll treat the two chapters as separate, as that’s the most common approach.

In contrast to a quantitative results chapter that presents numbers and statistics, a qualitative results chapter presents data primarily in the form of words . But this doesn’t mean that a qualitative study can’t have quantitative elements – you could, for example, present the number of times a theme or topic pops up in your data, depending on the analysis method(s) you adopt.

Adding a quantitative element to your study can add some rigour, which strengthens your results by providing more evidence for your claims. This is particularly common when using qualitative content analysis. Keep in mind though that qualitative research aims to achieve depth, richness and identify nuances , so don’t get tunnel vision by focusing on the numbers. They’re just cream on top in a qualitative analysis.

So, to recap, the results chapter is where you objectively present the findings of your analysis, without interpreting them (you’ll save that for the discussion chapter). With that out the way, let’s take a look at what you should include in your results chapter.

Free template for results section of a dissertation or thesis

What should you include in the results chapter?

As we’ve mentioned, your qualitative results chapter should purely present and describe your results , not interpret them in relation to the existing literature or your research questions . Any speculations or discussion about the implications of your findings should be reserved for your discussion chapter.

In your results chapter, you’ll want to talk about your analysis findings and whether or not they support your hypotheses (if you have any). Naturally, the exact contents of your results chapter will depend on which qualitative analysis method (or methods) you use. For example, if you were to use thematic analysis, you’d detail the themes identified in your analysis, using extracts from the transcripts or text to support your claims.

While you do need to present your analysis findings in some detail, you should avoid dumping large amounts of raw data in this chapter. Instead, focus on presenting the key findings and using a handful of select quotes or text extracts to support each finding . The reams of data and analysis can be relegated to your appendices.

While it’s tempting to include every last detail you found in your qualitative analysis, it is important to make sure that you report only that which is relevant to your research aims, objectives and research questions .  Always keep these three components, as well as your hypotheses (if you have any) front of mind when writing the chapter and use them as a filter to decide what’s relevant and what’s not.

Need a helping hand?

key findings of the research

How do I write the results chapter?

Now that we’ve covered the basics, it’s time to look at how to structure your chapter. Broadly speaking, the results chapter needs to contain three core components – the introduction, the body and the concluding summary. Let’s take a look at each of these.

Section 1: Introduction

The first step is to craft a brief introduction to the chapter. This intro is vital as it provides some context for your findings. In your introduction, you should begin by reiterating your problem statement and research questions and highlight the purpose of your research . Make sure that you spell this out for the reader so that the rest of your chapter is well contextualised.

The next step is to briefly outline the structure of your results chapter. In other words, explain what’s included in the chapter and what the reader can expect. In the results chapter, you want to tell a story that is coherent, flows logically, and is easy to follow , so make sure that you plan your structure out well and convey that structure (at a high level), so that your reader is well oriented.

The introduction section shouldn’t be lengthy. Two or three short paragraphs should be more than adequate. It is merely an introduction and overview, not a summary of the chapter.

Pro Tip – To help you structure your chapter, it can be useful to set up an initial draft with (sub)section headings so that you’re able to easily (re)arrange parts of your chapter. This will also help your reader to follow your results and give your chapter some coherence.  Be sure to use level-based heading styles (e.g. Heading 1, 2, 3 styles) to help the reader differentiate between levels visually. You can find these options in Word (example below).

Heading styles in the results chapter

Section 2: Body

Before we get started on what to include in the body of your chapter, it’s vital to remember that a results section should be completely objective and descriptive, not interpretive . So, be careful not to use words such as, “suggests” or “implies”, as these usually accompany some form of interpretation – that’s reserved for your discussion chapter.

The structure of your body section is very important , so make sure that you plan it out well. When planning out your qualitative results chapter, create sections and subsections so that you can maintain the flow of the story you’re trying to tell. Be sure to systematically and consistently describe each portion of results. Try to adopt a standardised structure for each portion so that you achieve a high level of consistency throughout the chapter.

For qualitative studies, results chapters tend to be structured according to themes , which makes it easier for readers to follow. However, keep in mind that not all results chapters have to be structured in this manner. For example, if you’re conducting a longitudinal study, you may want to structure your chapter chronologically. Similarly, you might structure this chapter based on your theoretical framework . The exact structure of your chapter will depend on the nature of your study , especially your research questions.

As you work through the body of your chapter, make sure that you use quotes to substantiate every one of your claims . You can present these quotes in italics to differentiate them from your own words. A general rule of thumb is to use at least two pieces of evidence per claim, and these should be linked directly to your data. Also, remember that you need to include all relevant results , not just the ones that support your assumptions or initial leanings.

In addition to including quotes, you can also link your claims to the data by using appendices , which you should reference throughout your text. When you reference, make sure that you include both the name/number of the appendix , as well as the line(s) from which you drew your data.

As referencing styles can vary greatly, be sure to look up the appendix referencing conventions of your university’s prescribed style (e.g. APA , Harvard, etc) and keep this consistent throughout your chapter.

Section 3: Concluding summary

The concluding summary is very important because it summarises your key findings and lays the foundation for the discussion chapter . Keep in mind that some readers may skip directly to this section (from the introduction section), so make sure that it can be read and understood well in isolation.

In this section, you need to remind the reader of the key findings. That is, the results that directly relate to your research questions and that you will build upon in your discussion chapter. Remember, your reader has digested a lot of information in this chapter, so you need to use this section to remind them of the most important takeaways.

Importantly, the concluding summary should not present any new information and should only describe what you’ve already presented in your chapter. Keep it concise – you’re not summarising the whole chapter, just the essentials.

Tips for writing an A-grade results chapter

Now that you’ve got a clear picture of what the qualitative results chapter is all about, here are some quick tips and reminders to help you craft a high-quality chapter:

  • Your results chapter should be written in the past tense . You’ve done the work already, so you want to tell the reader what you found , not what you are currently finding .
  • Make sure that you review your work multiple times and check that every claim is adequately backed up by evidence . Aim for at least two examples per claim, and make use of an appendix to reference these.
  • When writing up your results, make sure that you stick to only what is relevant . Don’t waste time on data that are not relevant to your research objectives and research questions.
  • Use headings and subheadings to create an intuitive, easy to follow piece of writing. Make use of Microsoft Word’s “heading styles” and be sure to use them consistently.
  • When referring to numerical data, tables and figures can provide a useful visual aid. When using these, make sure that they can be read and understood independent of your body text (i.e. that they can stand-alone). To this end, use clear, concise labels for each of your tables or figures and make use of colours to code indicate differences or hierarchy.
  • Similarly, when you’re writing up your chapter, it can be useful to highlight topics and themes in different colours . This can help you to differentiate between your data if you get a bit overwhelmed and will also help you to ensure that your results flow logically and coherently.

If you have any questions, leave a comment below and we’ll do our best to help. If you’d like 1-on-1 help with your results chapter (or any chapter of your dissertation or thesis), check out our private dissertation coaching service here or book a free initial consultation to discuss how we can help you.

key findings of the research

Psst... there’s more!

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

21 Comments

David Person

This was extremely helpful. Thanks a lot guys

Aditi

Hi, thanks for the great research support platform created by the gradcoach team!

I wanted to ask- While “suggests” or “implies” are interpretive terms, what terms could we use for the results chapter? Could you share some examples of descriptive terms?

TcherEva

I think that instead of saying, ‘The data suggested, or The data implied,’ you can say, ‘The Data showed or revealed, or illustrated or outlined’…If interview data, you may say Jane Doe illuminated or elaborated, or Jane Doe described… or Jane Doe expressed or stated.

Llala Phoshoko

I found this article very useful. Thank you very much for the outstanding work you are doing.

Oliwia

What if i have 3 different interviewees answering the same interview questions? Should i then present the results in form of the table with the division on the 3 perspectives or rather give a results in form of the text and highlight who said what?

Rea

I think this tabular representation of results is a great idea. I am doing it too along with the text. Thanks

Nomonde Mteto

That was helpful was struggling to separate the discussion from the findings

Esther Peter.

this was very useful, Thank you.

tendayi

Very helpful, I am confident to write my results chapter now.

Sha

It is so helpful! It is a good job. Thank you very much!

Nabil

Very useful, well explained. Many thanks.

Agnes Ngatuni

Hello, I appreciate the way you provided a supportive comments about qualitative results presenting tips

Carol Ch

I loved this! It explains everything needed, and it has helped me better organize my thoughts. What words should I not use while writing my results section, other than subjective ones.

Hend

Thanks a lot, it is really helpful

Anna milanga

Thank you so much dear, i really appropriate your nice explanations about this.

Wid

Thank you so much for this! I was wondering if anyone could help with how to prproperly integrate quotations (Excerpts) from interviews in the finding chapter in a qualitative research. Please GradCoach, address this issue and provide examples.

nk

what if I’m not doing any interviews myself and all the information is coming from case studies that have already done the research.

FAITH NHARARA

Very helpful thank you.

Philip

This was very helpful as I was wondering how to structure this part of my dissertation, to include the quotes… Thanks for this explanation

Aleks

This is very helpful, thanks! I am required to write up my results chapters with the discussion in each of them – any tips and tricks for this strategy?

Wei Leong YONG

For qualitative studies, can the findings be structured according to the Research questions? Thank you.

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How To Write the Findings Section of a Research Paper

Posted by Rene Tetzner | Sep 2, 2021 | Paper Writing Advice | 0 |

How To Write the Findings Section of a Research Paper

How To Write the Findings Section of a Research Paper Each research project is unique, so it is natural for one researcher to make use of somewhat different strategies than another when it comes to designing and writing the section of a research paper dedicated to findings. The academic or scientific discipline of the research, the field of specialisation, the particular author or authors, the targeted journal or other publisher and the editor making the decisions about publication can all have a significant impact. The practical steps outlined below can be effectively applied to writing about the findings of most advanced research, however, and will prove especially helpful for early-career scholars who are preparing a research paper for a first publication.

key findings of the research

Step 1 : Consult the guidelines or instructions that the targeted journal (or other publisher) provides for authors and read research papers it has already published, particularly ones similar in topic, methods or results to your own. The guidelines will generally outline specific requirements for the results or findings section, and the published articles will provide sound examples of successful approaches. Watch particularly for length limitations and restrictions on content. Interpretation, for instance, is usually reserved for a later discussion section, though not always – qualitative research papers often combine findings and interpretation. Background information and descriptions of methods, on the other hand, almost always appear in earlier sections of a research paper. In most cases it is appropriate in a findings section to offer basic comparisons between the results of your study and those of other studies, but knowing exactly what the journal wants in the report of research findings is essential. Learning as much as you can about the journal’s aims and scope as well as the interests of its readers is invaluable as well.

key findings of the research

Step 2 : Reflect at some length on your research results in relation to the journal’s requirements while planning the findings section of your paper. Choose for particular focus experimental results and other research discoveries that are particularly relevant to your research questions and objectives, and include them even if they are unexpected or do not support your ideas and hypotheses. Streamline and clarify your report, especially if it is long and complex, by using subheadings that will help you avoid excessive and peripheral details as you write and also help your reader understand and remember your findings. Consider appendices for raw data that might interest specialists but prove too long or distracting for other readers. The opening paragraph of a findings section often restates research questions or aims to refocus the reader’s attention, and it is always wise to summarise key findings at the end of the section, providing a smooth intellectual transition to the interpretation and discussion that follows in most research papers. There are many effective ways in which to organise research findings. The structure of your findings section might be determined by your research questions and hypotheses or match the arrangement of your methods section. A chronological order or hierarchy of importance or meaningful grouping of main themes or categories might prove effective. It may be best to present all the relevant findings and then explain them and your analysis of them, or explaining the results of each trial or test immediately after reporting it may render the material clearer and more comprehensible for your readers. Keep your audience, your most important evidence and your research goals in mind.

key findings of the research

Step 3 : Design effective visual presentations of your research results to enhance the textual report of your findings. Tables of various styles and figures of all kinds such as graphs, maps and photos are used in reporting research findings, but do check the journal guidelines for instructions on the number of visual aids allowed, any required design elements and the preferred formats for numbering, labelling and placement in the manuscript. As a general rule, tables and figures should be numbered according to first mention in the main text of the paper, and each one should be clearly introduced and explained at least briefly in that text so that readers know what is presented and what they are expected to see in a particular visual element. Tables and figures should also be self-explanatory, however, so their design should include all definitions and other information necessary for a reader to understand the findings you intend to show without returning to your text. If you construct your tables and figures before drafting your findings section, they can serve as focal points to help you tell a clear and informative story about your findings and avoid unnecessary repetition. Some authors will even work on tables and figures before organising the findings section (Step 2), which can be an extremely effective approach, but it is important to remember that the textual report of findings remains primary. Visual aids can clarify and enrich the text, but they cannot take its place.

Step 4 : Write your findings section in a factual and objective manner. The goal is to communicate information – in some cases a great deal of complex information – as clearly, accurately and precisely as possible, so well-constructed sentences that maintain a simple structure will be far more effective than convoluted phrasing and expressions. The active voice is often recommended by publishers and the authors of writing manuals, and the past tense is appropriate because the research has already been done. Make sure your grammar, spelling and punctuation are correct and effective so that you are conveying the meaning you intend. Statements that are vague, imprecise or ambiguous will often confuse and mislead readers, and a verbose style will add little more than padding while wasting valuable words that might be put to far better use in clear and logical explanations. Some specialised terminology may be required when reporting findings, but anything potentially unclear or confusing that has not already been defined earlier in the paper should be clarified for readers, and the same principle applies to unusual or nonstandard abbreviations. Your readers will want to understand what you are reporting about your results, not waste time looking up terms simply to understand what you are saying. A logical approach to organising your findings section (Step 2) will help you tell a logical story about your research results as you explain, highlight, offer analysis and summarise the information necessary for readers to understand the discussion section that follows.

Step 5 : Review the draft of your findings section and edit and revise until it reports your key findings exactly as you would have them presented to your readers. Check for accuracy and consistency in data across the section as a whole and all its visual elements. Read your prose aloud to catch language errors, awkward phrases and abrupt transitions. Ensure that the order in which you have presented results is the best order for focussing readers on your research objectives and preparing them for the interpretations, speculations, recommendations and other elements of the discussion that you are planning. This will involve looking back over the paper’s introductory and background material as well as anticipating the discussion and conclusion sections, and this is precisely the right point in the process for reviewing and reflecting. Your research results have taken considerable time to obtain and analyse, so a little more time to stand back and take in the wider view from the research door you have opened is a wise investment. The opinions of any additional readers you can recruit, whether they are professional mentors and colleagues or family and friends, will often prove invaluable as well.

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How To Write the Findings Section of a Research Paper These five steps will help you write a clear & interesting findings section for a research paper

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Research Summary: What is it & how to write one

research summary

The Research Summary is used to report facts about a study clearly. You will almost certainly be required to prepare a research summary during your academic research or while on a research project for your organization.

If it is the first time you have to write one, the writing requirements may confuse you. The instructors generally assign someone to write a summary of the research work. Research summaries require the writer to have a thorough understanding of the issue.

This article will discuss the definition of a research summary and how to write one.

What is a research summary?

A research summary is a piece of writing that summarizes your research on a specific topic. Its primary goal is to offer the reader a detailed overview of the study with the key findings. A research summary generally contains the article’s structure in which it is written.

You must know the goal of your analysis before you launch a project. A research overview summarizes the detailed response and highlights particular issues raised in it. Writing it might be somewhat troublesome. To write a good overview, you want to start with a structure in mind. Read on for our guide.

Why is an analysis recap so important?

Your summary or analysis is going to tell readers everything about your research project. This is the critical piece that your stakeholders will read to identify your findings and valuable insights. Having a good and concise research summary that presents facts and comes with no research biases is the critical deliverable of any research project.

We’ve put together a cheat sheet to help you write a good research summary below.

Research Summary Guide

  • Why was this research done?  – You want to give a clear description of why this research study was done. What hypothesis was being tested?
  • Who was surveyed? – The what and why or your research decides who you’re going to interview/survey. Your research summary has a detailed note on who participated in the study and why they were selected. 
  • What was the methodology? – Talk about the methodology. Did you do face-to-face interviews? Was it a short or long survey or a focus group setting? Your research methodology is key to the results you’re going to get. 
  • What were the key findings? – This can be the most critical part of the process. What did we find out after testing the hypothesis? This section, like all others, should be just facts, facts facts. You’re not sharing how you feel about the findings. Keep it bias-free.
  • Conclusion – What are the conclusions that were drawn from the findings. A good example of a conclusion. Surprisingly, most people interviewed did not watch the lunar eclipse in 2022, which is unexpected given that 100% of those interviewed knew about it before it happened.
  • Takeaways and action points – This is where you bring in your suggestion. Given the data you now have from the research, what are the takeaways and action points? If you’re a researcher running this research project for your company, you’ll use this part to shed light on your recommended action plans for the business.

LEARN ABOUT:   Action Research

If you’re doing any research, you will write a summary, which will be the most viewed and more important part of the project. So keep a guideline in mind before you start. Focus on the content first and then worry about the length. Use the cheat sheet/checklist in this article to organize your summary, and that’s all you need to write a great research summary!

But once your summary is ready, where is it stored? Most teams have multiple documents in their google drives, and it’s a nightmare to find projects that were done in the past. Your research data should be democratized and easy to use.

We at QuestionPro launched a research repository for research teams, and our clients love it. All your data is in one place, and everything is searchable, including your research summaries! 

Authors: Prachi, Anas

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Organizing Academic Research Papers: 7. The Results

  • Purpose of Guide
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  • Glossary of Research Terms
  • Narrowing a Topic Idea
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The results section of the research paper is where you report the findings of your study based upon the information gathered as a result of the methodology [or methodologies] you applied. The results section should simply state the findings, without bias or interpretation, and arranged in a logical sequence. The results section should always be written in the past tense. A section describing results [a.k.a., "findings"] is particularly necessary if your paper includes data generated from your own research.

Importance of a Good Results Section

When formulating the results section, it's important to remember that the results of a study do not prove anything . Research results can only confirm or reject the research problem underpinning your study. However, the act of articulating the results helps you to understand the problem from within, to break it into pieces, and to view the research problem from various perspectives.

The page length of this section is set by the amount and types of data to be reported . Be concise, using non-textual elements, such as figures and tables, if appropriate, to present results more effectively. In deciding what data to describe in your results section, you must clearly distinguish material that would normally be included in a research paper from any raw data or other material that could be included as an appendix. In general, raw data should not be included in the main text of your paper unless requested to do so by your professor.

Avoid providing data that is not critical to answering the research question . The background information you described in the introduction section should provide the reader with any additional context or explanation needed to understand the results. A good rule is to always re-read the background section of your paper after you have written up your results to ensure that the reader has enough context to understand the results [and, later, how you interpreted the results in the discussion section of your paper].

Bates College; Burton, Neil et al. Doing Your Education Research Project . Los Angeles, CA: SAGE, 2008; Results . The Structure, Format, Content, and Style of a Journal-Style Scientific Paper. Department of Biology. Bates College.

Structure and Writing Style

I. Structure and Approach

For most research paper formats, there are two ways of presenting and organizing the results .

  • Present the results followed by a short explanation of the findings . For example, you may have noticed an unusual correlation between two variables during the analysis of your findings. It is correct to point this out in the results section. However, speculating as to why this correlation exists, and offering a hypothesis about what may be happening, belongs in the discussion section of your paper.
  • Present a section and then discuss it, before presenting the next section then discussing it, and so on . This is more common in longer papers because it helps the reader to better understand each finding. In this model, it can be helpful to provide a brief conclusion in the results section that ties each of the findings together and links to the discussion.

NOTE: The discussion section should generally follow the same format chosen in presenting and organizing the results.

II.  Content

In general, the content of your results section should include the following elements:

  • An introductory context for understanding the results by restating the research problem that underpins the purpose of your study.
  • A summary of your key findings arranged in a logical sequence that generally follows your methodology section.
  • Inclusion of non-textual elements, such as, figures, charts, photos, maps, tables, etc. to further illustrate the findings, if appropriate.
  • In the text, a systematic description of your results, highlighting for the reader observations that are most relevant to the topic under investigation [remember that not all results that emerge from the methodology that you used to gather the data may be relevant].
  • Use of the past tense when refering to your results.
  • The page length of your results section is guided by the amount and types of data to be reported. However, focus only on findings that are important and related to addressing the research problem.

Using Non-textual Elements

  • Either place figures, tables, charts, etc. within the text of the result, or include them in the back of the report--do one or the other but never do both.
  • In the text, refer to each non-textual element in numbered order [e.g.,  Table 1, Table 2; Chart 1, Chart 2; Map 1, Map 2].
  • If you place non-textual elements at the end of the report, make sure they are clearly distinguished from any attached appendix materials, such as raw data.
  • Regardless of placement, each non-textual element must be numbered consecutively and complete with caption [caption goes under the figure, table, chart, etc.]
  • Each non-textual element must be titled, numbered consecutively, and complete with a heading [title with description goes above the figure, table, chart, etc.].
  • In proofreading your results section, be sure that each non-textual element is sufficiently complete so that it could stand on its own, separate from the text.

III. Problems to Avoid

When writing the results section, avoid doing the following :

  • Discussing or interpreting your results . Save all this for the next section of your paper, although where appropriate, you should compare or contrast specific results to those found in other studies [e.g., "Similar to Smith [1990], one of the findings of this study is the strong correlation between motivation and academic achievement...."].
  • Reporting background information or attempting to explain your findings ; this should have been done in your Introduction section, but don't panic! Often the results of a study point to the need to provide additional background information or to explain the topic further, so don't think you did something wrong. Revise your introduction as needed.
  • Ignoring negative results . If some of your results fail to support your hypothesis, do not ignore them. Document them, then state in your discussion section why you believe a negative result emerged from your study. Note that negative results, and how you handle them, often provides you with the opportunity to write a more engaging discussion section, therefore, don't be afraid to highlight them.
  • Including raw data or intermediate calculations . Ask your professor if you need to include any raw data generated by your study, such as transcripts from interviews or data files. If raw data is to be included, place it in an appendix or set of appendices that are referred to in the text.
  • Be as factual and concise as possible in reporting your findings . Do not use phrases that are vague or non-specific, such as, "appeared to be greater or lesser than..." or "demonstrates promising trends that...."
  • Presenting the same data or repeating the same information more than once . If you feel the need to highlight something, you will have a chance to do that in the discussion section.
  • Confusing figures with tables . Be sure to properly label any non-textual elements in your paper. If you are not sure, look up the term in a dictionary.

Burton, Neil et al. Doing Your Education Research Project . Los Angeles, CA: SAGE, 2008;  Caprette, David R. Writing Research Papers . Experimental Biosciences Resources. Rice University; Hancock, Dawson R. and Bob Algozzine. Doing Case Study Research: A Practical Guide for Beginning Researchers . 2nd ed. New York: Teachers College Press, 2011; Introduction to Nursing Research: Reporting Research Findings. Nursing Research: Open Access Nursing Research and Review Articles. (January 4, 2012); Reporting Research Findings. Wilder Research, in partnership with the Minnesota Department of Human Services. (February 2009); Results . The Structure, Format, Content, and Style of a Journal-Style Scientific Paper. Department of Biology. Bates College; Schafer, Mickey S. Writing the Results . Thesis Writing in the Sciences. Course Syllabus. University of Florida.

Writing Tip

Why Don't I Just Combine the Results Section with the Discussion Section?

It's not unusual to find articles in social science journals where the author(s) have combined a description of the findings from the study with a discussion about their implications. You could do this. However, if you are inexperienced writing research papers, consider creating two sections for each element in your paper as a way to better organize your thoughts and, by extension, your  paper. Think of the results section as the place where you report what your study found; think of the discussion section as the place where you interpret your data and answer the "so what?" question. As you become more skilled writing research papers, you may want to meld the results of your study with a discussion of its implications.

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National Academies Press: OpenBook

Integrating Social and Behavioral Sciences Within the Weather Enterprise (2018)

Chapter: 7 summary of key findings and recommendations, summary of key findings and recommendations.

Of the many thoughts and suggestions raised in the preceding chapters, the Committee highlights the following findings and recommendations:

7.1 FINDINGS

  • While efforts to advance meteorological research and numerical weather prediction must continue, realizing the greatest return on investment from such efforts requires fully engaging the social and behavioral sciences (SBS)—both to expand the frontiers of knowledge within social and behavioral science disciplines, and to foster more extensive application of these sciences across the weather enterprise.
  • SBS research offers great potential not just for improving communications of hazardous weather warnings, but also for improving preparedness and mitigation for weather risks, for hazard monitoring, assessment, and forecasting processes, for emergency management and response, and for long-term recovery efforts.
  • The past few decades have seen a variety of innovative research projects and activities bring social and behavioral sciences within the weather enterprise; these efforts have made demonstrable contributions both to the social and behavioral sciences and to meteorology. However, the accumulation of knowledge has been hampered by the relatively small scale, intermittency, and inconsistency of investment in these sorts of efforts.
  • As current research activities demonstrate, exciting opportunities exist for advancing weather-related research that addresses important societal needs, both within the social and behavioral sciences, and across social and physical sciences. A variety of research advances are providing transformative new opportunities for expanding these contributions to the weather enterprise. For instance, new tools and models are making it possible to collect, analyze, interpret, and apply data and information both at smaller scales—for example, eye-tracking of the use of visual information—and at larger scales—for

example, through social media analyses of the spread and influence of information across social networks, and the application of big data, data analytics and cognitive computing to this context.

  • Existing federal agency data collection activities by the National Oceanic and Atmospheric Administration (NOAA), the Federal Emergency Management Agency (FEMA), and the Centers for Disease Control and Prevention (CDC) could, with modest additions and greater interagency coordination, significantly expand our understanding of the social context of hazardous weather.
  • Meteorologists and others in the weather enterprise could benefit from a more realistic understanding of the diverse disciplines, theories, and research methodologies used within the social and behavioral sciences; of the time and resources needed for robust SBS research; and of the inherent limitations in providing simple, universally applicable answers to complex social science questions.
  • Organizations across the weather enterprise—including several federal agencies, private-sector weather companies, academic institutions, and professional societies—have shared motivations for actively contributing to the integration of SBS within the weather enterprise, through a variety of practical roles that are discussed herein.
  • Numerous previous reports going back many years have highlighted needs and challenges similar to those noted here—yet many of the same challenges remain today. Recent history demonstrates that overcoming these challenges and making progress is not idea limited, but rather, is resource limited.

7.2 RECOMMENDATIONS

Social and behavioral scientific research focused on weather applications is advancing during a time of accelerating social and technological change, both within the weather enterprise and across society at large. In this context, the Committee offers a broad-based framework for action, which leverages leadership to build awareness and demand for increased capacity, and identifies key knowledge gaps to target with that increased capacity. The Committee advocates that all sectors of the weather attend to these three main areas:

Invest in Leadership to Build Awareness

Effectively integrating social and behavioral sciences into organizations that have historically been rooted in the physical sciences requires leadership at the highest levels.

Across the weather enterprise, leaders themselves need to invest time in understanding and in spreading awareness to key constituencies and stakeholders about the many ways that social and behavioral sciences can help advance their organization’s goals related to preparedness and mitigation for weather hazards; hazard monitoring, assessment, and forecasting processes; emergency management and response; and long-term recovery. To aid these efforts, federal agencies, private companies, and leading academic programs within the weather enterprise need to augment their leadership teams to include executives and managers with strong and diverse social science backgrounds.

Recommendation: Leaders of the weather enterprise should take steps to accelerate this paradigm shift by underscoring the importance of social and behavioral science (SBS) contributions in fulfilling their organizational missions and achieving operational and research goals, bringing SBS expertise into their leadership teams, and establishing relevant policies and goals to effect necessary organizational changes.

Build Capacity Throughout the Weather Enterprise

Building SBS research capacity is an enterprise-wide concern and responsibility. However, NOAA will need to play a central role in driving forward this research in order to achieve the agency’s goals of improving the nation’s weather readiness. Building capacity to support and implement SBS research depends on more sustained funding and increased intellectual resources (i.e., professional staff trained and experienced in SBS research and its effective application). Several possible mechanisms for NOAA to advance SBS capacity are described in this report, such as innovative public–private partnerships for interdisciplinary weather research, the development of an SBS-focused NOAA Cooperative Institute, or creation of SBS-focused programs within existing Cooperative Institutes. New sustained efforts by other key federal agencies, in particular the National Science Foundation (NSF), the Department of Homeland Security (DHS), and the Federal Highway Administration (FHWA), will also be critical for expanding capacity to support research and operations at the SBS-weather interface.

Just as important as the mechanisms for supporting research are the research assessment and agenda-setting activities, community-building programs, and information sharing venues that help build a professional community working at the SBS-weather interface. Some existing platforms for sustained dialogue and strategic planning among public-sector, private-sector, and academic representatives could provide an effective base for SBS-related strategic planning as well. Interagency cooperation

and collaboration could be pursued through mechanisms the federal government currently employs, such as interagency working groups or university-based research centers supported by multiple agencies.

Targeted training programs can help researchers from the social, physical, and engineering sciences better understand each other’s diversity of research methodologies, and capacities and limitations. Viable approaches include interdisciplinary or joint degree programs, training at multi- or transdisciplinary centers in team science, building on NOAA’s currently developing SBS training efforts, and utilizing existing training platforms such as FEMA’s Emergency Management Institute, and the University Corporation for Atmospheric Research (UCAR) COMET program.

Recommendation: Federal agencies and private-sector weather companies should, together with leading social and behavioral science (SBS) scholars with diverse expertise, immediately begin a planning process to identify specific investments and activities that collectively advance research at the SBS-weather interface. This planning process should also address critical supporting activities for research assessment, agenda setting, community building, and information sharing, and the development of methods to collectively track funding support for this suite of research activities at the SBS-weather interface.

In addition, the National Oceanic and Atmospheric Administration should build more sustainable institutional capacity for research and operations at the SBS-weather interface and should advance cooperative planning to expand SBS research among other federal agencies that play critical roles in weather-related research operations. In particular, this should include leadership from:

  • The National Science Foundation for a strong standing program that supports interdisciplinary research at the SBS-weather interface;
  • The Federal Highway Administration for research related to weather impacts on driver choices and behaviors; and
  • The Federal Emergency Management Agency for research on the social and human factors that affect weather readiness, including decisions and actions by individuals, communities and emergency management to prepare for, prevent, respond to, mitigate, and recover from weather hazards.

All parties in the weather enterprise should continue to develop and implement training programs for current and next generation workforces in order to expand capacity for SBS-weather research and applications in the weather enterprise.

Focus on Critical Knowledge Gaps

Building scientific understanding of weather-related actions, behaviors, and decisions will require investing wisely in research that addresses specific knowledge gaps and will help accelerate the maturation of the field overall. The Committee identified a series of key near-term research questions that span the different stages of weather communication and decision support shown in Figure S.1 . The research questions, which are detailed in this report, can be broadly grouped into the following topical areas listed below.

Recommendation: The weather enterprise should support research efforts in the following areas:

  • Weather enterprise system-focused research. To address this gap requires system-level studies of weather information production, dissemination, and evaluation; studies of how forecasters, broadcast media, emergency and transportation managers, and private weather companies create information, interact, and communicate among themselves; studies of forecaster decision making, such as what observational platforms and numerical weather prediction guidance forecasters use and how they use them; studies of how to assess the economic value of weather services; and studies of team performance and organizational behavior within weather forecast offices and other parts of the weather enterprise.
  • Risk assessments and responses, and factors influencing these processes. This includes research on how to better reach and inform special-interest populations that have unique needs, such as vehicle drivers and others vulnerable to hazardous weather due to their location, resources, and capabilities. It also includes research on how people’s interest in, access to, and interpretation of weather information, as well as their decisions and actions in response, are affected by their specific social or physical context, prior experiences, cultural background, and personal values.
  • Message design, delivery, interpretation, and use. Persistent challenges include understanding how communicating forecast uncertainties in different formats influences understanding and action; how to balance consistency in messaging with needs for flexibility to suit different geographical, cultural, and use contexts, including warning specificity and impact-based warnings; and how new communication and information technologies—including the proliferation of different sources, content, and channels of weather information—interact with message design and are changing people’s weather information access, interpretations, preparedness, and response.

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Our ability to observe and forecast severe weather events has improved markedly over the past few decades. Forecasts of snow and ice storms, hurricanes and storm surge, extreme heat, and other severe weather events are made with greater accuracy, geographic specificity, and lead time to allow people and communities to take appropriate protective measures. Yet hazardous weather continues to cause loss of life and result in other preventable social costs.

There is growing recognition that a host of social and behavioral factors affect how we prepare for, observe, predict, respond to, and are impacted by weather hazards. For example, an individual's response to a severe weather event may depend on their understanding of the forecast, prior experience with severe weather, concerns about their other family members or property, their capacity to take the recommended protective actions, and numerous other factors. Indeed, it is these factors that can determine whether or not a potential hazard becomes an actual disaster. Thus, it is essential to bring to bear expertise in the social and behavioral sciences (SBS)—including disciplines such as anthropology, communication, demography, economics, geography, political science, psychology, and sociology—to understand how people's knowledge, experiences, perceptions, and attitudes shape their responses to weather risks and to understand how human cognitive and social dynamics affect the forecast process itself.

Integrating Social and Behavioral Sciences Within the Weather Enterprise explores and provides guidance on the challenges of integrating social and behavioral sciences within the weather enterprise. It assesses current SBS activities, describes the potential value of improved integration of SBS and barriers that impede this integration, develops a research agenda, and identifies infrastructural and institutional arrangements for successfully pursuing SBS-weather research and the transfer of relevant findings to operational settings.

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Six elements a research summary should include

key findings of the research

Summarizing a research paper (or papers) sounds like it should be a pretty quick, easy task. After all, how hard can writing 200 words be?! But whether you’re writing a summary to include in your essay or dissertation, or you need to draft a compelling abstract for your own paper, distilling complex research into an informative, easy-to-read snapshot can be one of the most daunting parts of the research process. For that reason, it’s often the activity that gets left to last.

Having a few questions top of mind while you draft your summary can really help to structure your thoughts and make sure you include the most important aspects of the research. In short, every academic summary should cover ‘the why’, ‘the how’, ‘the who’ and ‘the what’ of a study. Asking yourself the following six questions as you start to think about your summary can help you to structure your thoughts and find the right words.

1.  Why is this study necessary and important?

The ‘why’ can often be found in the first sentence of the introduction or background of a research article. Let’s have a look at a 2014 paper about plastic pollution in the world’s oceans (1) :

" Plastic pollution is globally distributed across all oceans due to its properties of buoyancy and durability, and the sorption of toxicants to plastic while traveling through the environment have led some researchers to claim that synthetic polymers in the ocean should be regarded as hazardous waste."

Another quick way of identifying the ‘why’ of the research is to search for the subject of the study (eg. ‘Plastic pollution in the world’s oceans’) in Wikipedia. This can help inject wider significance into your research summary, for example:

"Waterborne plastic poses a serious threat to fish , seabirds , marine reptiles , and marine mammals , as well as to boats and coasts."

The Abstract of this paper also points to a gap in the research – the lack of data on the amount of plastic waste in the Southern Hemisphere.

2.    Who were the participants?

It’s good practice to include statistical information about the study subjects or participants in your summary. This will quickly tell your reader how well the key findings are backed up. This part of the summary can combine a short narrative description of the participants (eg. age, location etc); what was ‘done’ to the participants as part of the study; what impact the study had on the participants and a brief description of the control group.

3.    What were the methods used?

How was the study carried out? What kind of materials were used to conduct the study and in what quantities or doses? Again, where possible include statistics here: number of materials; sample sizes; metrics (weight, volume, concentration etc). Here’s an example summary of a methods section from the above paper on ocean plastic:

"Net tows were conducted using neuston nets with a standard mesh size of 0.33 mm towed between 0.5 and 2 m s −1 at the sea surface for 15–60 minutes outside of the vessel’s wake to avoid downwelling of debris. Samples were preserved in 5% formalin.Microplastic was manually separated from natural debris, sorted through stacked Tyler sieves into three size classes counted individually and weighed together."

Including information about the consistency of methods or techniques used will help underline the credibility of the research.

4.    What were the key findings of the study?

Stick to the high level, headline finding of the research here. What do the quantitative results of the study reveal that was previously unknown? Again, including statistics where you can will help reinforce the findings, but remember to keep it brief. Here’s an example from the same plastic pollution paper:

"Based on the model results, the authors estimate that at least 5.25 trillion plastic particles weighing 268,940 tons are currently floating at sea."

5.    What conclusion was drawn from the research?

At this stage,  try to focus on the overall outcome of the research, but also what makes the study both significant and novel. What was uncovered as part of the research that wasn’t previously known? Do the results of the study tell us something different to what was previously known or assumed?In the plastic pollution paper, what was previously unknown was an estimate of the amount of plastic in the oceans of the Southern Hemisphere. The authors explain that their results confirm the same pattern of dispersal in the Southern Hemisphere as for the Northern Hemisphere:

"Surprisingly, the total amounts of plastics determined for the southern hemisphere oceans are within the same range as for the northern hemisphere oceans, which is unexpected given that inputs are substantially higher in the northern than in the southern hemisphere ."

6.    What kind of relevance does the research have for the wider world? (the big why)

Rounding off your summary with a powerful statement that shows how the outcome of the research has a wider significance is good practice. The ‘big why’ can often be found in the Discussion or at the end of the Conclusion of a research article, and often in the Abstract as well.Including clear, concise research summaries in your essay or dissertation can be very beneficial in strengthening your argument and demonstrating your understanding of complex research, all of which can help to improve your final grade. Using this six-point formula as a way of structuring your summary will also help you to think more critically about the research you read and make it easier for you to communicate your understanding both verbally and in writing. Try out Scholarcy’s Smart Summarizer to help draft your own research summary. ‍

  • ‍ ‍ Eriksen, M., Lebreton, L., Carson, H., Thiel, M., Moore, C., Borerro, J., Galgani, F., Ryan, P. and Reisser, J., 2014. Plastic Pollution in the World's Oceans: More than 5 Trillion Plastic Pieces Weighing over 250,000 Tons Afloat at Sea. PLoS ONE , 9(12), p.e111913.
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  • Digital Dilemmas smartphone research 2024

Digital Dilemmas

Parents’ perspectives on restricting children’s smartphone and social media use.

Our research shows that while children experience many benefits from using technology, they also frequently come to harm.

With recent debates about the role of smartphones and social media in young people’s lives, this new research seeks to include parents’ views and voices in the conversation.

A child uses their smartphone while their parents talk on the sofa in the background.

Key findings from the research

Views about restricting smartphones for children.

The majority (66%) of parents do not agree with a ban on smartphones for under-14s. Around a third of parents (32%) do agree with a ban.

The majority (75%) of parents believe that the minimum age for smartphone use should be under 14. The average of responses was a minimum age of 11 years, 11 months – just one month less than 12 years of age.

Most parents (74%) recognise enforcing a ban on smartphones for under-14s would be difficult. Parents highlighted how creative children can be with circumventing rules and recognised that not all families would adhere to a ban. Parents were also unclear how the ban could be policed.

Views about restricting social media for children

Just over half (55%) of parents do not agree with a ban on social media for under-16s. However, parents are divided on this issue with a significant minority (44% of parents) supporting a ban.

Parents of primary age children are more likely to agree with a ban on social media for children under-16s, than parents of secondary age children (56% compared to 33%).

Digital Dilemmas full report

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Research Method

Home » Implications in Research – Types, Examples and Writing Guide

Implications in Research – Types, Examples and Writing Guide

Table of Contents

Implications in Research

Implications in Research

Implications in research refer to the potential consequences, applications, or outcomes of the findings and conclusions of a research study. These can include both theoretical and practical implications that extend beyond the immediate scope of the study and may impact various stakeholders, such as policymakers, practitioners, researchers , or the general public.

Structure of Implications

The format of implications in research typically follows the structure below:

  • Restate the main findings: Begin by restating the main findings of the study in a brief summary .
  • Link to the research question/hypothesis : Clearly articulate how the findings are related to the research question /hypothesis.
  • Discuss the practical implications: Discuss the practical implications of the findings, including their potential impact on the field or industry.
  • Discuss the theoretical implications : Discuss the theoretical implications of the findings, including their potential impact on existing theories or the development of new ones.
  • Identify limitations: Identify the limitations of the study and how they may affect the generalizability of the findings.
  • Suggest directions for future research: Suggest areas for future research that could build on the current study’s findings and address any limitations.

Types of Implications in Research

Types of Implications in Research are as follows:

Theoretical Implications

These are the implications that a study has for advancing theoretical understanding in a particular field. For example, a study that finds a new relationship between two variables can have implications for the development of theories and models in that field.

Practical Implications

These are the implications that a study has for solving practical problems or improving real-world outcomes. For example, a study that finds a new treatment for a disease can have implications for improving the health of patients.

Methodological Implications

These are the implications that a study has for advancing research methods and techniques. For example, a study that introduces a new method for data analysis can have implications for how future research in that field is conducted.

Ethical Implications

These are the implications that a study has for ethical considerations in research. For example, a study that involves human participants must consider the ethical implications of the research on the participants and take steps to protect their rights and welfare.

Policy Implications

These are the implications that a study has for informing policy decisions. For example, a study that examines the effectiveness of a particular policy can have implications for policymakers who are considering whether to implement or change that policy.

Societal Implications

These are the implications that a study has for society as a whole. For example, a study that examines the impact of a social issue such as poverty or inequality can have implications for how society addresses that issue.

Forms of Implications In Research

Forms of Implications are as follows:

Positive Implications

These refer to the positive outcomes or benefits that may result from a study’s findings. For example, a study that finds a new treatment for a disease can have positive implications for patients, healthcare providers, and the wider society.

Negative Implications

These refer to the negative outcomes or risks that may result from a study’s findings. For example, a study that finds a harmful side effect of a medication can have negative implications for patients, healthcare providers, and the wider society.

Direct Implications

These refer to the immediate consequences of a study’s findings. For example, a study that finds a new method for reducing greenhouse gas emissions can have direct implications for policymakers and businesses.

Indirect Implications

These refer to the broader or long-term consequences of a study’s findings. For example, a study that finds a link between childhood trauma and mental health issues can have indirect implications for social welfare policies, education, and public health.

Importance of Implications in Research

The following are some of the reasons why implications are important in research:

  • To inform policy and practice: Research implications can inform policy and practice decisions by providing evidence-based recommendations for actions that can be taken to address the issues identified in the research. This can lead to more effective policies and practices that are grounded in empirical evidence.
  • To guide future research: Implications can also guide future research by identifying areas that need further investigation, highlighting gaps in current knowledge, and suggesting new directions for research.
  • To increase the impact of research : By communicating the practical and theoretical implications of their research, researchers can increase the impact of their work by demonstrating its relevance and importance to a wider audience.
  • To enhance the credibility of research : Implications can help to enhance the credibility of research by demonstrating that the findings have practical and theoretical significance and are not just abstract or academic exercises.
  • To foster collaboration and engagement : Implications can also foster collaboration and engagement between researchers, practitioners, policymakers, and other stakeholders by providing a common language and understanding of the practical and theoretical implications of the research.

Example of Implications in Research

Here are some examples of implications in research:

  • Medical research: A study on the efficacy of a new drug for a specific disease can have significant implications for medical practitioners, patients, and pharmaceutical companies. If the drug is found to be effective, it can be used to treat patients with the disease, improve their health outcomes, and generate revenue for the pharmaceutical company.
  • Educational research: A study on the impact of technology on student learning can have implications for educators and policymakers. If the study finds that technology improves student learning outcomes, educators can incorporate technology into their teaching methods, and policymakers can allocate more resources to technology in schools.
  • Social work research: A study on the effectiveness of a new intervention program for individuals with mental health issues can have implications for social workers, mental health professionals, and policymakers. If the program is found to be effective, social workers and mental health professionals can incorporate it into their practice, and policymakers can allocate more resources to the program.
  • Environmental research: A study on the impact of climate change on a particular ecosystem can have implications for environmentalists, policymakers, and industries. If the study finds that the ecosystem is at risk, environmentalists can advocate for policy changes to protect the ecosystem, policymakers can allocate resources to mitigate the impact of climate change, and industries can adjust their practices to reduce their carbon footprint.
  • Economic research: A study on the impact of minimum wage on employment can have implications for policymakers and businesses. If the study finds that increasing the minimum wage does not lead to job losses, policymakers can implement policies to increase the minimum wage, and businesses can adjust their payroll practices.

How to Write Implications in Research

Writing implications in research involves discussing the potential outcomes or consequences of your findings and the practical applications of your study’s results. Here are some steps to follow when writing implications in research:

  • Summarize your key findings: Before discussing the implications of your research, briefly summarize your key findings. This will provide context for your implications and help readers understand how your research relates to your conclusions.
  • Identify the implications: Identify the potential implications of your research based on your key findings. Consider how your results might be applied in the real world, what further research might be necessary, and what other areas of study could be impacted by your research.
  • Connect implications to research question: Make sure that your implications are directly related to your research question or hypotheses. This will help to ensure that your implications are relevant and meaningful.
  • Consider limitations : Acknowledge any limitations or weaknesses of your research, and discuss how these might impact the implications of your research. This will help to provide a more balanced view of your findings.
  • Discuss practical applications : Discuss the practical applications of your research and how your findings could be used in real-world situations. This might include recommendations for policy or practice changes, or suggestions for future research.
  • Be clear and concise : When writing implications in research, be clear and concise. Use simple language and avoid jargon or technical terms that might be confusing to readers.
  • Provide a strong conclusion: Provide a strong conclusion that summarizes your key implications and leaves readers with a clear understanding of the significance of your research.

Purpose of Implications in Research

The purposes of implications in research include:

  • Informing practice: The implications of research can provide guidance for practitioners, policymakers, and other stakeholders about how to apply research findings in practical settings.
  • Generating new research questions: Implications can also inspire new research questions that build upon the findings of the original study.
  • Identifying gaps in knowledge: Implications can help to identify areas where more research is needed to fully understand a phenomenon.
  • Promoting scientific literacy: Implications can also help to promote scientific literacy by communicating research findings in accessible and relevant ways.
  • Facilitating decision-making : The implications of research can assist decision-makers in making informed decisions based on scientific evidence.
  • Contributing to theory development : Implications can also contribute to the development of theories by expanding upon or challenging existing theories.

When to Write Implications in Research

Here are some specific situations of when to write implications in research:

  • Research proposal : When writing a research proposal, it is important to include a section on the potential implications of the research. This section should discuss the potential impact of the research on the field and its potential applications.
  • Literature review : The literature review is an important section of the research paper where the researcher summarizes existing knowledge on the topic. This is also a good place to discuss the potential implications of the research. The researcher can identify gaps in the literature and suggest areas for further research.
  • Conclusion or discussion section : The conclusion or discussion section is where the researcher summarizes the findings of the study and interprets their meaning. This is a good place to discuss the implications of the research and its potential impact on the field.

Advantages of Implications in Research

Implications are an important part of research that can provide a range of advantages. Here are some of the key advantages of implications in research:

  • Practical applications: Implications can help researchers to identify practical applications of their research findings, which can be useful for practitioners and policymakers who are interested in applying the research in real-world contexts.
  • Improved decision-making: Implications can also help decision-makers to make more informed decisions based on the research findings. By clearly identifying the implications of the research, decision-makers can understand the potential outcomes of their decisions and make better choices.
  • Future research directions : Implications can also guide future research directions by highlighting areas that require further investigation or by suggesting new research questions. This can help to build on existing knowledge and fill gaps in the current understanding of a topic.
  • Increased relevance: By highlighting the implications of their research, researchers can increase the relevance of their work to real-world problems and challenges. This can help to increase the impact of their research and make it more meaningful to stakeholders.
  • Enhanced communication : Implications can also help researchers to communicate their findings more effectively to a wider audience. By highlighting the practical applications and potential benefits of their research, researchers can engage with stakeholders and communicate the value of their work more clearly.

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  • Open access
  • Published: 15 August 2024

LATCHES – a memory aide for the principles of attachment for effective breastfeeding: findings of a regional pilot in the Northeast of England and North Cumbria

  • Lynette Harland Shotton   ORCID: orcid.org/0000-0001-8934-3955 1 ,
  • Cheryl Elliot 1 ,
  • Roslyn Nunn 2 &
  • Kathryn Lane 3  

International Breastfeeding Journal volume  19 , Article number:  57 ( 2024 ) Cite this article

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This paper outlines a pilot of a new memory aide for breastfeeding conducted in the Northeast of England and North Cumbria between April and August 2023. The United Kingdom has some of the lowest rates of breastfeeding, particularly in the Northeast of England, and as such more needs to be done to support mothers to breastfeed for as long as they would like to. Good support from health professionals can be effective in influencing decisions to breastfeed as well as helping to ensure initiation and continuation of breastfeeding but there is evidence to suggest that professionals and students do not always feel adequately trained and it is here, where memory aides may have value.

Key breastfeeding practitioners and educators were brought together to select one of two memory aides for principles of attachment for effective breastfeeding. The selected memory aide, LATCHS, was piloted with 57 participants with a key role in promotion and support of breastfeeding in the Northeast of England and North Cumbria.

Participants conveyed mixed views about the proposed memory aide with more experienced staff reporting more favourable opinions than student midwives and early years practitioners. Experienced staff felt the new memory aide would complement an early memory aide, CHINS, which focused on principles of positioning.

Findings of the pilot indicate there is a role for a mnemonic to help practitioners understand, recall, and retain theory around attachment for effective breastfeeding and that memory aides can play an important role in complementing existing approaches to education and practice. The participants felt the proposed memory aide had some limitations and suggested important ways for it to be improved, particularly in adding an E to reflect the expecting wording. This produced the final memory aide: LATCHES.

Using data from the pilot, the memory aide was refined, and the final version LATCHES agreed for wider dissemination. Future research is needed to understand the value of LATCHES on the wider breastfeeding workforce and whether any future improvements can be made to enhance its utility.

This paper presents an overview and findings of a regional pilot of a new memory aide for breastfeeding that was conducted in the Northeast of England and North Cumbria between March and August 2023.

Global breastfeeding rates have increased by 10% [ 1 ] which, given the physical and mental health benefits for mother and baby [ 2 ], as well as the reduced costs of healthcare intervention [ 3 ] is positive. However, there is great variation in breastfeeding rates between countries, and the United Kingdom (UK) has one of the lowest rates in Europe with only 34% of babies receiving some breastmilk at 6 months. The UK compares badly with other international countries, such as the United States where the rate is 49% [ 4 ]. In the UK prevalence is particularly low among very young mothers and in areas where there are high levels of socio-economic deprivation [ 4 ]. Indeed, in the Northeast of England, where this pilot was conducted, initiation rates of breastfeeding are much lower than the England average of 74.5% at 59% and at 6–8 weeks this drops significantly with rates across the region varying from 26 to 45% compared to the England average of 42.7% [ 5 ]. The variation in breastfeeding rates throughout England is noted in national health care policies such as the NHS Long Term Plan, alongside emphasis on improving the knowledge and skill of the breastfeeding workforce via a range of measures which include UNICEF Baby Friendly Accreditation of key services such as maternity units [ 6 ].

It is accepted that good support from health professionals can be effective in influencing both decisions to breastfeed as well as helping to ensure initiation and continuation of breastfeeding but there is evidence to suggest that professionals and students do not always feel adequately trained [ 7 ]. The UNICEF Baby Friendly (UNICEF BFI) accreditation programme was established in 1992 and first introduced to the UK in 1994 as a way of ensuring the breastfeeding workforce were equipped with the requisite knowledge and skills to promote and support breastfeeding and is both recognised and recommended in numerous government and policy documents [ 8 ]. However, a recent audit in the Northeast of England completed by Local Maternity System Public Health Prevention [ 5 ] found that while some key services (maternity, health visiting, Children’s Centres, universities) in the area had achieved accreditation, this was not consistent across the region and many services had lapsed accreditation or had never been awarded accreditation, leading to varying levels of knowledge and skill across the Northeast. The audit highlighted those common barriers to achieving UNICEF BFI accreditation included the associated costs for training and dedicated time to invest and lead this work. This is also compounded by wider issues facing the NHS, particularly staff turnover and shortages of nurses, midwives, and health visitors.

In view of this context the Royal College of Nursing (RCN) [ 9 ] suggest there is a role for condensed approaches to CPD, which would help ensure staff continue to develop whilst recognising the significant barriers to facilitate this. With reference to breastfeeding, this could include the introduction of shortened training sessions focused on helping staff develop essential skills, alongside access to more in-depth training where possible. Essential skills should include knowledge and ability to assess and supporting positioning and attachment to the breast, as these are considered key in ensuring successful breastfeeding [ 10 ]. It is here where memory aides such as CHINS [ 11 ], which offers a simple way for professionals to remember, retain and recall the key principles of positioning for effective breastfeeding, would have value (See Table  1 ).

CHINS has been widely embedded in UNICEF Baby Friendly Training since 2010 and findings of an evaluation of CHINS funded by the Burdett Trust for nursing shows it has had wide impact across the UK and increasingly internationally. The findings were shared via a poster presentation: A Mixed Methods UK Evaluation of the Memory Aide CHINS at the UNICEF UK Baby Friendly Initiative Annual Conference 22–23 November 2023 [ 12 ] (see Additional file 1 ) and further outputs will be housed via the Northumbria University Knowledge Bank [ 13 ]. Feedback from professionals involved in the evaluation of CHINS was overwhelmingly positive about its impact and indicate that CHINS offers a simple way for professionals to remember, retain and recall key theory to promote and support positioning for effective breastfeeding. Many of the participants requested a complementary memory aide for the principles of attachment.

Mnemonics are widely used within health care practice and a recent systematic review conducted by Maheshwari and Kaure refers to their use in helping practitioners remember key theory and recall this to structure and guide practice [ 14 ]. Other examples, including El Hussein and Jakubec’s work [ 15 ], refer to the value of mnemonics in guiding nursing care plans and Rosenberg et al. [ 16 ] outline the role of mnemonics in structuring patient handover information. The focus of this paper is to present the findings of a pilot of a new memory aide for the principles of attachment, and as such, it is important to acknowledge earlier work in this area. In 1994 Jensen, Wallace and Kelsay [ 17 ] developed an acronym: LATCH, which was designed to provide a systematic charting system to help practitioners gather information about individual breastfeeding observations. The letter L referred to how well the infant latches onto the breast. The letter A was for the amount of audible swallowing heard. T was for the mother’s nipple type. C was to assess the mother’s level of comfort and H was for the level of help the mother needed to hold her infant to the breast. Arguably, their memory aide provides an important approach to guide the systematic assessment of breastfeeding, however, the extent to which it is used in breastfeeding education and practice in the UK is not known. The authors of this paper could not find any information about this on the UNICEF Baby Friendly Initiative webpages and indeed, the participants in the UK evaluation of CHINS were not aware of such a memory aide, hence their request for one. Consequently, the remainder of this paper focuses on a pilot of a new memory aide for the principles of attachment for breastfeeding.

Aim of the pilot

The aim of this pilot study was to select one of the two memory aides developed by the first author, shown in Table  2 ., to pilot in the Northeast of England and North Cumbria to determine whether the memory aide is suitable for sharing more widely with the breastfeeding workforce. The memory aides in this pilot differ from the earlier acronym LATCH in that they draw specifically on theory outlined by the UNICEF Baby Friendly Initiative and aim to provide specific detail about key principles of attachment for effective breastfeeding. Further to this, the nature of this pilot focused on working in collaboration with key breastfeeding practitioners to shape and refine the memory aide to enhance its utility.

The lead author collaborated with two midwifery academics from Northumbria University, a Specialist Health Visitor for Infant Feeding, and a Specialist Lead for Infant Feeding to conduct the pilot project. The collaborators were experienced practitioners who had all completed UNICEF Baby Friendly Initiative Training as well as being experienced in delivering it within their professional practice. The collaborators independently and then jointly critically reviewed both potential memory aides to select one to take forward to pilot across the Northeast of England and North Cumbria. Both memory aides were developed using UNICEF Baby Friendly Initiative theory [ 18 ] to ensure they reflected contemporary best evidence and practice. There was consensus that the second memory aide, LATCHS, was the best and was, therefore, taken forward to pilot. Prior to commencing the pilot ethical approval was obtained from Northumbria University: Ethical approval - Project No. 3577.

Structure and content of the pilot

Between the end of March and June 2023, the collaborators were asked to share LATCHS as widely as possible during breastfeeding education sessions delivered as part of their role. They were asked to show the memory aide and provide an explanation of each of the first letters and how they linked to relevant breastfeeding theory, as outlined in Table  2 , before asking participants to take some time to review the information and then participate in focus group discussion to evaluate the memory aide.

The focus group discussion was guided by the following key question:

What are your first impressions of LATCHS?

Follow up prompts asked:

Can you think of any limitations of LATCHS?

If there are limitations, how might they be addressed?

Do you have any other feedback?

Study site and participants

The study site covered the Northeast and North Cumbria, and this was largely for practical reasons given that the collaborators involved in the pilot covered this geographic area in their professional roles. At the end of breastfeeding education sessions, the collaborators asked the participants if they wished to take part in the pilot. Information about the pilot was shared and participation was based on informed choice. Consent was obtained verbally and in writing and given their professional and student status, all participants were over 18 years of age and deemed able to provide consent. The focus groups were audio recorded and participants were anonymised.

In total there were 57 participants from a range of professional and non-professional backgrounds (see Table  3 ). The size of the sample meant that extensive feedback about LATCHES was obtained from a range of practitioners all involved in the promotion and support of breastfeeding. To protect anonymity the letter R and a number between 1 and 57 were assigned to each of the 57 participants.

Data analysis

Focus group recordings were transcribed verbatim and analysed by the lead author using a deductive approach based on the evaluation questions. The overarching themes were support for LATCHS and limitations of LATCHS and areas for improvement. Initial analysis was undertaken by the first author and then scrutinised and final themes agreed in collaboration with the co-authors.

Support for LATCHS

The participants felt that there was a lot to learn and remember about breastfeeding and that it was important to “get it right” (R6, Infant Feeding Lead) to ensure mothers and their babies received the best possible care and did not give up breastfeeding before they wished to. Consequently, there was consensus that a memory aide for the principles of attachment would be a welcome intervention. This was largely based on the sustained success of CHINS, which participants were all aware of and had used in their practice and the fact there was currently no standard mechanism to remember principles of attachment. One participant indicated:

“I was a community midwife before I was in this role and CHINS I used all day, every day, and I absolutely loved it and so did my colleagues. So, this one, I’ll remember that now” (R10, Infant Feeding Lead).

Respondents felt that CHINS had helped with their practice because it was simple and easy to use, and one participant felt that LATCHS “accompanies CHINS beautifully” (R1, Infant Feeding Lead).

Several of the participants liked the overall structure of LATCHS and the fact that it made sense to them. For example,

“But I think the way it’s laid out and it’s, it’s relevant that title, isn’t it to you know, latching the baby fixing on and things” (R11, Infant Feeding Lead).

However, this was not the case for all participants and generally, LATCHS was more positively received by professional registrants, especially those with a key responsibility or role for delivering breastfeeding education.

Limitations of LATCHS and areas for improvement

Those from an Early Years Practitioner background were less supportive of LATCHS and several felt that in comparison to CHINS, which they liked, and were used to using, LATCHS would be more difficult to remember. Both early years practitioners and midwifery students debated at length the term a-symmetric attachment and felt that areola would be sufficient. They also felt that T for top lip could be confusing, as the mother herself would not be able to see this. The use of H for hurting was also questioned, as illustrated in the following quote:

“The word hurting is a negative word […] this may make mothers think breastfeeding is always painful” (R56, Early Years Practitioner).

There was also discussion about the fact that LATCHS did not match the dictionary spelling of the word latches and that this might make it more difficult to remember. One participant suggested:

“I would maybe spell it LATCHES […to avoid] trying to remember and “e” that doesn’t exist” (R51, Master’s Midwifery Student).

The participants in this pilot were very aware of the importance of promoting and supporting breastfeeding and their professional duty in providing high quality and evidence-based practice. Arguably this reflects the context presented at the beginning of this paper, where there is increasing recognition that breastfeeding rates in England compare less favourably than other countries [ 4 ], alongside awareness and commitment at strategic level to drive forward measures to improve breastfeeding rates by improving education, skills, and practice [ 6 ]. Despite this, the participants were aware of the challenges faced by practitioners in delivering high quality breastfeeding support and this linked to both the context of busy professional roles with competing demands on time and the need for a wide-ranging skillset but also, as outlined by (R6) recognition that there is “a lot to learn” to provide high quality breastfeeding support.

The memory aide for CHINS and the new memory aide in this pilot focus on the two key areas of importance for effective breastfeeding: positioning and attachment. These are often considered critical to effective breastfeeding, and it is suggested that in the event of difficulty with breastfeeding these should be assessed as part of the diagnostic process [ 19 ]. Whilst the ambition for key services to achieve UNICEF Baby Friendly Accreditation is positive, it must be accepted that this will take time to achieve, particularly given the varying rates of accreditation across the UK [ 6 ] and regionally [ 5 ]. In view of this there is a strong argument for simpler approaches to supporting the development of key skills [ 8 ], which could be introduced quickly and widely across the breastfeeding workforce as a measure to address the skills gap and in the absence of more widespread UNICEF Baby Friendly Training. It is here where these two memory aides could add value and help practitioners develop skills in these two important areas.

Whilst it is suggested that mnemonics are often more beneficial to students and those learning new materials [ 14 ], it is interesting in this pilot that LATCHS was viewed more negatively by student midwives and early years practitioners. However, as identified previously, this is perhaps because in its original form LATCHS made less sense to them because it did not sound the way they would expect it to be spelled and, as such did not help them to organise the theory in a meaningful way. Those practitioners with more experience may have been able to understand how LATCHS could support their already established practice and therefore, even in this form could see how they would use it. This finding demonstrates the importance of conducting pilot work to test interventions and use the data to both identify problems in design and utility as well as to make enhancements [ 20 ]. This pilot was particularly helpful in doing that and as outlined, the participants were able to provide a robust critique of LATCHS, as well as helpful suggestions about how it could be enhanced to improve its utility in practice. This resulted in amendments which produced the final memory aide: LATCHES, which includes the addition of the E to ensure it is spelled the way it sounds. Table  4 provides an overview of LATCHES and the explanation of the theory behind each of the letters.

This regional pilot of this new memory aide to help breastfeeding practitioners understand, retain, and recall principles of attachment for effective breastfeeding underlines the value of working in collaboration with key stakeholders and participants to improve interventions designed to support effective breastfeeding practice. It is accepted that memory aides such as this may not work for everyone but equally that they can play a key role in improving practice and ultimately helping mothers to breastfeed their babies for as long as they would like to.

The aim of both CHINS and LATCHES is not to replace existing approaches to the education and training of the breastfeeding workforce, or to replace existing breastfeeding assessment tools. Instead, it is hoped that they may play a complementary role and add another approach to ensuring practitioners have the requisite skills to promote and support breastfeeding. Within the United Kingdom, CHINS has been incorporated into the Practical Skills Review Form – Breast Feeding and Hand Expression [ 18 ] which suggests that simple memory aides such as this have utility in helping effective breastfeeding assessment.

By sharing LATCHES more widely with breastfeeding practitioners and educators, they will be able to determine whether this supports their retention and use of evidence-based theory to guide their practice. In doing so, this will pave the way for a future evaluation of LATCHES to understand how it has been received by the breastfeeding workforce as well as to identify whether and how it can be improved.

Data availability

The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.

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Acknowledgements

Thanks to Lynne Smith, Assistant Professor at Northumbria University, for involvement in critically reviewing the two potential memory aides and selecting the memory aide chosen for this pilot. Thanks to the participants whose feedback informed LATCHES.

The pilot was funded using internal research funds from Northumbria University. The funder did not have a specific role in conceptualisation, design, data collection, analysis, or decision to publish.

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LS conceived the idea and drafted the manuscript.LS is first author and corresponding authorCE is second author; RN is third author and KL last author CE, RN and KL were involved in the collection and analysis of the pilot data. All author’s read and approved the final manuscript.

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Shotton, L.H., Elliot, C., Nunn, R. et al. LATCHES – a memory aide for the principles of attachment for effective breastfeeding: findings of a regional pilot in the Northeast of England and North Cumbria. Int Breastfeed J 19 , 57 (2024). https://doi.org/10.1186/s13006-024-00663-8

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key findings of the research

How Can We Make a Progressive Tax System More Efficient?

Key takeaways.

  • In a progressive tax system, taxes as a share of income increase as income increases.
  • A progressive tax system reduces inequality but also diminishes the incentive for individuals to strive for higher incomes.
  • I discuss ways to maintain a progressive tax system without imposing such disincentives on workers.

In the U.S., income tax rates rise as households earn more. However, such a system means workers have a reduced incentive to increase their earnings. In this article, I discuss a finding from one of my papers that explores the possible effects of targeting tax rates on additional characteristics besides income.

The U.S.'s Progressive Income Tax System

Federal income taxes are the primary source of revenue for the federal government. According to estimates from 2022, 54 percent of federal revenues came from individual income taxes, 30 percent from Social Security taxes, 8 percent from corporate income taxes, and the remaining from other types of taxation such as estate taxes. 1

A fundamental characteristic of the U.S. income tax system is its progressivity. A tax system is considered progressive if the tax burden as a share of income rises as income increases. For example, in a progressive tax system, a family with an income of $100,000 might pay a total of 20 percent in taxes, while a family with an income of $200,000 might pay a total of 25 percent of its income in taxes.

In contrast, a proportional (or flat) tax system maintains a constant tax rate regardless of income, and a regressive tax system decreases the tax rate as income rises. The degree of progressivity is linked to the concept of vertical equity, which concerns how the tax burden is distributed among households with different levels of well-being.

Income Inequality and the U.S. Tax System

Many view a progressive tax system as fair because an extra dollar holds less value for a high-income household than for a low-income household. Therefore, asking higher-income households to contribute a larger fraction of their additional income is seen as a reasonable policy. However, some argue it is unfair to require certain taxpayers to pay more than others or pay a larger share of their income.

One principle guiding economists in evaluating tax policy fairness is the benefit principle, which suggests that the tax burden should correspond to the benefits received from government services. Based on this principle, it is argued that higher-income individuals — who benefit from public infrastructure and government spending — should contribute more significantly to the tax burden.

The public discussion about how progressive the tax system should be is often motivated by the rise in income inequality. The top 10 percent of earners in the U.S. now receive around 45 percent of national income, up from 35 percent 50 years ago. 2 Economist Thomas Piketty attributes this rise in inequality primarily to an unprecedented increase in wage disparity , stemming from the income rise of top executives and managers. 3

Of course, inequality itself may not be problematic if there is sufficient economic mobility. For instance, if low-income and high-income workers frequently change places, income inequality is less concerning. However, mobility at the top of the income distribution has remained stable , not offsetting the rise in inequality since the 1970s. 4

Taxes can also impose hidden economic costs. When high-income levels are taxed more heavily, it can diminish the incentive for individuals to strive for higher incomes. Conversely, if everyone pays the same amount of taxes, there is no disincentive to work harder, as one's efforts do not affect the amount of tax paid. Every economic tax system needs to resolve this trade-off: A more progressive tax system may reduce income inequality but often imposes larger disincentives to economic agents.

A More Efficient Income Tax System?

A basic principle of public finance is that the government should decrease tax distortions on workers who are more likely to respond adversely to a rise in their taxes. (In economics jargon, these would be workers with a larger value of labor supply elasticity.)

But how can the government distinguish between workers with a low or high elasticity of labor supply? In my 2016 paper " A Road Map for Efficiently Taxing Heterogeneous Agents ," I propose using information on the observable characteristics of the workers. For example, workers closer to retirement are more likely to quit their jobs if their taxes increase. Also, secondary earners in dual-income households may be the first to drop out of the labor market if their taxes increase.

So, how could a more efficient tax system work? Think of an economy with 10 potential workers. Each worker has a wage level that makes the worker exactly indifferent between participating in or staying out of the labor market. And this "reservation wage" is not the same across workers. For example, young workers may be willing to work for lower wages to build experience and skills. Other workers may not accept a job unless it is high paying, such as workers with enough accumulated assets or financial support who can afford to stay out of the labor force.

Let's rank workers in terms of reservation wages from bottom to top and consider a company that offers a wage equal to the reservation wage of worker 5. How many workers can the company attract? Workers 1 to 4 would happily accept the job position, worker 5 would be just indifferent about accepting, and workers 6 to 10 would decline to work.

Now, imagine that the government levies taxes of 1 percent of workers' labor income. These taxes effectively reduce the (after-tax) wage received by the workers. As a result, worker 5 now also rejects the offer, so the company's pool of workers becomes even smaller.

But there is a way to impose taxes while also keeping worker 5 in the workforce: increase taxes only on workers 1 to 4. This tax system would keep taxes low for workers who are the most likely to respond to a lower after-tax wage (worker 5 in our example).

How can such a tax system be implemented in practice? Since labor supply elasticity is unobservable, the government can rely on information on workers' age and wealth holdings, which are strong predictors of how low or high workers' reservation wages are.

Summary of Findings

In my paper, I evaluate the potential of a tax system that explicitly depends on such characteristics. I find that, regarding age, the tax rates should be lower for young and old households and higher for mid-career households. Tax rates should additionally decrease in household assets and as households get closer to retirement. Finally, I suggest that when a spouse joins the workforce, households should get a tax credit. Using a quantitative model, I find that these reforms have significant economic gains: Capital increases by up to 20 percent, and labor supply increases by up to around 3 percent.

Marios Karabarbounis is a senior economist in the Research Department at the Federal Reserve Bank of Richmond.

See the 2023 article " Your Income Taxes Are Due. Here's Who Pays the Most. " by Laura Saunders.

See the 2017 paper " Distributional National Accounts: Methods and Estimates for the United States " by Thomas Piketty, Emmanual Saez and Gabriel Zucman.

See Piketty's 2013 book Capital in the 21st Century .

See the 2010 article " Earnings Inequality and Mobility in the United States: Evidence from Social Security Data Since 1937 " by Wojciech Kopchuk, Emmanuel Saez and Jae Song.

To cite this Economic Brief, please use the following format: Karabarbounis, Marios. (August 2024) "How Can We Make a Progressive Tax System More Efficient?" Federal Reserve Bank of Richmond Economic Brief , No. 24-26.

This article may be photocopied or reprinted in its entirety. Please credit the author, source, and the Federal Reserve Bank of Richmond and include the italicized statement below.

Views expressed in this article are those of the author and not necessarily those of the Federal Reserve Bank of Richmond or the Federal Reserve System.

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The critical steps for successful research: The research proposal and scientific writing: (A report on the pre-conference workshop held in conjunction with the 64 th annual conference of the Indian Pharmaceutical Congress-2012)

Pitchai balakumar.

Pharmacology Unit, Faculty of Pharmacy, AIMST University, Semeling, 08100 Bedong. Kedah Darul Aman, Malaysia

Mohammed Naseeruddin Inamdar

1 Department of Pharmacology, Al-Ameen College of Pharmacy, Bengaluru, Karnataka, India

Gowraganahalli Jagadeesh

2 Division of Cardiovascular and Renal Products, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, USA

An interactive workshop on ‘The Critical Steps for Successful Research: The Research Proposal and Scientific Writing’ was conducted in conjunction with the 64 th Annual Conference of the Indian Pharmaceutical Congress-2012 at Chennai, India. In essence, research is performed to enlighten our understanding of a contemporary issue relevant to the needs of society. To accomplish this, a researcher begins search for a novel topic based on purpose, creativity, critical thinking, and logic. This leads to the fundamental pieces of the research endeavor: Question, objective, hypothesis, experimental tools to test the hypothesis, methodology, and data analysis. When correctly performed, research should produce new knowledge. The four cornerstones of good research are the well-formulated protocol or proposal that is well executed, analyzed, discussed and concluded. This recent workshop educated researchers in the critical steps involved in the development of a scientific idea to its successful execution and eventual publication.

INTRODUCTION

Creativity and critical thinking are of particular importance in scientific research. Basically, research is original investigation undertaken to gain knowledge and understand concepts in major subject areas of specialization, and includes the generation of ideas and information leading to new or substantially improved scientific insights with relevance to the needs of society. Hence, the primary objective of research is to produce new knowledge. Research is both theoretical and empirical. It is theoretical because the starting point of scientific research is the conceptualization of a research topic and development of a research question and hypothesis. Research is empirical (practical) because all of the planned studies involve a series of observations, measurements, and analyses of data that are all based on proper experimental design.[ 1 – 9 ]

The subject of this report is to inform readers of the proceedings from a recent workshop organized by the 64 th Annual conference of the ‘ Indian Pharmaceutical Congress ’ at SRM University, Chennai, India, from 05 to 06 December 2012. The objectives of the workshop titled ‘The Critical Steps for Successful Research: The Research Proposal and Scientific Writing,’ were to assist participants in developing a strong fundamental understanding of how best to develop a research or study protocol, and communicate those research findings in a conference setting or scientific journal. Completing any research project requires meticulous planning, experimental design and execution, and compilation and publication of findings in the form of a research paper. All of these are often unfamiliar to naïve researchers; thus, the purpose of this workshop was to teach participants to master the critical steps involved in the development of an idea to its execution and eventual publication of the results (See the last section for a list of learning objectives).

THE STRUCTURE OF THE WORKSHOP

The two-day workshop was formatted to include key lectures and interactive breakout sessions that focused on protocol development in six subject areas of the pharmaceutical sciences. This was followed by sessions on scientific writing. DAY 1 taught the basic concepts of scientific research, including: (1) how to formulate a topic for research and to describe the what, why , and how of the protocol, (2) biomedical literature search and review, (3) study designs, statistical concepts, and result analyses, and (4) publication ethics. DAY 2 educated the attendees on the basic elements and logistics of writing a scientific paper and thesis, and preparation of poster as well as oral presentations.

The final phase of the workshop was the ‘Panel Discussion,’ including ‘Feedback/Comments’ by participants. There were thirteen distinguished speakers from India and abroad. Approximately 120 post-graduate and pre-doctoral students, young faculty members, and scientists representing industries attended the workshop from different parts of the country. All participants received a printed copy of the workshop manual and supporting materials on statistical analyses of data.

THE BASIC CONCEPTS OF RESEARCH: THE KEY TO GETTING STARTED IN RESEARCH

A research project generally comprises four key components: (1) writing a protocol, (2) performing experiments, (3) tabulating and analyzing data, and (4) writing a thesis or manuscript for publication.

Fundamentals in the research process

A protocol, whether experimental or clinical, serves as a navigator that evolves from a basic outline of the study plan to become a qualified research or grant proposal. It provides the structural support for the research. Dr. G. Jagadeesh (US FDA), the first speaker of the session, spoke on ‘ Fundamentals in research process and cornerstones of a research project .’ He discussed at length the developmental and structural processes in preparing a research protocol. A systematic and step-by-step approach is necessary in planning a study. Without a well-designed protocol, there would be a little chance for successful completion of a research project or an experiment.

Research topic

The first and the foremost difficult task in research is to identify a topic for investigation. The research topic is the keystone of the entire scientific enterprise. It begins the project, drives the entire study, and is crucial for moving the project forward. It dictates the remaining elements of the study [ Table 1 ] and thus, it should not be too narrow or too broad or unfocused. Because of these potential pitfalls, it is essential that a good or novel scientific idea be based on a sound concept. Creativity, critical thinking, and logic are required to generate new concepts and ideas in solving a research problem. Creativity involves critical thinking and is associated with generating many ideas. Critical thinking is analytical, judgmental, and involves evaluating choices before making a decision.[ 4 ] Thus, critical thinking is convergent type thinking that narrows and refines those divergent ideas and finally settles to one idea for an in-depth study. The idea on which a research project is built should be novel, appropriate to achieve within the existing conditions, and useful to the society at large. Therefore, creativity and critical thinking assist biomedical scientists in research that results in funding support, novel discovery, and publication.[ 1 , 4 ]

Elements of a study protocol

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Research question

The next most crucial aspect of a study protocol is identifying a research question. It should be a thought-provoking question. The question sets the framework. It emerges from the title, findings/results, and problems observed in previous studies. Thus, mastering the literature, attendance at conferences, and discussion in journal clubs/seminars are sources for developing research questions. Consider the following example in developing related research questions from the research topic.

Hepatoprotective activity of Terminalia arjuna and Apium graveolens on paracetamol-induced liver damage in albino rats.

How is paracetamol metabolized in the body? Does it involve P450 enzymes? How does paracetamol cause liver injury? What are the mechanisms by which drugs can alleviate liver damage? What biochemical parameters are indicative of liver injury? What major endogenous inflammatory molecules are involved in paracetamol-induced liver damage?

A research question is broken down into more precise objectives. The objectives lead to more precise methods and definition of key terms. The objectives should be SMART-Specific, Measurable, Achievable, Realistic, Time-framed,[ 10 ] and should cover the entire breadth of the project. The objectives are sometimes organized into hierarchies: Primary, secondary, and exploratory; or simply general and specific. Study the following example:

To evaluate the safety and tolerability of single oral doses of compound X in normal volunteers.

To assess the pharmacokinetic profile of compound X following single oral doses.

To evaluate the incidence of peripheral edema reported as an adverse event.

The objectives and research questions are then formulated into a workable or testable hypothesis. The latter forces us to think carefully about what comparisons will be needed to answer the research question, and establishes the format for applying statistical tests to interpret the results. The hypothesis should link a process to an existing or postulated biologic pathway. A hypothesis is written in a form that can yield measurable results. Studies that utilize statistics to compare groups of data should have a hypothesis. Consider the following example:

  • The hepatoprotective activity of Terminalia arjuna is superior to that of Apium graveolens against paracetamol-induced liver damage in albino rats.

All biological research, including discovery science, is hypothesis-driven. However, not all studies need be conducted with a hypothesis. For example, descriptive studies (e.g., describing characteristics of a plant, or a chemical compound) do not need a hypothesis.[ 1 ]

Relevance of the study

Another important section to be included in the protocol is ‘significance of the study.’ Its purpose is to justify the need for the research that is being proposed (e.g., development of a vaccine for a disease). In summary, the proposed study should demonstrate that it represents an advancement in understanding and that the eventual results will be meaningful, contribute to the field, and possibly even impact society.

Biomedical literature

A literature search may be defined as the process of examining published sources of information on a research or review topic, thesis, grant application, chemical, drug, disease, or clinical trial, etc. The quantity of information available in print or electronically (e.g., the internet) is immense and growing with time. A researcher should be familiar with the right kinds of databases and search engines to extract the needed information.[ 3 , 6 ]

Dr. P. Balakumar (Institute of Pharmacy, Rajendra Institute of Technology and Sciences, Sirsa, Haryana; currently, Faculty of Pharmacy, AIMST University, Malaysia) spoke on ‘ Biomedical literature: Searching, reviewing and referencing .’ He schematically explained the basis of scientific literature, designing a literature review, and searching literature. After an introduction to the genesis and diverse sources of scientific literature searches, the use of PubMed, one of the premier databases used for biomedical literature searches world-wide, was illustrated with examples and screenshots. Several companion databases and search engines are also used for finding information related to health sciences, and they include Embase, Web of Science, SciFinder, The Cochrane Library, International Pharmaceutical Abstracts, Scopus, and Google Scholar.[ 3 ] Literature searches using alternative interfaces for PubMed such as GoPubMed, Quertle, PubFocus, Pubget, and BibliMed were discussed. The participants were additionally informed of databases on chemistry, drugs and drug targets, clinical trials, toxicology, and laboratory animals (reviewed in ref[ 3 ]).

Referencing and bibliography are essential in scientific writing and publication.[ 7 ] Referencing systems are broadly classified into two major types, such as Parenthetical and Notation systems. Parenthetical referencing is also known as Harvard style of referencing, while Vancouver referencing style and ‘Footnote’ or ‘Endnote’ are placed under Notation referencing systems. The participants were educated on each referencing system with examples.

Bibliography management

Dr. Raj Rajasekaran (University of California at San Diego, CA, USA) enlightened the audience on ‘ bibliography management ’ using reference management software programs such as Reference Manager ® , Endnote ® , and Zotero ® for creating and formatting bibliographies while writing a manuscript for publication. The discussion focused on the use of bibliography management software in avoiding common mistakes such as incomplete references. Important steps in bibliography management, such as creating reference libraries/databases, searching for references using PubMed/Google scholar, selecting and transferring selected references into a library, inserting citations into a research article and formatting bibliographies, were presented. A demonstration of Zotero®, a freely available reference management program, included the salient features of the software, adding references from PubMed using PubMed ID, inserting citations and formatting using different styles.

Writing experimental protocols

The workshop systematically instructed the participants in writing ‘ experimental protocols ’ in six disciplines of Pharmaceutical Sciences.: (1) Pharmaceutical Chemistry (presented by Dr. P. V. Bharatam, NIPER, Mohali, Punjab); (2) Pharmacology (presented by Dr. G. Jagadeesh and Dr. P. Balakumar); (3) Pharmaceutics (presented by Dr. Jayant Khandare, Piramal Life Sciences, Mumbai); (4) Pharmacy Practice (presented by Dr. Shobha Hiremath, Al-Ameen College of Pharmacy, Bengaluru); (5) Pharmacognosy and Phytochemistry (presented by Dr. Salma Khanam, Al-Ameen College of Pharmacy, Bengaluru); and (6) Pharmaceutical Analysis (presented by Dr. Saranjit Singh, NIPER, Mohali, Punjab). The purpose of the research plan is to describe the what (Specific Aims/Objectives), why (Background and Significance), and how (Design and Methods) of the proposal.

The research plan should answer the following questions: (a) what do you intend to do; (b) what has already been done in general, and what have other researchers done in the field; (c) why is this worth doing; (d) how is it innovative; (e) what will this new work add to existing knowledge; and (f) how will the research be accomplished?

In general, the format used by the faculty in all subjects is shown in Table 2 .

Elements of a research protocol

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Biostatistics

Biostatistics is a key component of biomedical research. Highly reputed journals like The Lancet, BMJ, Journal of the American Medical Association, and many other biomedical journals include biostatisticians on their editorial board or reviewers list. This indicates that a great importance is given for learning and correctly employing appropriate statistical methods in biomedical research. The post-lunch session on day 1 of the workshop was largely committed to discussion on ‘ Basic biostatistics .’ Dr. R. Raveendran (JIPMER, Puducherry) and Dr. Avijit Hazra (PGIMER, Kolkata) reviewed, in parallel sessions, descriptive statistics, probability concepts, sample size calculation, choosing a statistical test, confidence intervals, hypothesis testing and ‘ P ’ values, parametric and non-parametric statistical tests, including analysis of variance (ANOVA), t tests, Chi-square test, type I and type II errors, correlation and regression, and summary statistics. This was followed by a practice and demonstration session. Statistics CD, compiled by Dr. Raveendran, was distributed to the participants before the session began and was demonstrated live. Both speakers worked on a variety of problems that involved both clinical and experimental data. They discussed through examples the experimental designs encountered in a variety of studies and statistical analyses performed for different types of data. For the benefit of readers, we have summarized statistical tests applied frequently for different experimental designs and post-hoc tests [ Figure 1 ].

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Conceptual framework for statistical analyses of data. Of the two kinds of variables, qualitative (categorical) and quantitative (numerical), qualitative variables (nominal or ordinal) are not normally distributed. Numerical data that come from normal distributions are analyzed using parametric tests, if not; the data are analyzed using non-parametric tests. The most popularly used Student's t -test compares the means of two populations, data for this test could be paired or unpaired. One-way analysis of variance (ANOVA) is used to compare the means of three or more independent populations that are normally distributed. Applying t test repeatedly in pair (multiple comparison), to compare the means of more than two populations, will increase the probability of type I error (false positive). In this case, for proper interpretation, we need to adjust the P values. Repeated measures ANOVA is used to compare the population means if more than two observations coming from same subject over time. The null hypothesis is rejected with a ‘ P ’ value of less than 0.05, and the difference in population means is considered to be statistically significant. Subsequently, appropriate post-hoc tests are used for pairwise comparisons of population means. Two-way or three-way ANOVA are considered if two (diet, dose) or three (diet, dose, strain) independent factors, respectively, are analyzed in an experiment (not described in the Figure). Categorical nominal unmatched variables (counts or frequencies) are analyzed by Chi-square test (not shown in the Figure)

Research and publication ethics

The legitimate pursuit of scientific creativity is unfortunately being marred by a simultaneous increase in scientific misconduct. A disproportionate share of allegations involves scientists of many countries, and even from respected laboratories. Misconduct destroys faith in science and scientists and creates a hierarchy of fraudsters. Investigating misconduct also steals valuable time and resources. In spite of these facts, most researchers are not aware of publication ethics.

Day 1 of the workshop ended with a presentation on ‘ research and publication ethics ’ by Dr. M. K. Unnikrishnan (College of Pharmaceutical Sciences, Manipal University, Manipal). He spoke on the essentials of publication ethics that included plagiarism (attempting to take credit of the work of others), self-plagiarism (multiple publications by an author on the same content of work with slightly different wordings), falsification (manipulation of research data and processes and omitting critical data or results), gift authorship (guest authorship), ghostwriting (someone other than the named author (s) makes a major contribution), salami publishing (publishing many papers, with minor differences, from the same study), and sabotage (distracting the research works of others to halt their research completion). Additionally, Dr. Unnikrishnan pointed out the ‘ Ingelfinger rule ’ of stipulating that a scientist must not submit the same original research in two different journals. He also advised the audience that authorship is not just credit for the work but also responsibility for scientific contents of a paper. Although some Indian Universities are instituting preventive measures (e.g., use of plagiarism detecting software, Shodhganga digital archiving of doctoral theses), Dr. Unnikrishnan argued for a great need to sensitize young researchers on the nature and implications of scientific misconduct. Finally, he discussed methods on how editors and peer reviewers should ethically conduct themselves while managing a manuscript for publication.

SCIENTIFIC COMMUNICATION: THE KEY TO SUCCESSFUL SELLING OF FINDINGS

Research outcomes are measured through quality publications. Scientists must not only ‘do’ science but must ‘write’ science. The story of the project must be told in a clear, simple language weaving in previous work done in the field, answering the research question, and addressing the hypothesis set forth at the beginning of the study. Scientific publication is an organic process of planning, researching, drafting, revising, and updating the current knowledge for future perspectives. Writing a research paper is no easier than the research itself. The lectures of Day 2 of the workshop dealt with the basic elements and logistics of writing a scientific paper.

An overview of paper structure and thesis writing

Dr. Amitabh Prakash (Adis, Auckland, New Zealand) spoke on ‘ Learning how to write a good scientific paper .’ His presentation described the essential components of an original research paper and thesis (e.g., introduction, methods, results, and discussion [IMRaD]) and provided guidance on the correct order, in which data should appear within these sections. The characteristics of a good abstract and title and the creation of appropriate key words were discussed. Dr. Prakash suggested that the ‘title of a paper’ might perhaps have a chance to make a good impression, and the title might be either indicative (title that gives the purpose of the study) or declarative (title that gives the study conclusion). He also suggested that an abstract is a succinct summary of a research paper, and it should be specific, clear, and concise, and should have IMRaD structure in brief, followed by key words. Selection of appropriate papers to be cited in the reference list was also discussed. Various unethical authorships were enumerated, and ‘The International Committee of Medical Journal Editors (ICMJE) criteria for authorship’ was explained ( http://www.icmje.org/ethical_1author.html ; also see Table 1 in reference #9). The session highlighted the need for transparency in medical publication and provided a clear description of items that needed to be included in the ‘Disclosures’ section (e.g., sources of funding for the study and potential conflicts of interest of all authors, etc.) and ‘Acknowledgements’ section (e.g., writing assistance and input from all individuals who did not meet the authorship criteria). The final part of the presentation was devoted to thesis writing, and Dr. Prakash provided the audience with a list of common mistakes that are frequently encountered when writing a manuscript.

The backbone of a study is description of results through Text, Tables, and Figures. Dr. S. B. Deshpande (Institute of Medical Sciences, Banaras Hindu University, Varanasi, India) spoke on ‘ Effective Presentation of Results .’ The Results section deals with the observations made by the authors and thus, is not hypothetical. This section is subdivided into three segments, that is, descriptive form of the Text, providing numerical data in Tables, and visualizing the observations in Graphs or Figures. All these are arranged in a sequential order to address the question hypothesized in the Introduction. The description in Text provides clear content of the findings highlighting the observations. It should not be the repetition of facts in tables or graphs. Tables are used to summarize or emphasize descriptive content in the text or to present the numerical data that are unrelated. Illustrations should be used when the evidence bearing on the conclusions of a paper cannot be adequately presented in a written description or in a Table. Tables or Figures should relate to each other logically in sequence and should be clear by themselves. Furthermore, the discussion is based entirely on these observations. Additionally, how the results are applied to further research in the field to advance our understanding of research questions was discussed.

Dr. Peush Sahni (All-India Institute of Medical Sciences, New Delhi) spoke on effectively ‘ structuring the Discussion ’ for a research paper. The Discussion section deals with a systematic interpretation of study results within the available knowledge. He said the section should begin with the most important point relating to the subject studied, focusing on key issues, providing link sentences between paragraphs, and ensuring the flow of text. Points were made to avoid history, not repeat all the results, and provide limitations of the study. The strengths and novel findings of the study should be provided in the discussion, and it should open avenues for future research and new questions. The Discussion section should end with a conclusion stating the summary of key findings. Dr. Sahni gave an example from a published paper for writing a Discussion. In another presentation titled ‘ Writing an effective title and the abstract ,’ Dr. Sahni described the important components of a good title, such as, it should be simple, concise, informative, interesting and eye-catching, accurate and specific about the paper's content, and should state the subject in full indicating study design and animal species. Dr. Sahni explained structured (IMRaD) and unstructured abstracts and discussed a few selected examples with the audience.

Language and style in publication

The next lecture of Dr. Amitabh Prakash on ‘ Language and style in scientific writing: Importance of terseness, shortness and clarity in writing ’ focused on the actual sentence construction, language, grammar and punctuation in scientific manuscripts. His presentation emphasized the importance of brevity and clarity in the writing of manuscripts describing biomedical research. Starting with a guide to the appropriate construction of sentences and paragraphs, attendees were given a brief overview of the correct use of punctuation with interactive examples. Dr. Prakash discussed common errors in grammar and proactively sought audience participation in correcting some examples. Additional discussion was centered on discouraging the use of redundant and expendable words, jargon, and the use of adjectives with incomparable words. The session ended with a discussion of words and phrases that are commonly misused (e.g., data vs . datum, affect vs . effect, among vs . between, dose vs . dosage, and efficacy/efficacious vs . effective/effectiveness) in biomedical research manuscripts.

Working with journals

The appropriateness in selecting the journal for submission and acceptance of the manuscript should be determined by the experience of an author. The corresponding author must have a rationale in choosing the appropriate journal, and this depends upon the scope of the study and the quality of work performed. Dr. Amitabh Prakash spoke on ‘ Working with journals: Selecting a journal, cover letter, peer review process and impact factor ’ by instructing the audience in assessing the true value of a journal, understanding principles involved in the peer review processes, providing tips on making an initial approach to the editorial office, and drafting an appropriate cover letter to accompany the submission. His presentation defined the metrics that are most commonly used to measure journal quality (e.g., impact factor™, Eigenfactor™ score, Article Influence™ score, SCOPUS 2-year citation data, SCImago Journal Rank, h-Index, etc.) and guided attendees on the relative advantages and disadvantages of using each metric. Factors to consider when assessing journal quality were discussed, and the audience was educated on the ‘green’ and ‘gold’ open access publication models. Various peer review models (e.g., double-blind, single-blind, non-blind) were described together with the role of the journal editor in assessing manuscripts and selecting suitable reviewers. A typical checklist sent to referees was shared with the attendees, and clear guidance was provided on the best way to address referee feedback. The session concluded with a discussion of the potential drawbacks of the current peer review system.

Poster and oral presentations at conferences

Posters have become an increasingly popular mode of presentation at conferences, as it can accommodate more papers per meeting, has no time constraint, provides a better presenter-audience interaction, and allows one to select and attend papers of interest. In Figure 2 , we provide instructions, design, and layout in preparing a scientific poster. In the final presentation, Dr. Sahni provided the audience with step-by-step instructions on how to write and format posters for layout, content, font size, color, and graphics. Attendees were given specific guidance on the format of text on slides, the use of color, font type and size, and the use of illustrations and multimedia effects. Moreover, the importance of practical tips while delivering oral or poster presentation was provided to the audience, such as speak slowly and clearly, be informative, maintain eye contact, and listen to the questions from judges/audience carefully before coming up with an answer.

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Guidelines and design to scientific poster presentation. The objective of scientific posters is to present laboratory work in scientific meetings. A poster is an excellent means of communicating scientific work, because it is a graphic representation of data. Posters should have focus points, and the intended message should be clearly conveyed through simple sections: Text, Tables, and Graphs. Posters should be clear, succinct, striking, and eye-catching. Colors should be used only where necessary. Use one font (Arial or Times New Roman) throughout. Fancy fonts should be avoided. All headings should have font size of 44, and be in bold capital letters. Size of Title may be a bit larger; subheading: Font size of 36, bold and caps. References and Acknowledgments, if any, should have font size of 24. Text should have font size between 24 and 30, in order to be legible from a distance of 3 to 6 feet. Do not use lengthy notes

PANEL DISCUSSION: FEEDBACK AND COMMENTS BY PARTICIPANTS

After all the presentations were made, Dr. Jagadeesh began a panel discussion that included all speakers. The discussion was aimed at what we do currently and could do in the future with respect to ‘developing a research question and then writing an effective thesis proposal/protocol followed by publication.’ Dr. Jagadeesh asked the following questions to the panelists, while receiving questions/suggestions from the participants and panelists.

  • Does a Post-Graduate or Ph.D. student receive adequate training, either through an institutional course, a workshop of the present nature, or from the guide?
  • Are these Post-Graduates self-taught (like most of us who learnt the hard way)?
  • How are these guides trained? How do we train them to become more efficient mentors?
  • Does a Post-Graduate or Ph.D. student struggle to find a method (s) to carry out studies? To what extent do seniors/guides help a post graduate overcome technical difficulties? How difficult is it for a student to find chemicals, reagents, instruments, and technical help in conducting studies?
  • Analyses of data and interpretation: Most students struggle without adequate guidance.
  • Thesis and publications frequently feature inadequate/incorrect statistical analyses and representation of data in tables/graphs. The student, their guide, and the reviewers all share equal responsibility.
  • Who initiates and drafts the research paper? The Post-Graduate or their guide?
  • What kind of assistance does a Post-Graduate get from the guide in finalizing a paper for publication?
  • Does the guide insist that each Post-Graduate thesis yield at least one paper, and each Ph.D. thesis more than two papers, plus a review article?

The panelists and audience expressed a variety of views, but were unable to arrive at a decisive conclusion.

WHAT HAVE THE PARTICIPANTS LEARNED?

At the end of this fast-moving two-day workshop, the participants had opportunities in learning the following topics:

  • Sequential steps in developing a study protocol, from choosing a research topic to developing research questions and a hypothesis.
  • Study protocols on different topics in their subject of specialization
  • Searching and reviewing the literature
  • Appropriate statistical analyses in biomedical research
  • Scientific ethics in publication
  • Writing and understanding the components of a research paper (IMRaD)
  • Recognizing the value of good title, running title, abstract, key words, etc
  • Importance of Tables and Figures in the Results section, and their importance in describing findings
  • Evidence-based Discussion in a research paper
  • Language and style in writing a paper and expert tips on getting it published
  • Presentation of research findings at a conference (oral and poster).

Overall, the workshop was deemed very helpful to participants. The participants rated the quality of workshop from “ satisfied ” to “ very satisfied .” A significant number of participants were of the opinion that the time allotted for each presentation was short and thus, be extended from the present two days to four days with adequate time to ask questions. In addition, a ‘hands-on’ session should be introduced for writing a proposal and manuscript. A large number of attendees expressed their desire to attend a similar workshop, if conducted, in the near future.

ACKNOWLEDGMENT

We gratefully express our gratitude to the Organizing Committee, especially Professors K. Chinnasamy, B. G. Shivananda, N. Udupa, Jerad Suresh, Padma Parekh, A. P. Basavarajappa, Mr. S. V. Veerramani, Mr. J. Jayaseelan, and all volunteers of the SRM University. We thank Dr. Thomas Papoian (US FDA) for helpful comments on the manuscript.

The opinions expressed herein are those of Gowraganahalli Jagadeesh and do not necessarily reflect those of the US Food and Drug Administration

Source of Support: Nil

Conflict of Interest: None declared.

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How to Set Transformation Targets That Actually Drive Change

  • Michael Mankins

key findings of the research

Four practices from companies that have achieved lasting results.

Eleven out of 12 top-down target transformations fail to achieve their goals, with only a fraction of theoretically “executed” or “realized” improvements translating to the corporate ledger. In this article, Bain & Co partner Michael Mankins summarizes Bain research findings that show what actions make the difference between success and failure in setting and achieving transformation targets. The key practices are: c hanging leadership’s mindset around targets; s pecifying targets in absolute, not relative, terms; u sing the company’s budget or operating plan to monitor success; and s etting more than cost-based targets.

Most top-down, target-driven transformation programs fail to produce lasting results.  Bain’s research  on over 350 companies worldwide found that only one in 12 target-driven transformations succeeded in delivering sustained performance improvement. Too often, transformations set ambitious targets but fall short of achieving them. Worse, some organizations hit their targets on paper only to discover that a fraction of the theoretically “executed” or “realized” improvements translate to the corporate ledger.

key findings of the research

  • Michael Mankins is a leader in Bain’s Organization and Strategy practices and is a partner based in Austin, Texas. He is a coauthor of Time, Talent, Energy: Overcome Organizational Drag and Unleash Your Team’s Productive Power (Harvard Business Review Press, 2017).

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IMAGES

  1. Research Findings

    key findings of the research

  2. Summary Of Key Findings PowerPoint Presentation Slides

    key findings of the research

  3. Summary of research questions, hypotheses, and key findings

    key findings of the research

  4. 💐 How to write up research findings. How to write chapter 4 Research

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  5. Summary Of Key Findings And Recommendations For Future Research

    key findings of the research

  6. Research key findings

    key findings of the research

COMMENTS

  1. Research Findings

    Research findings have several key characteristics that distinguish them from other types of information or knowledge. Here are some of the main characteristics of research findings: Objective : Research findings are based on a systematic and rigorous investigation of a research question or hypothesis, using appropriate research methods and ...

  2. Research Summary

    Research Summary. Definition: A research summary is a brief and concise overview of a research project or study that highlights its key findings, main points, and conclusions. It typically includes a description of the research problem, the research methods used, the results obtained, and the implications or significance of the findings.

  3. How to Write the Results/Findings Section in Research

    Step 1: Consult the guidelines or instructions that the target journal or publisher provides authors and read research papers it has published, especially those with similar topics, methods, or results to your study. The guidelines will generally outline specific requirements for the results or findings section, and the published articles will ...

  4. How to Write a Results Section

    Checklist: Research results 0 / 7. I have completed my data collection and analyzed the results. I have included all results that are relevant to my research questions. I have concisely and objectively reported each result, including relevant descriptive statistics and inferential statistics. I have stated whether each hypothesis was supported ...

  5. Organizing Your Social Sciences Research Paper

    For most research papers in the social and behavioral sciences, there are two possible ways of organizing the results. Both approaches are appropriate in how you report your findings, but use only one approach. Present a synopsis of the results followed by an explanation of key findings. This approach can be used to highlight important findings.

  6. How to write the results section of a research paper

    Practical guidance for writing an effective results section for a research paper. Always use simple and clear language. Avoid the use of uncertain or out-of-focus expressions. The findings of the study must be expressed in an objective and unbiased manner. While it is acceptable to correlate certain findings in the discussion section, it is ...

  7. From Data to Discovery: The Findings Section of a Research Paper

    The conclusion of the findings section in a research paper serves as a summary and synthesis of the key findings and their implications. It is an opportunity to tie together the results, discuss their significance, and address the research objectives. Here are some guidelines on how to write the conclusion of the Findings section:

  8. Writing a Research Paper Conclusion

    Having summed up your key arguments or findings, the conclusion ends by considering the broader implications of your research. This means expressing the key takeaways, practical or theoretical, from your paper—often in the form of a call for action or suggestions for future research. Argumentative paper: Strong closing statement

  9. Scientific Writing: A reporting guide for qualitative studies

    Explore corroborative findings (e.g., triangulation) and consider contradictory or diverse opinions (e.g., negative cases). Synthesis: 19: Present findings in such a way that they clearly address the research question(s). Discussion; Summary of key findings: 20: Summarize key findings and indicate how the findings are relevant to the objective ...

  10. Writing and Publishing Your Research Findings

    When writing the results, we first build the tables and figures. Then we write the text to tell the story, answering the study questions, around the tables and figures. The text of results is often brief because the tables and figures provide the findings. Be pithy. The less you elaborate, the clearer you will be.

  11. Organizing Your Social Sciences Research Paper

    The discussion section is often considered the most important part of your research paper because it: Most effectively demonstrates your ability as a researcher to think critically about an issue, to develop creative solutions to problems based upon a logical synthesis of the findings, and to formulate a deeper, more profound understanding of the research problem under investigation;

  12. A Practical Guide to Writing Quantitative and Qualitative Research

    INTRODUCTION. Scientific research is usually initiated by posing evidenced-based research questions which are then explicitly restated as hypotheses.1,2 The hypotheses provide directions to guide the study, solutions, explanations, and expected results.3,4 Both research questions and hypotheses are essentially formulated based on conventional theories and real-world processes, which allow the ...

  13. Dissertation Results & Findings Chapter (Qualitative)

    Instead, focus on presenting the key findings and using a handful of select quotes or text extracts to support each finding. The reams of data and analysis can be relegated to your appendices. ... (Excerpts) from interviews in the finding chapter in a qualitative research. Please GradCoach, address this issue and provide examples. Reply. nk on ...

  14. Research Paper Conclusion

    Research Paper Conclusion. Definition: A research paper conclusion is the final section of a research paper that summarizes the key findings, significance, and implications of the research. It is the writer's opportunity to synthesize the information presented in the paper, draw conclusions, and make recommendations for future research or ...

  15. How To Write the Findings Section of a Research Paper

    Step 3: Design effective visual presentations of your research results to enhance the textual report of your findings.Tables of various styles and figures of all kinds such as graphs, maps and photos are used in reporting research findings, but do check the journal guidelines for instructions on the number of visual aids allowed, any required design elements and the preferred formats for ...

  16. Research Summary: What is it & how to write one

    A research summary is a piece of writing that summarizes your research on a specific topic. Its primary goal is to offer the reader a detailed overview of the study with the key findings. A research summary generally contains the article's structure in which it is written. You must know the goal of your analysis before you launch a project.

  17. PDF Results/Findings Sections for Empirical Research Papers

    The Results (also sometimes called Findings) section in an empirical research paper describes what the researcher(s) found when they analyzed their data. Its primary purpose is to use the data collected to answer the research question(s) posed in the introduction, even if the findings challenge the hypothesis.

  18. Organizing Academic Research Papers: 7. The Results

    The results section of the research paper is where you report the findings of your study based upon the information gathered as a result of the methodology [or methodologies] you applied. The results section should simply state the findings, without bias or interpretation, and arranged in a logical sequence. The results section should always be ...

  19. 7 Summary of Key Findings and Recommendations

    It assesses current SBS activities, describes the potential value of improved integration of SBS and barriers that impede this integration, develops a research agenda, and identifies infrastructural and institutional arrangements for successfully pursuing SBS-weather research and the transfer of relevant findings to operational settings.

  20. Six elements a research summary should include

    Including information about the consistency of methods or techniques used will help underline the credibility of the research. 4. What were the key findings of the study? Stick to the high level, headline finding of the research here. What do the quantitative results of the study reveal that was previously unknown? Again, including statistics ...

  21. Structuring a qualitative findings section

    3). Research Questions as Headings . You can also present your findings using your research questions as the headings in the findings section. This is a useful strategy that ensures you're answering your research questions and also allows the reader to quickly ascertain where the answers to your research questions are.

  22. Antisemitic Attitudes in America: Topline Findings

    Executive Summary. ADL has measured antisemitic attitudes among Americans since the early 1960s. Building on this historic work and furthering it to ensure greater accuracy, ADL, the National Opinion Research Center at the University of Chicago (NORC) and the One8 Foundation embarked on a year-long process to study the research literature on bias and antisemitism, convene academic and communal ...

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    Our report, 10 Key Findings in Employer Hiring Trends, discusses the skills most sought-after by employers in January - June 2024 and confirms the occupations that experienced the: Largest number of job postings; Highest hiring rates; Fastest growth; Download the report today!

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    Key findings from the research. Views about restricting smartphones for children. The majority (66%) of parents do not agree with a ban on smartphones for under-14s. Around a third of parents (32%) do agree with a ban. The majority (75%) of parents believe that the minimum age for smartphone use should be under 14. The average of responses was ...

  25. Implications in Research

    Implications in Research. Implications in research refer to the potential consequences, applications, or outcomes of the findings and conclusions of a research study. These can include both theoretical and practical implications that extend beyond the immediate scope of the study and may impact various stakeholders, such as policymakers ...

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    Summary of Findings. In my paper, I evaluate the potential of a tax system that explicitly depends on such characteristics. I find that, regarding age, the tax rates should be lower for young and old households and higher for mid-career households. Tax rates should additionally decrease in household assets and as households get closer to ...

  28. The Basic Concepts of Research: the Key to Getting Started in Research

    Points were made to avoid history, not repeat all the results, and provide limitations of the study. The strengths and novel findings of the study should be provided in the discussion, and it should open avenues for future research and new questions. The Discussion section should end with a conclusion stating the summary of key findings. Dr.

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    The research, described August 15 in the journal mBio, suggests that loss of a protein called OpgH in a widely studied bacterium known as Caulobacter crescentus creates a cascade of activity that ...

  30. How to Set Transformation Targets That Actually Drive Change

    Most top-down, target-driven transformation programs fail to produce lasting results. Bain's research on over 350 companies worldwide found that only one in 12 target-driven transformations ...