examples of conclusions in research

How to Write a Conclusion for Research Papers (with Examples)

The conclusion of a research paper is a crucial section that plays a significant role in the overall impact and effectiveness of your research paper. However, this is also the section that typically receives less attention compared to the introduction and the body of the paper. The conclusion serves to provide a concise summary of the key findings, their significance, their implications, and a sense of closure to the study. Discussing how can the findings be applied in real-world scenarios or inform policy, practice, or decision-making is especially valuable to practitioners and policymakers. The research paper conclusion also provides researchers with clear insights and valuable information for their own work, which they can then build on and contribute to the advancement of knowledge in the field.

The research paper conclusion should explain the significance of your findings within the broader context of your field. It restates how your results contribute to the existing body of knowledge and whether they confirm or challenge existing theories or hypotheses. Also, by identifying unanswered questions or areas requiring further investigation, your awareness of the broader research landscape can be demonstrated.

Remember to tailor the research paper conclusion to the specific needs and interests of your intended audience, which may include researchers, practitioners, policymakers, or a combination of these.

Table of Contents

What is a conclusion in a research paper, summarizing conclusion, editorial conclusion, externalizing conclusion, importance of a good research paper conclusion, how to write a conclusion for your research paper, research paper conclusion examples.

• How to write a research paper conclusion with Paperpal? 

Frequently Asked Questions

A conclusion in a research paper is the final section where you summarize and wrap up your research, presenting the key findings and insights derived from your study. The research paper conclusion is not the place to introduce new information or data that was not discussed in the main body of the paper. When working on how to conclude a research paper, remember to stick to summarizing and interpreting existing content. The research paper conclusion serves the following purposes: 1

• Warn readers of the possible consequences of not attending to the problem.
• Recommend specific course(s) of action.
• Restate key ideas to drive home the ultimate point of your research paper.
• Provide a “take-home” message that you want the readers to remember about your study.

Types of conclusions for research papers

In research papers, the conclusion provides closure to the reader. The type of research paper conclusion you choose depends on the nature of your study, your goals, and your target audience. I provide you with three common types of conclusions:

A summarizing conclusion is the most common type of conclusion in research papers. It involves summarizing the main points, reiterating the research question, and restating the significance of the findings. This common type of research paper conclusion is used across different disciplines.

An editorial conclusion is less common but can be used in research papers that are focused on proposing or advocating for a particular viewpoint or policy. It involves presenting a strong editorial or opinion based on the research findings and offering recommendations or calls to action.

An externalizing conclusion is a type of conclusion that extends the research beyond the scope of the paper by suggesting potential future research directions or discussing the broader implications of the findings. This type of conclusion is often used in more theoretical or exploratory research papers.

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The conclusion in a research paper serves several important purposes:

• Offers Implications and Recommendations : Your research paper conclusion is an excellent place to discuss the broader implications of your research and suggest potential areas for further study. It’s also an opportunity to offer practical recommendations based on your findings.
• Provides Closure : A good research paper conclusion provides a sense of closure to your paper. It should leave the reader with a feeling that they have reached the end of a well-structured and thought-provoking research project.
• Leaves a Lasting Impression : Writing a well-crafted research paper conclusion leaves a lasting impression on your readers. It’s your final opportunity to leave them with a new idea, a call to action, or a memorable quote.

Writing a strong conclusion for your research paper is essential to leave a lasting impression on your readers. Here’s a step-by-step process to help you create and know what to put in the conclusion of a research paper: 2

• Research Statement : Begin your research paper conclusion by restating your research statement. This reminds the reader of the main point you’ve been trying to prove throughout your paper. Keep it concise and clear.
• Key Points : Summarize the main arguments and key points you’ve made in your paper. Avoid introducing new information in the research paper conclusion. Instead, provide a concise overview of what you’ve discussed in the body of your paper.
• Address the Research Questions : If your research paper is based on specific research questions or hypotheses, briefly address whether you’ve answered them or achieved your research goals. Discuss the significance of your findings in this context.
• Significance : Highlight the importance of your research and its relevance in the broader context. Explain why your findings matter and how they contribute to the existing knowledge in your field.
• Implications : Explore the practical or theoretical implications of your research. How might your findings impact future research, policy, or real-world applications? Consider the “so what?” question.
• Future Research : Offer suggestions for future research in your area. What questions or aspects remain unanswered or warrant further investigation? This shows that your work opens the door for future exploration.
• Closing Thought : Conclude your research paper conclusion with a thought-provoking or memorable statement. This can leave a lasting impression on your readers and wrap up your paper effectively. Avoid introducing new information or arguments here.
• Proofread and Revise : Carefully proofread your conclusion for grammar, spelling, and clarity. Ensure that your ideas flow smoothly and that your conclusion is coherent and well-structured.

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Remember that a well-crafted research paper conclusion is a reflection of the strength of your research and your ability to communicate its significance effectively. It should leave a lasting impression on your readers and tie together all the threads of your paper. Now you know how to start the conclusion of a research paper and what elements to include to make it impactful, let’s look at a research paper conclusion sample.

How to write a research paper conclusion with Paperpal?

A research paper conclusion is not just a summary of your study, but a synthesis of the key findings that ties the research together and places it in a broader context. A research paper conclusion should be concise, typically around one paragraph in length. However, some complex topics may require a longer conclusion to ensure the reader is left with a clear understanding of the study’s significance. Paperpal, an AI writing assistant trusted by over 800,000 academics globally, can help you write a well-structured conclusion for your research paper. 

• Sign Up or Log In: Create a new Paperpal account or login with your details.  
• Navigate to Features : Once logged in, head over to the features’ side navigation pane. Click on Templates and you’ll find a suite of generative AI features to help you write better, faster.  
• Generate an outline: Under Templates, select ‘Outlines’. Choose ‘Research article’ as your document type.  
• Select your section: Since you’re focusing on the conclusion, select this section when prompted.  
• Choose your field of study: Identifying your field of study allows Paperpal to provide more targeted suggestions, ensuring the relevance of your conclusion to your specific area of research. 
• Provide a brief description of your study: Enter details about your research topic and findings. This information helps Paperpal generate a tailored outline that aligns with your paper’s content. 
• Generate the conclusion outline: After entering all necessary details, click on ‘generate’. Paperpal will then create a structured outline for your conclusion, to help you start writing and build upon the outline.  
• Write your conclusion: Use the generated outline to build your conclusion. The outline serves as a guide, ensuring you cover all critical aspects of a strong conclusion, from summarizing key findings to highlighting the research’s implications. 
• Refine and enhance: Paperpal’s ‘Make Academic’ feature can be particularly useful in the final stages. Select any paragraph of your conclusion and use this feature to elevate the academic tone, ensuring your writing is aligned to the academic journal standards. 

By following these steps, Paperpal not only simplifies the process of writing a research paper conclusion but also ensures it is impactful, concise, and aligned with academic standards. Sign up with Paperpal today and write your research paper conclusion 2x faster .  

The research paper conclusion is a crucial part of your paper as it provides the final opportunity to leave a strong impression on your readers. In the research paper conclusion, summarize the main points of your research paper by restating your research statement, highlighting the most important findings, addressing the research questions or objectives, explaining the broader context of the study, discussing the significance of your findings, providing recommendations if applicable, and emphasizing the takeaway message. The main purpose of the conclusion is to remind the reader of the main point or argument of your paper and to provide a clear and concise summary of the key findings and their implications. All these elements should feature on your list of what to put in the conclusion of a research paper to create a strong final statement for your work.

A strong conclusion is a critical component of a research paper, as it provides an opportunity to wrap up your arguments, reiterate your main points, and leave a lasting impression on your readers. Here are the key elements of a strong research paper conclusion: 1. Conciseness : A research paper conclusion should be concise and to the point. It should not introduce new information or ideas that were not discussed in the body of the paper. 2. Summarization : The research paper conclusion should be comprehensive enough to give the reader a clear understanding of the research’s main contributions. 3 . Relevance : Ensure that the information included in the research paper conclusion is directly relevant to the research paper’s main topic and objectives; avoid unnecessary details. 4 . Connection to the Introduction : A well-structured research paper conclusion often revisits the key points made in the introduction and shows how the research has addressed the initial questions or objectives. 5. Emphasis : Highlight the significance and implications of your research. Why is your study important? What are the broader implications or applications of your findings? 6 . Call to Action : Include a call to action or a recommendation for future research or action based on your findings.

The length of a research paper conclusion can vary depending on several factors, including the overall length of the paper, the complexity of the research, and the specific journal requirements. While there is no strict rule for the length of a conclusion, but it’s generally advisable to keep it relatively short. A typical research paper conclusion might be around 5-10% of the paper’s total length. For example, if your paper is 10 pages long, the conclusion might be roughly half a page to one page in length.

In general, you do not need to include citations in the research paper conclusion. Citations are typically reserved for the body of the paper to support your arguments and provide evidence for your claims. However, there may be some exceptions to this rule: 1. If you are drawing a direct quote or paraphrasing a specific source in your research paper conclusion, you should include a citation to give proper credit to the original author. 2. If your conclusion refers to or discusses specific research, data, or sources that are crucial to the overall argument, citations can be included to reinforce your conclusion’s validity.

The conclusion of a research paper serves several important purposes: 1. Summarize the Key Points 2. Reinforce the Main Argument 3. Provide Closure 4. Offer Insights or Implications 5. Engage the Reader. 6. Reflect on Limitations

Remember that the primary purpose of the research paper conclusion is to leave a lasting impression on the reader, reinforcing the key points and providing closure to your research. It’s often the last part of the paper that the reader will see, so it should be strong and well-crafted.

• Makar, G., Foltz, C., Lendner, M., & Vaccaro, A. R. (2018). How to write effective discussion and conclusion sections. Clinical spine surgery, 31(8), 345-346.
• Bunton, D. (2005). The structure of PhD conclusion chapters.  Journal of English for academic purposes ,  4 (3), 207-224.

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Home » Research Paper Conclusion – Writing Guide and Examples

Research Paper Conclusion – Writing Guide and Examples

Table of Contents

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 actions.

The conclusion should provide a clear and concise summary of the research paper, reiterating the research question or problem, the main results, and the significance of the findings. It should also discuss the limitations of the study and suggest areas for further research.

Parts of Research Paper Conclusion

The parts of a research paper conclusion typically include:

Restatement of the Thesis

The conclusion should begin by restating the thesis statement from the introduction in a different way. This helps to remind the reader of the main argument or purpose of the research.

Summary of Key Findings

The conclusion should summarize the main findings of the research, highlighting the most important results and conclusions. This section should be brief and to the point.

Implications and Significance

In this section, the researcher should explain the implications and significance of the research findings. This may include discussing the potential impact on the field or industry, highlighting new insights or knowledge gained, or pointing out areas for future research.

Limitations and Recommendations

It is important to acknowledge any limitations or weaknesses of the research and to make recommendations for how these could be addressed in future studies. This shows that the researcher is aware of the potential limitations of their work and is committed to improving the quality of research in their field.

Concluding Statement

The conclusion should end with a strong concluding statement that leaves a lasting impression on the reader. This could be a call to action, a recommendation for further research, or a final thought on the topic.

How to Write Research Paper Conclusion

Here are some steps you can follow to write an effective research paper conclusion:

• Restate the research problem or question: Begin by restating the research problem or question that you aimed to answer in your research. This will remind the reader of the purpose of your study.
• Summarize the main points: Summarize the key findings and results of your research. This can be done by highlighting the most important aspects of your research and the evidence that supports them.
• Discuss the implications: Discuss the implications of your findings for the research area and any potential applications of your research. You should also mention any limitations of your research that may affect the interpretation of your findings.
• Provide a conclusion : Provide a concise conclusion that summarizes the main points of your paper and emphasizes the significance of your research. This should be a strong and clear statement that leaves a lasting impression on the reader.
• Offer suggestions for future research: Lastly, offer suggestions for future research that could build on your findings and contribute to further advancements in the field.

Remember that the conclusion should be brief and to the point, while still effectively summarizing the key findings and implications of your research.

Example of Research Paper Conclusion

Here’s an example of a research paper conclusion:

Conclusion :

In conclusion, our study aimed to investigate the relationship between social media use and mental health among college students. Our findings suggest that there is a significant association between social media use and increased levels of anxiety and depression among college students. This highlights the need for increased awareness and education about the potential negative effects of social media use on mental health, particularly among college students.

Despite the limitations of our study, such as the small sample size and self-reported data, our findings have important implications for future research and practice. Future studies should aim to replicate our findings in larger, more diverse samples, and investigate the potential mechanisms underlying the association between social media use and mental health. In addition, interventions should be developed to promote healthy social media use among college students, such as mindfulness-based approaches and social media detox programs.

Overall, our study contributes to the growing body of research on the impact of social media on mental health, and highlights the importance of addressing this issue in the context of higher education. By raising awareness and promoting healthy social media use among college students, we can help to reduce the negative impact of social media on mental health and improve the well-being of young adults.

Purpose of Research Paper Conclusion

The purpose of a research paper conclusion is to provide a summary and synthesis of the key findings, significance, and implications of the research presented in the paper. The conclusion serves as the final opportunity for the writer to convey their message and leave a lasting impression on the reader.

The conclusion should restate the research problem or question, summarize the main results of the research, and explain their significance. It should also acknowledge the limitations of the study and suggest areas for future research or action.

Overall, the purpose of the conclusion is to provide a sense of closure to the research paper and to emphasize the importance of the research and its potential impact. It should leave the reader with a clear understanding of the main findings and why they matter. The conclusion serves as the writer’s opportunity to showcase their contribution to the field and to inspire further research and action.

When to Write Research Paper Conclusion

The conclusion of a research paper should be written after the body of the paper has been completed. It should not be written until the writer has thoroughly analyzed and interpreted their findings and has written a complete and cohesive discussion of the research.

Before writing the conclusion, the writer should review their research paper and consider the key points that they want to convey to the reader. They should also review the research question, hypotheses, and methodology to ensure that they have addressed all of the necessary components of the research.

Once the writer has a clear understanding of the main findings and their significance, they can begin writing the conclusion. The conclusion should be written in a clear and concise manner, and should reiterate the main points of the research while also providing insights and recommendations for future research or action.

Characteristics of Research Paper Conclusion

The characteristics of a research paper conclusion include:

• Clear and concise: The conclusion should be written in a clear and concise manner, summarizing the key findings and their significance.
• Comprehensive: The conclusion should address all of the main points of the research paper, including the research question or problem, the methodology, the main results, and their implications.
• Future-oriented : The conclusion should provide insights and recommendations for future research or action, based on the findings of the research.
• Impressive : The conclusion should leave a lasting impression on the reader, emphasizing the importance of the research and its potential impact.
• Objective : The conclusion should be based on the evidence presented in the research paper, and should avoid personal biases or opinions.
• Unique : The conclusion should be unique to the research paper and should not simply repeat information from the introduction or body of the paper.

Advantages of Research Paper Conclusion

The advantages of a research paper conclusion include:

• Summarizing the key findings : The conclusion provides a summary of the main findings of the research, making it easier for the reader to understand the key points of the study.
• Emphasizing the significance of the research: The conclusion emphasizes the importance of the research and its potential impact, making it more likely that readers will take the research seriously and consider its implications.
• Providing recommendations for future research or action : The conclusion suggests practical recommendations for future research or action, based on the findings of the study.
• Providing closure to the research paper : The conclusion provides a sense of closure to the research paper, tying together the different sections of the paper and leaving a lasting impression on the reader.
• Demonstrating the writer’s contribution to the field : The conclusion provides the writer with an opportunity to showcase their contribution to the field and to inspire further research and action.

Limitations of Research Paper Conclusion

While the conclusion of a research paper has many advantages, it also has some limitations that should be considered, including:

• I nability to address all aspects of the research: Due to the limited space available in the conclusion, it may not be possible to address all aspects of the research in detail.
• Subjectivity : While the conclusion should be objective, it may be influenced by the writer’s personal biases or opinions.
• Lack of new information: The conclusion should not introduce new information that has not been discussed in the body of the research paper.
• Lack of generalizability: The conclusions drawn from the research may not be applicable to other contexts or populations, limiting the generalizability of the study.
• Misinterpretation by the reader: The reader may misinterpret the conclusions drawn from the research, leading to a misunderstanding of the findings.

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How to write a strong conclusion for your research paper

Last updated

17 February 2024

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Writing a research paper is a chance to share your knowledge and hypothesis. It's an opportunity to demonstrate your many hours of research and prove your ability to write convincingly.

Ideally, by the end of your research paper, you'll have brought your readers on a journey to reach the conclusions you've pre-determined. However, if you don't stick the landing with a good conclusion, you'll risk losing your reader’s trust.

Writing a strong conclusion for your research paper involves a few important steps, including restating the thesis and summing up everything properly.

Find out what to include and what to avoid, so you can effectively demonstrate your understanding of the topic and prove your expertise.

• Why is a good conclusion important?

A good conclusion can cement your paper in the reader’s mind. Making a strong impression in your introduction can draw your readers in, but it's the conclusion that will inspire them.

• What to include in a research paper conclusion

There are a few specifics you should include in your research paper conclusion. Offer your readers some sense of urgency or consequence by pointing out why they should care about the topic you have covered. Discuss any common problems associated with your topic and provide suggestions as to how these problems can be solved or addressed.

The conclusion should include a restatement of your initial thesis. Thesis statements are strengthened after you’ve presented supporting evidence (as you will have done in the paper), so make a point to reintroduce it at the end.

Finally, recap the main points of your research paper, highlighting the key takeaways you want readers to remember. If you've made multiple points throughout the paper, refer to the ones with the strongest supporting evidence.

• Steps for writing a research paper conclusion

Many writers find the conclusion the most challenging part of any research project . By following these three steps, you'll be prepared to write a conclusion that is effective and concise.

• Step 1: Restate the problem

Always begin by restating the research problem in the conclusion of a research paper. This serves to remind the reader of your hypothesis and refresh them on the main point of the paper. 

When restating the problem, take care to avoid using exactly the same words you employed earlier in the paper.

• Step 2: Sum up the paper

After you've restated the problem, sum up the paper by revealing your overall findings. The method for this differs slightly, depending on whether you're crafting an argumentative paper or an empirical paper.

Argumentative paper: Restate your thesis and arguments

Argumentative papers involve introducing a thesis statement early on. In crafting the conclusion for an argumentative paper, always restate the thesis, outlining the way you've developed it throughout the entire paper.

It might be appropriate to mention any counterarguments in the conclusion, so you can demonstrate how your thesis is correct or how the data best supports your main points.

Empirical paper: Summarize research findings

Empirical papers break down a series of research questions. In your conclusion, discuss the findings your research revealed, including any information that surprised you.

Be clear about the conclusions you reached, and explain whether or not you expected to arrive at these particular ones.

• Step 3: Discuss the implications of your research

Argumentative papers and empirical papers also differ in this part of a research paper conclusion. Here are some tips on crafting conclusions for argumentative and empirical papers.

Argumentative paper: Powerful closing statement

In an argumentative paper, you'll have spent a great deal of time expressing the opinions you formed after doing a significant amount of research. Make a strong closing statement in your argumentative paper's conclusion to share the significance of your work.

You can outline the next steps through a bold call to action, or restate how powerful your ideas turned out to be.

Empirical paper: Directions for future research

Empirical papers are broader in scope. They usually cover a variety of aspects and can include several points of view.

To write a good conclusion for an empirical paper, suggest the type of research that could be done in the future, including methods for further investigation or outlining ways other researchers might proceed.

If you feel your research had any limitations, even if they were outside your control, you could mention these in your conclusion.

After you finish outlining your conclusion, ask someone to read it and offer feedback. In any research project you're especially close to, it can be hard to identify problem areas. Having a close friend or someone whose opinion you value read the research paper and provide honest feedback can be invaluable. Take note of any suggested edits and consider incorporating them into your paper if they make sense.

• Things to avoid in a research paper conclusion

Keep these aspects to avoid in mind as you're writing your conclusion and refer to them after you've created an outline.

Dry summary

Writing a memorable, succinct conclusion is arguably more important than a strong introduction. Take care to avoid just rephrasing your main points, and don't fall into the trap of repeating dry facts or citations.

You can provide a new perspective for your readers to think about or contextualize your research. Either way, make the conclusion vibrant and interesting, rather than a rote recitation of your research paper’s highlights.

Clichéd or generic phrasing

Your research paper conclusion should feel fresh and inspiring. Avoid generic phrases like "to sum up" or "in conclusion." These phrases tend to be overused, especially in an academic context and might turn your readers off.

The conclusion also isn't the time to introduce colloquial phrases or informal language. Retain a professional, confident tone consistent throughout your paper’s conclusion so it feels exciting and bold.

New data or evidence

While you should present strong data throughout your paper, the conclusion isn't the place to introduce new evidence. This is because readers are engaged in actively learning as they read through the body of your paper.

By the time they reach the conclusion, they will have formed an opinion one way or the other (hopefully in your favor!). Introducing new evidence in the conclusion will only serve to surprise or frustrate your reader.

Ignoring contradictory evidence

If your research reveals contradictory evidence, don't ignore it in the conclusion. This will damage your credibility as an expert and might even serve to highlight the contradictions.

Be as transparent as possible and admit to any shortcomings in your research, but don't dwell on them for too long.

Ambiguous or unclear resolutions

The point of a research paper conclusion is to provide closure and bring all your ideas together. You should wrap up any arguments you introduced in the paper and tie up any loose ends, while demonstrating why your research and data are strong.

Use direct language in your conclusion and avoid ambiguity. Even if some of the data and sources you cite are inconclusive or contradictory, note this in your conclusion to come across as confident and trustworthy.

• Examples of research paper conclusions

Your research paper should provide a compelling close to the paper as a whole, highlighting your research and hard work. While the conclusion should represent your unique style, these examples offer a starting point:

Ultimately, the data we examined all point to the same conclusion: Encouraging a good work-life balance improves employee productivity and benefits the company overall. The research suggests that when employees feel their personal lives are valued and respected by their employers, they are more likely to be productive when at work. In addition, company turnover tends to be reduced when employees have a balance between their personal and professional lives. While additional research is required to establish ways companies can support employees in creating a stronger work-life balance, it's clear the need is there.

Social media is a primary method of communication among young people. As we've seen in the data presented, most young people in high school use a variety of social media applications at least every hour, including Instagram and Facebook. While social media is an avenue for connection with peers, research increasingly suggests that social media use correlates with body image issues. Young girls with lower self-esteem tend to use social media more often than those who don't log onto social media apps every day. As new applications continue to gain popularity, and as more high school students are given smartphones, more research will be required to measure the effects of prolonged social media use.

What are the different kinds of research paper conclusions?

There are no formal types of research paper conclusions. Ultimately, the conclusion depends on the outline of your paper and the type of research you’re presenting. While some experts note that research papers can end with a new perspective or commentary, most papers should conclude with a combination of both. The most important aspect of a good research paper conclusion is that it accurately represents the body of the paper.

Can I present new arguments in my research paper conclusion?

Research paper conclusions are not the place to introduce new data or arguments. The body of your paper is where you should share research and insights, where the reader is actively absorbing the content. By the time a reader reaches the conclusion of the research paper, they should have formed their opinion. Introducing new arguments in the conclusion can take a reader by surprise, and not in a positive way. It might also serve to frustrate readers.

How long should a research paper conclusion be?

There's no set length for a research paper conclusion. However, it's a good idea not to run on too long, since conclusions are supposed to be succinct. A good rule of thumb is to keep your conclusion around 5 to 10 percent of the paper's total length. If your paper is 10 pages, try to keep your conclusion under one page.

What should I include in a research paper conclusion?

A good research paper conclusion should always include a sense of urgency, so the reader can see how and why the topic should matter to them. You can also note some recommended actions to help fix the problem and some obstacles they might encounter. A conclusion should also remind the reader of the thesis statement, along with the main points you covered in the paper. At the end of the conclusion, add a powerful closing statement that helps cement the paper in the mind of the reader.

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The discussion section contains the results and outcomes of a study. An effective discussion informs readers what can be learned from your experiment and provides context for the results.

What makes an effective discussion?

When you’re ready to write your discussion, you’ve already introduced the purpose of your study and provided an in-depth description of the methodology. The discussion informs readers about the larger implications of your study based on the results. Highlighting these implications while not overstating the findings can be challenging, especially when you’re submitting to a journal that selects articles based on novelty or potential impact. Regardless of what journal you are submitting to, the discussion section always serves the same purpose: concluding what your study results actually mean.

A successful discussion section puts your findings in context. It should include:

• the results of your research,
• a discussion of related research, and
• a comparison between your results and initial hypothesis.

Tip: Not all journals share the same naming conventions.

You can apply the advice in this article to the conclusion, results or discussion sections of your manuscript.

Our Early Career Researcher community tells us that the conclusion is often considered the most difficult aspect of a manuscript to write. To help, this guide provides questions to ask yourself, a basic structure to model your discussion off of and examples from published manuscripts. 

Questions to ask yourself:

• Was my hypothesis correct?
• If my hypothesis is partially correct or entirely different, what can be learned from the results? 
• How do the conclusions reshape or add onto the existing knowledge in the field? What does previous research say about the topic? 
• Why are the results important or relevant to your audience? Do they add further evidence to a scientific consensus or disprove prior studies? 
• How can future research build on these observations? What are the key experiments that must be done? 
• What is the “take-home” message you want your reader to leave with?

How to structure a discussion

Trying to fit a complete discussion into a single paragraph can add unnecessary stress to the writing process. If possible, you’ll want to give yourself two or three paragraphs to give the reader a comprehensive understanding of your study as a whole. Here’s one way to structure an effective discussion:

Writing Tips

While the above sections can help you brainstorm and structure your discussion, there are many common mistakes that writers revert to when having difficulties with their paper. Writing a discussion can be a delicate balance between summarizing your results, providing proper context for your research and avoiding introducing new information. Remember that your paper should be both confident and honest about the results! 

• Read the journal’s guidelines on the discussion and conclusion sections. If possible, learn about the guidelines before writing the discussion to ensure you’re writing to meet their expectations. 
• Begin with a clear statement of the principal findings. This will reinforce the main take-away for the reader and set up the rest of the discussion. 
• Explain why the outcomes of your study are important to the reader. Discuss the implications of your findings realistically based on previous literature, highlighting both the strengths and limitations of the research. 
• State whether the results prove or disprove your hypothesis. If your hypothesis was disproved, what might be the reasons? 
• Introduce new or expanded ways to think about the research question. Indicate what next steps can be taken to further pursue any unresolved questions. 
• If dealing with a contemporary or ongoing problem, such as climate change, discuss possible consequences if the problem is avoided. 
• Be concise. Adding unnecessary detail can distract from the main findings. 

Don’t

• Rewrite your abstract. Statements with “we investigated” or “we studied” generally do not belong in the discussion. 
• Include new arguments or evidence not previously discussed. Necessary information and evidence should be introduced in the main body of the paper. 
• Apologize. Even if your research contains significant limitations, don’t undermine your authority by including statements that doubt your methodology or execution. 
• Shy away from speaking on limitations or negative results. Including limitations and negative results will give readers a complete understanding of the presented research. Potential limitations include sources of potential bias, threats to internal or external validity, barriers to implementing an intervention and other issues inherent to the study design. 
• Overstate the importance of your findings. Making grand statements about how a study will fully resolve large questions can lead readers to doubt the success of the research. 

Snippets of Effective Discussions:

Consumer-based actions to reduce plastic pollution in rivers: A multi-criteria decision analysis approach

Identifying reliable indicators of fitness in polar bears

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• How to Write Your Methods
• How to Report Statistics
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How to Write a Conclusion for a Research Paper

• 3-minute read
• 29th August 2023

If you’re writing a research paper, the conclusion is your opportunity to summarize your findings and leave a lasting impression on your readers. In this post, we’ll take you through how to write an effective conclusion for a research paper and how you can:

·   Reword your thesis statement

·   Highlight the significance of your research

·   Discuss limitations

·   Connect to the introduction

·   End with a thought-provoking statement

Rewording Your Thesis Statement

Begin your conclusion by restating your thesis statement in a way that is slightly different from the wording used in the introduction. Avoid presenting new information or evidence in your conclusion. Just summarize the main points and arguments of your essay and keep this part as concise as possible. Remember that you’ve already covered the in-depth analyses and investigations in the main body paragraphs of your essay, so it’s not necessary to restate these details in the conclusion.

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Highlighting the Significance of Your Research

The conclusion is a good place to emphasize the implications of your research . Avoid ambiguous or vague language such as “I think” or “maybe,” which could weaken your position. Clearly explain why your research is significant and how it contributes to the broader field of study.

Here’s an example from a (fictional) study on the impact of social media on mental health:

Discussing Limitations

Although it’s important to emphasize the significance of your study, you can also use the conclusion to briefly address any limitations you discovered while conducting your research, such as time constraints or a shortage of resources. Doing this demonstrates a balanced and honest approach to your research.

Connecting to the Introduction

In your conclusion, you can circle back to your introduction , perhaps by referring to a quote or anecdote you discussed earlier. If you end your paper on a similar note to how you began it, you will create a sense of cohesion for the reader and remind them of the meaning and significance of your research.

Ending With a Thought-Provoking Statement

Consider ending your paper with a thought-provoking and memorable statement that relates to the impact of your research questions or hypothesis. This statement can be a call to action, a philosophical question, or a prediction for the future (positive or negative). Here’s an example that uses the same topic as above (social media and mental health):

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How to write an excellent thesis conclusion [with examples]

Restate the thesis

Review or reiterate key points of your work, explain why your work is relevant, a take-away for the reader, more resources on writing thesis conclusions, frequently asked questions about writing an excellent thesis conclusion, related articles.

At this point in your writing, you have most likely finished your introduction and the body of your thesis, dissertation, or research paper . While this is a reason to celebrate, you should not underestimate the importance of your conclusion. The conclusion is the last thing that your reader will see, so it should be memorable.

A good conclusion will review the key points of the thesis and explain to the reader why the information is relevant, applicable, or related to the world as a whole. Make sure to dedicate enough of your writing time to the conclusion and do not put it off until the very last minute.

This article provides an effective technique for writing a conclusion adapted from Erika Eby’s The College Student's Guide to Writing a Good Research Paper: 101 Easy Tips & Tricks to Make Your Work Stand Out .

While the thesis introduction starts out with broad statements about the topic, and then narrows it down to the thesis statement , a thesis conclusion does the same in the opposite order.

• Restate the thesis.
• Review or reiterate key points of your work.
• Explain why your work is relevant.
• Include a core take-away message for the reader.

Tip: Don’t just copy and paste your thesis into your conclusion. Restate it in different words.

The best way to start a conclusion is simply by restating the thesis statement. That does not mean just copying and pasting it from the introduction, but putting it into different words.

You will need to change the structure and wording of it to avoid sounding repetitive. Also, be firm in your conclusion just as you were in the introduction. Try to avoid sounding apologetic by using phrases like "This paper has tried to show..."

The conclusion should address all the same parts as the thesis while making it clear that the reader has reached the end. You are telling the reader that your research is finished and what your findings are.

I have argued throughout this work that the point of critical mass for biopolitical immunity occurred during the Romantic period because of that era's unique combination of post-revolutionary politics and innovations in smallpox prevention. In particular, I demonstrated that the French Revolution and the discovery of vaccination in the 1790s triggered a reconsideration of the relationship between bodies and the state.

Tip: Try to reiterate points from your introduction in your thesis conclusion.

The next step is to review the main points of the thesis as a whole. Look back at the body of of your project and make a note of the key ideas. You can reword these ideas the same way you reworded your thesis statement and then incorporate that into the conclusion.

You can also repeat striking quotations or statistics, but do not use more than two. As the conclusion represents your own closing thoughts on the topic , it should mainly consist of your own words.

In addition, conclusions can contain recommendations to the reader or relevant questions that further the thesis. You should ask yourself:

• What you would ideally like to see your readers do in reaction to your paper?
• Do you want them to take a certain action or investigate further?
• Is there a bigger issue that your paper wants to draw attention to?

Also, try to reference your introduction in your conclusion. You have already taken a first step by restating your thesis. Now, check whether there are other key words, phrases or ideas that are mentioned in your introduction that fit into your conclusion. Connecting the introduction to the conclusion in this way will help readers feel satisfied.

I explored how Mary Wollstonecraft, in both her fiction and political writings, envisions an ideal medico-political state, and how other writers like William Wordsworth and Mary Shelley increasingly imagined the body politic literally, as an incorporated political collective made up of bodies whose immunity to political and medical ills was essential to a healthy state.

Tip: Make sure to explain why your thesis is relevant to your field of research.

Although you can encourage readers to question their opinions and reflect on your topic, do not leave loose ends. You should provide a sense of resolution and make sure your conclusion wraps up your argument. Make sure you explain why your thesis is relevant to your field of research and how your research intervenes within, or substantially revises, existing scholarly debates.

This project challenged conventional ideas about the relationship among Romanticism, medicine, and politics by reading the unfolding of Romantic literature and biopolitical immunity as mutual, co-productive processes. In doing so, this thesis revises the ways in which biopolitics has been theorized by insisting on the inherent connections between Romantic literature and the forms of biopower that characterize early modernity.

Tip: If you began your thesis with an anecdote or historical example, you may want to return to that in your conclusion.

End your conclusion with something memorable, such as:

• a call to action
• a recommendation
• a gesture towards future research
• a brief explanation of how the problem or idea you covered remains relevant

Ultimately, you want readers to feel more informed, or ready to act, as they read your conclusion.

Yet, the Romantic period is only the beginning of modern thought on immunity and biopolitics. Victorian writers, doctors, and politicians upheld the Romantic idea that a "healthy state" was a literal condition that could be achieved by combining politics and medicine, but augmented that idea through legislation and widespread public health measures. While many nineteenth-century efforts to improve citizens' health were successful, the fight against disease ultimately changed course in the twentieth century as global immunological threats such as SARS occupied public consciousness. Indeed, as subsequent public health events make apparent, biopolitical immunity persists as a viable concept for thinking about the relationship between medicine and politics in modernity.

Need more advice? Read our 5 additional tips on how to write a good thesis conclusion.

The conclusion is the last thing that your reader will see, so it should be memorable. To write a great thesis conclusion you should:

The basic content of a conclusion is to review the main points from the paper. This part represents your own closing thoughts on the topic. It should mainly consist of the outcome of the research in your own words.

The length of the conclusion will depend on the length of the whole thesis. Usually, a conclusion should be around 5-7% of the overall word count.

End your conclusion with something memorable, such as a question, warning, or call to action. Depending on the topic, you can also end with a recommendation.

In Open Access: Theses and Dissertations you can find thousands of completed works. Take a look at any of the theses or dissertations for real-life examples of conclusions that were already approved.

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• Dissertation

How to Write a Thesis or Dissertation Conclusion

Published on September 6, 2022 by Tegan George and Shona McCombes. Revised on November 20, 2023.

The conclusion is the very last part of your thesis or dissertation . It should be concise and engaging, leaving your reader with a clear understanding of your main findings, as well as the answer to your research question .

In it, you should:

• Clearly state the answer to your main research question
• Summarize and reflect on your research process
• Make recommendations for future work on your thesis or dissertation topic
• Show what new knowledge you have contributed to your field
• Wrap up your thesis or dissertation

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Table of contents

Discussion vs. conclusion, how long should your conclusion be, step 1: answer your research question, step 2: summarize and reflect on your research, step 3: make future recommendations, step 4: emphasize your contributions to your field, step 5: wrap up your thesis or dissertation, full conclusion example, conclusion checklist, other interesting articles, frequently asked questions about conclusion sections.

While your conclusion contains similar elements to your discussion section , they are not the same thing.

Your conclusion should be shorter and more general than your discussion. Instead of repeating literature from your literature review , discussing specific research results , or interpreting your data in detail, concentrate on making broad statements that sum up the most important insights of your research.

As a rule of thumb, your conclusion should not introduce new data, interpretations, or arguments.

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Depending on whether you are writing a thesis or dissertation, your length will vary. Generally, a conclusion should make up around 5–7% of your overall word count.

An empirical scientific study will often have a short conclusion, concisely stating the main findings and recommendations for future research. A humanities dissertation topic or systematic review , on the other hand, might require more space to conclude its analysis, tying all the previous sections together in an overall argument.

Your conclusion should begin with the main question that your thesis or dissertation aimed to address. This is your final chance to show that you’ve done what you set out to do, so make sure to formulate a clear, concise answer.

• Don’t repeat a list of all the results that you already discussed
• Do synthesize them into a final takeaway that the reader will remember.

An empirical thesis or dissertation conclusion may begin like this:

A case study –based thesis or dissertation conclusion may begin like this:

In the second example, the research aim is not directly restated, but rather added implicitly to the statement. To avoid repeating yourself, it is helpful to reformulate your aims and questions into an overall statement of what you did and how you did it.

Your conclusion is an opportunity to remind your reader why you took the approach you did, what you expected to find, and how well the results matched your expectations.

To avoid repetition , consider writing more reflectively here, rather than just writing a summary of each preceding section. Consider mentioning the effectiveness of your methodology , or perhaps any new questions or unexpected insights that arose in the process.

You can also mention any limitations of your research, but only if you haven’t already included these in the discussion. Don’t dwell on them at length, though—focus on the positives of your work.

• While x limits the generalizability of the results, this approach provides new insight into y .
• This research clearly illustrates x , but it also raises the question of y .

You may already have made a few recommendations for future research in your discussion section, but the conclusion is a good place to elaborate and look ahead, considering the implications of your findings in both theoretical and practical terms.

• Based on these conclusions, practitioners should consider …
• To better understand the implications of these results, future studies could address …
• Further research is needed to determine the causes of/effects of/relationship between …

When making recommendations for further research, be sure not to undermine your own work. Relatedly, while future studies might confirm, build on, or enrich your conclusions, they shouldn’t be required for your argument to feel complete. Your work should stand alone on its own merits.

Just as you should avoid too much self-criticism, you should also avoid exaggerating the applicability of your research. If you’re making recommendations for policy, business, or other practical implementations, it’s generally best to frame them as “shoulds” rather than “musts.” All in all, the purpose of academic research is to inform, explain, and explore—not to demand.

Make sure your reader is left with a strong impression of what your research has contributed to the state of your field.

Some strategies to achieve this include:

• Returning to your problem statement to explain how your research helps solve the problem
• Referring back to the literature review and showing how you have addressed a gap in knowledge
• Discussing how your findings confirm or challenge an existing theory or assumption

Again, avoid simply repeating what you’ve already covered in the discussion in your conclusion. Instead, pick out the most important points and sum them up succinctly, situating your project in a broader context.

The end is near! Once you’ve finished writing your conclusion, it’s time to wrap up your thesis or dissertation with a few final steps:

• It’s a good idea to write your abstract next, while the research is still fresh in your mind.
• Next, make sure your reference list is complete and correctly formatted. To speed up the process, you can use our free APA citation generator .
• Once you’ve added any appendices , you can create a table of contents and title page .
• Finally, read through the whole document again to make sure your thesis is clearly written and free from language errors. You can proofread it yourself , ask a friend, or consider Scribbr’s proofreading and editing service .

Here is an example of how you can write your conclusion section. Notice how it includes everything mentioned above:

V. Conclusion

The current research aimed to identify acoustic speech characteristics which mark the beginning of an exacerbation in COPD patients.

The central questions for this research were as follows: 1. Which acoustic measures extracted from read speech differ between COPD speakers in stable condition and healthy speakers? 2. In what ways does the speech of COPD patients during an exacerbation differ from speech of COPD patients during stable periods?

All recordings were aligned using a script. Subsequently, they were manually annotated to indicate respiratory actions such as inhaling and exhaling. The recordings of 9 stable COPD patients reading aloud were then compared with the recordings of 5 healthy control subjects reading aloud. The results showed a significant effect of condition on the number of in- and exhalations per syllable, the number of non-linguistic in- and exhalations per syllable, and the ratio of voiced and silence intervals. The number of in- and exhalations per syllable and the number of non-linguistic in- and exhalations per syllable were higher for COPD patients than for healthy controls, which confirmed both hypotheses.

However, the higher ratio of voiced and silence intervals for COPD patients compared to healthy controls was not in line with the hypotheses. This unpredicted result might have been caused by the different reading materials or recording procedures for both groups, or by a difference in reading skills. Moreover, there was a trend regarding the effect of condition on the number of syllables per breath group. The number of syllables per breath group was higher for healthy controls than for COPD patients, which was in line with the hypothesis. There was no effect of condition on pitch, intensity, center of gravity, pitch variability, speaking rate, or articulation rate.

This research has shown that the speech of COPD patients in exacerbation differs from the speech of COPD patients in stable condition. This might have potential for the detection of exacerbations. However, sustained vowels rarely occur in spontaneous speech. Therefore, the last two outcome measures might have greater potential for the detection of beginning exacerbations, but further research on the different outcome measures and their potential for the detection of exacerbations is needed due to the limitations of the current study.

Checklist: Conclusion

I have clearly and concisely answered the main research question .

I have summarized my overall argument or key takeaways.

I have mentioned any important limitations of the research.

I have given relevant recommendations .

I have clearly explained what my research has contributed to my field.

I have  not introduced any new data or arguments.

You've written a great conclusion! Use the other checklists to further improve your dissertation.

If you want to know more about AI for academic writing, AI tools, or research bias, make sure to check out some of our other articles with explanations and examples or go directly to our tools!

Research bias

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In a thesis or dissertation, the discussion is an in-depth exploration of the results, going into detail about the meaning of your findings and citing relevant sources to put them in context.

The conclusion is more shorter and more general: it concisely answers your main research question and makes recommendations based on your overall findings.

While it may be tempting to present new arguments or evidence in your thesis or disseration conclusion , especially if you have a particularly striking argument you’d like to finish your analysis with, you shouldn’t. Theses and dissertations 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 discussion section and results section .) The conclusion is meant to summarize and reflect on the evidence and arguments you have already presented, not introduce new ones.

For a stronger dissertation conclusion , avoid including:

• Important evidence or analysis that wasn’t mentioned in the discussion section and results section
• Generic concluding phrases (e.g. “In conclusion …”)
• Weak statements that undermine your argument (e.g., “There are good points on both sides of this issue.”)

Your conclusion should leave the reader with a strong, decisive impression of your work.

The conclusion of your thesis or dissertation shouldn’t take up more than 5–7% of your overall word count.

The conclusion of your thesis or dissertation should include the following:

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

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Organizing Your Social Sciences Research Paper

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The conclusion is intended to help the reader understand why your research should matter to them after they have finished reading the paper. A conclusion is not merely a summary of the main topics covered or a re-statement of your research problem, but a synthesis of key points derived from the findings of your study and, if applicable based on your analysis, explain new areas for future research. For most college-level research papers, two or three well-developed paragraphs is sufficient for a conclusion, although in some cases, more paragraphs may be required in describing the key findings and highlighting their significance.

Conclusions. The Writing Center. University of North Carolina; Conclusions. The Writing Lab and The OWL. Purdue University.

Importance of a Good Conclusion

A well-written conclusion provides important opportunities to demonstrate to the reader your understanding of the research problem. These include:

• Presenting the last word on the issues you raised in your paper . Just as the introduction gives a first impression to your reader, the conclusion offers a chance to leave a lasting impression. Do this, for example, by highlighting key findings in your analysis that advance new understanding about the research problem, that are unusual or unexpected, or that have important implications applied to practice.
• Summarizing your thoughts and conveying the larger significance of your study . The conclusion is an opportunity to succinctly re-emphasize  your answer to the "So What?" question by placing the study within the context of how your research advances past studies about the topic.
• Identifying how a gap in the literature has been addressed . The conclusion can be where you describe how a previously identified gap in the literature [first identified in your literature review section] has been addressed by your research and why this contribution is significant.
• Demonstrating the importance of your ideas . Don't be shy. The conclusion offers an opportunity to elaborate on the impact and significance of your findings. This is particularly important if your study approached examining the research problem from an unusual or innovative perspective.
• Introducing possible new or expanded ways of thinking about the research problem . This does not refer to introducing new information [which should be avoided], but to offer new insight and creative approaches for framing or contextualizing the research problem based on the results of your study.

Bunton, David. “The Structure of PhD Conclusion Chapters.” Journal of English for Academic Purposes 4 (July 2005): 207–224; Conclusions. The Writing Center. University of North Carolina; Kretchmer, Paul. Twelve Steps to Writing an Effective Conclusion. San Francisco Edit, 2003-2008; Conclusions. The Writing Lab and The OWL. Purdue University; Assan, Joseph. "Writing the Conclusion Chapter: The Good, the Bad and the Missing." Liverpool: Development Studies Association (2009): 1-8.

Structure and Writing Style

I.  General Rules

The general function of your paper's conclusion is to restate the main argument . It reminds the reader of your main argument(s) strengths and reiterates the most important evidence supporting those argument(s). Do this by clearly summarizing the context, background, and the necessity of examining the research problem in relation to an issue, controversy, or a gap found in the literature. However, make sure that your conclusion is not simply a repetitive summary of the findings. This reduces the impact of the argument(s) you have developed in your paper.

When writing the conclusion to your paper, follow these general rules:

• Present your conclusions in clear, concise language. Re-state the purpose of your study, then describe how your findings differ or support those of other studies and why [i.e., describe what were the unique, new, or crucial contributions your study made to the overall research about your topic].
• Do not simply reiterate your findings or the discussion of your results. Provide a synthesis of arguments presented in the paper to show how these converge to address the research problem and the overall objectives of your study.
• Indicate opportunities for future research if you haven't already done so in the discussion section of your paper. Highlighting the need for further research provides the reader with evidence that you have an in-depth awareness of the research problem but that further analysis should take place beyond the scope of your investigation.

Consider the following points to help ensure your conclusion is presented well:

• If the argument or purpose of your paper is complex, you may need to summarize the argument for your reader.
• If, prior to your conclusion, you have not yet explained the significance of your findings or if you are proceeding inductively, use the end of your paper to describe your main points and explain their significance.
• Move from a detailed to a general level of consideration that returns the topic to the context provided by the introduction or within a new context that emerges from the data [this is opposite of the introduction, which begins with general discussion of the context and ends with a detailed description of the research problem]. 

The conclusion also provides a place for you to persuasively and succinctly restate the research problem, given that the reader has now been presented with all the information about the topic . Depending on the discipline you are writing in, the concluding paragraph may contain your reflections on the evidence presented. However, the nature of being introspective about the research you have conducted will depend on the topic and whether your professor wants you to express your observations in this way. If asked to think introspectively about the topic, do not delve into idle speculation. Being introspective means looking within yourself as an author to try and understand an issue more deeply, not to guess at possible outcomes or make up scenarios not supported by the evidence.

II.  Developing a Compelling Conclusion

Although an effective conclusion needs to be clear and succinct, it does not need to be written passively or lack a compelling narrative. Strategies to help you move beyond merely summarizing the key points of your research paper may include any of the following:

• If your paper addresses a critical, contemporary problem, warn readers of the possible consequences of not attending to the problem proactively based on the evidence presented in your study.
• Recommend a specific course or courses of action that, if adopted, could address a specific problem in practice or in the development of new knowledge leading to positive change.
• Cite a relevant quotation or expert opinion already noted in your paper in order to lend authority and support to the conclusion(s) you have reached [a good source would be from a source cited in your literature review].
• Explain the consequences of your research in a way that elicits action or demonstrates urgency in seeking change.
• Restate a key statistic, fact, or visual image to emphasize the most important finding of your paper.
• If your discipline encourages personal reflection, illustrate your concluding point by drawing from your own life experiences.
• Return to an anecdote, an example, or a quotation that you presented in your introduction, but add further insight derived from the findings of your study; use your interpretation of results from your study to recast it in new or important ways.
• Provide a "take-home" message in the form of a succinct, declarative statement that you want the reader to remember about your study.

III. Problems to Avoid

Failure to be concise Your conclusion section should be concise and to the point. Conclusions that are too lengthy often have unnecessary information in them. The conclusion is not the place for details about your methodology or results. Although you should give a summary of what was learned from your research, this summary should be relatively brief, since the emphasis in the conclusion is on the implications, evaluations, insights, and other forms of analysis that you make. Strategies for writing concisely can be found here .

Failure to comment on larger, more significant issues In the introduction, your task was to move from the general [topic studied within the field of study] to the specific [the research problem]. However, in the conclusion, your task is to move the discussion from specific [your research problem] back to a general discussion framed around the implications and significance of your findings [i.e., how your research contributes new understanding or fills an important gap in the literature]. In short, the conclusion is where you should place your research within a larger context [visualize the structure of your paper as an hourglass--start with a broad introduction and review of the literature, move to the specific method of analysis and the discussion, conclude with a broad summary of the study's implications and significance].

Failure to reveal problems and negative results Negative aspects of the research process should never be ignored. These are problems, deficiencies, or challenges encountered during your study. They should be summarized as a way of qualifying your overall conclusions. If you encountered negative or unintended results [i.e., findings that are validated outside the research context in which they were generated], you must report them in the results section and discuss their implications in the discussion section of your paper. In the conclusion, use negative or surprising results as an opportunity to explain their possible significance and/or how they may form the basis for future research.

Failure to provide a clear summary of what was learned In order to discuss how your research fits within your field of study [and possibly the world at large], you need to summarize briefly and succinctly how it contributes to new knowledge or a new understanding about the research problem. This element of your conclusion may be only a few sentences long, but it often represents the key takeaway for your reader.

Failure to match the objectives of your research Often research objectives in the social and behavioral sciences change while the research is being carried out due to unforeseen factors or unanticipated variables. This is not a problem unless you forget to go back and refine the original objectives in your introduction. As these changes emerge they must be documented so that they accurately reflect what you were trying to accomplish in your research [not what you thought you might accomplish when you began].

Resist the urge to apologize If you've immersed yourself in studying the research problem, you presumably should know a good deal about it [perhaps even more than your professor!]. Nevertheless, by the time you have finished writing, you may be having some doubts about what you have produced. Repress those doubts! Don't undermine your authority as a researcher by saying something like, "This is just one approach to examining this problem; there may be other, much better approaches that...." The overall tone of your conclusion should convey confidence to the reader concerning the validity and realiability of your research.

Assan, Joseph. "Writing the Conclusion Chapter: The Good, the Bad and the Missing." Liverpool: Development Studies Association (2009): 1-8; Concluding Paragraphs. College Writing Center at Meramec. St. Louis Community College; Conclusions. The Writing Center. University of North Carolina; Conclusions. The Writing Lab and The OWL. Purdue University; Freedman, Leora  and Jerry Plotnick. Introductions and Conclusions. The Lab Report. University College Writing Centre. University of Toronto; Leibensperger, Summer. Draft Your Conclusion. Academic Center, the University of Houston-Victoria, 2003; Make Your Last Words Count. The Writer’s Handbook. Writing Center. University of Wisconsin Madison; Miquel, Fuster-Marquez and Carmen Gregori-Signes. “Chapter Six: ‘Last but Not Least:’ Writing the Conclusion of Your Paper.” In Writing an Applied Linguistics Thesis or Dissertation: A Guide to Presenting Empirical Research . John Bitchener, editor. (Basingstoke,UK: Palgrave Macmillan, 2010), pp. 93-105; Tips for Writing a Good Conclusion. Writing@CSU. Colorado State University; Kretchmer, Paul. Twelve Steps to Writing an Effective Conclusion. San Francisco Edit, 2003-2008; Writing Conclusions. Writing Tutorial Services, Center for Innovative Teaching and Learning. Indiana University; Writing: Considering Structure and Organization. Institute for Writing Rhetoric. Dartmouth College.

Writing Tip

Don't Belabor the Obvious!

Avoid phrases like "in conclusion...," "in summary...," or "in closing...." These phrases can be useful, even welcome, in oral presentations. But readers can see by the tell-tale section heading and number of pages remaining that they are reaching the end of your paper. You'll irritate your readers if you belabor the obvious.

Assan, Joseph. "Writing the Conclusion Chapter: The Good, the Bad and the Missing." Liverpool: Development Studies Association (2009): 1-8.

Another Writing Tip

New Insight, Not New Information!

Don't surprise the reader with new information in your conclusion that was never referenced anywhere else in the paper. This is why the conclusion rarely has citations to sources that haven't been referenced elsewhere in your paper. If you have new information to present, add it to the discussion or other appropriate section of the paper. Note that, although no new information is introduced, the conclusion, along with the discussion section, is where you offer your most "original" contributions in the paper; the conclusion is where you describe the value of your research, demonstrate that you understand the material that you have presented, and position your findings within the larger context of scholarship on the topic, including describing how your research contributes new insights to that scholarship.

Assan, Joseph. "Writing the Conclusion Chapter: The Good, the Bad and the Missing." Liverpool: Development Studies Association (2009): 1-8; Conclusions. The Writing Center. University of North Carolina.

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How to Write a Conclusion for a Research Paper

By the time you write the conclusion, you should have pointed out in the body of your research paper why your topic is important to the reader, and you should have presented the reader with all your arguments. It is critical that you do not introduce new information or ideas in your conclusion. If you find that you have not yet made the arguments you wished to make or pointed out evidence you feel is crucial to your reader’s understanding of your subject, you are not yet ready to write the conclusion; add another body paragraph before writing the conclusion.

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Your research paper should have a strong, succinct concluding section, where you draw together your findings. Think of it as a conclusion, not a summary. The difference is that you are reaching overall judgments about your topic, not summarizing everything you wrote about it. How to write a conclusion for a research paper? The focus should be on:

• Saying what your research has found, what the findings mean, and how well they support the argument of your thesis statement.
• Establishing the limits of your argument: How widely does it apply? What are the strengths and weaknesses of your method? How clear-cut are your findings?
• Explaining how your findings and argument fit into your field, relating them to answers others have given and to the existing literature.

You may also want to add some concise comments about possible future developments or what kind of research should come next, but don’t lay it on too thick. The place of honor goes to your own explanation. Don’t spend too much of your final section criticizing others. Don’t introduce any big new topics or ideas. You certainly don’t expect to see new characters in the last scene of a movie. For the same reasons, you shouldn’t find any big new topics being introduced in the last paragraphs of a research paper.

Your concluding statement should focus on what your findings mean. How do you interpret them? Are they just as easily explained by alternative theories or other perspectives? Here, you are returning to the questions that first animated you and answering them, based on your research. You not only want to give the answers; you also want to explain their significance. What do they mean for policy, theory, literary interpretation, moral action, or whatever? You are answering the old, hard question: “So what?”

Be wary of overreaching. You really need to do two things at the same time: explain the significance of your findings and stake out their limits. You may have a hunch that your findings apply widely but, as a social scientist, you need to assess whether you can say so confidently, based on your current research. Your reader needs to know: “Do these findings apply to all college students, to all adults, or only to white mice?” White mice don’t come up much in the humanities, but the reader still wants to know how far your approach reaches. Does your analysis apply only to this novel or this writer, or could it apply to a whole literary genre?

Make it a priority to discuss these conclusions with your professor or adviser. The main danger here is that students finally reach this final section with only a week or two left before the due date. They don’t have enough time to work through their conclusions and revise them. That leaves the research paper weakest at the end, precisely where it should be strongest, nailing down the most significant points.

Begin discussing your major findings with your adviser while you are still writing the heart of the research paper. Of course, your conclusions will be tentative at that stage, but it helps to begin talking about them. As always, a little writing helps. You could simply list your main findings or write out a few paragraphs about them. Either would serve as a launching pad for meetings with your adviser. You will find these discussions also shed light on the research that leads to these findings. That, in turn, will strengthen your middle sections. Later, when you draft the conclusion, review your notes on these talks and the short documents you wrote for them. They will serve as prewriting for the final section.

The opening sentence of the conclusion should flow smoothly and logically from the transition sentence in the previous paragraph and lead the reader to reflect on your thesis. A good conclusion however, does not simply restate the thesis. You want to remind the reader of the thesis in your conclusion but reword it in a stronger fashion so that it is interesting and memorable to your audience.After reminding the reader of the thesis, the conclusion should then reflect on the topics in the body of the paper and summarize the key findings of your research. If you are writing a persuasive paper, it should summarize your key arguments and logically point your readers to the conclusion you wish them to reach.

Phrases for Conclusions of Research Papers

• All this requires us to (propose the next action or an alternative idea).
• Altogether, these findings indicate (point out the logical result).
• Finally, it is important to note (make your strongest point and follow with a recommendation).
• In conclusion (restate your thesis with greater emphasis).
• It is evident that (point out the logical result or obvious next action).
• In light of the evidence, (restate your thesis with greater emphasis).
• In short, (summarize your findings).
• It should be evident that we need to (propose the next action or an alternative idea).
• In summary, (summarize your findings).
• Looking ahead, it is obvious that (propose the next action or an alternative idea).
• My conclusion is (restate your thesis with greater emphasis).
• One last word must be said. (Follow with your opinion and propose a next action.)
• One concludes that (give your opinion).
• Overall, (summarize your findings).
• Reflecting on these facts,we can see that …
• The evidence presented above shows that (give your opinion).
• The reader can conclude (make the point you wish to make).
• These facts and observations support the idea that (offer a theory).
• This analysis reveals (state your findings).
• To conclude, (give an opinion based on the findings presented in the paper).
• To sum up this discussion, (summarize your findings).
• To summarize, (summarize your findings).
• We arrive at the following conclusion: (give an opinion based on the findings presented in the paper).
• We cannot ignore the fact that (state an important concern and follow with a call to action).
• We can postulate (give your opinion or offer a theory).
• We come to the conclusion that (give your opinion or offer a theory).
• We can now present the theory that (give your opinion or offer a theory).

Examples of Strong Conclusions

As an example of how to end your research paper, let’s turn again to John Dower’s splendid book on postwar Japan, Embracing Defeat: Japan in the Wake of World War II . In the final pages, Dower pulls together his findings on war-ravaged Japan and its efforts to rebuild. He then judges the legacies of that period: its continuing impact on the country’s social, political, and economic life. Some insights are unexpected, at least to me. He argues that Japan has pursued trade protection as the only acceptable avenue for its persistent nationalism. America’s overwhelming power and Japan’s self-imposed restraints—the intertwined subjects of the book—blocked any political or military expression of Japan’s nationalist sentiment. Those avenues were simply too dangerous, he says, while economic nationalism was not. Dower ends with these paragraphs:

The Japanese economists and bureaucrats who drafted the informal 1946 blueprint for a planned economy were admirably clear on these objectives [of “demilitarization and democratization”]. They sought rapid recovery and maximum economic growth, of course—but they were just as concerned with achieving economic demilitarization and economic democracy. . . . Japan became wealthy. The standard of living rose impressively at every level of society. Income distribution was far more equitable than in the United States. Job security was assured. Growth was achieved without inordinate dependence on a military-industrial complex or a thriving trade in armaments. These are hardly trivial ideas, but they are now being discarded along with all the deservedly bankrupt aspects of the postwar system. The lessons and legacies of defeat have been many and varied indeed; and their end is not yet in sight. (John W. Dower, Embracing Defeat: Japan in the Wake of World War II . New York: W. W. Norton, 1999, pp. 563–64)

Remember the anecdotal opening of Herbert’s book Impressionism: Art, Leisure, and Parisian Society , with Henry Tuckerman’s 1867 arrival in a much-changed Paris? (see research paper introduction examples) Herbert strikes a completely different tone in his conclusion. It synthesizes the art history he has presented, offers a large judgment about where Impressionism fits among art movements, and suggests why exhibitions of Monet, Manet, and Renoir are still so popular. He manages to do all that in a few well-crafted sentences:

Although we credit [Impressionism] with being the gateway to modern art, we also treat it as the last of the great Western styles based upon a perception of harmony with natural vision. That harmony, long since lost to us in this century of urbanization, industrialization, and world wars, remains a longed-for idea, so we look back to Impressionism as the painting of a golden era. We flock into exhibitions of paintings that represent cafes, boating, promenading, and peaceful landscapes precisely because of our yearning for less troubled times. The only history that we feel deeply is the kind that is useful to us. Impressionism still looms large at the end of the twentieth century because we use its leisure-time subjects and its brilliantly colored surfaces to construct a desirable history. (Herbert, Impressionism , p. 306)

Robert Dallek offers similarly accessible, powerful judgments in his conclusion to Flawed Giant: Lyndon Johnson and His Times, 1961–1973 :

[Johnson’s] presidency was a story of great achievement and terrible failure, of lasting gains and unforgettable losses. . . . In a not so distant future, when coming generations have no direct experience of the man and the passions of the sixties are muted, Johnson will probably be remembered as a President who faithfully reflected the country’s greatness and limitations—a man notable for his successes and failures, for his triumphs and tragedy. Only one thing seems certain: Lyndon Johnson will not join the many obscure—almost nameless, faceless—Presidents whose terms of office register on most Americans as blank slates. He will not be forgotten. (Robert Dallek, Flawed Giant: Lyndon Johnson and His Times, 1961–1973 . New York: Oxford University Press, 1998, p. 628)

Some writers not only synthesize their findings or compare them to others; they use the conclusion to say what their work means for appropriate methods or subject matter in their field. That is what Robert Bruegmann does in his final statement in The Architects and the City: Holabird & Roche of Chicago, 1880–1918 . His conclusion goes beyond saying that this was a great architectural firm or that it designed buildings of lasting importance. Bruegmann tells us that Holabird & Roche helped shape modern Chicago and that its work, properly studied, helps us understand “the city as the ultimate human artifact”:

Traditional architectural history has tended to see the city less as a process than as a product, a collection of high art architectural objects in a setting dominated by mundane buildings of little interest. This tended to perpetuate a destructive and divisive attitude about the built environment, suggesting that only a few buildings are worthy of careful study and preservation while all others are mere backdrop. I hope that these explorations in the work of Holabird & Roche have shed light on parts of the city rarely visited by the architectural historian and on some little explored aspects of its history. If so, perhaps it has achieved its most basic goal: providing an insight into the city as the ultimate human artifact, our most complex and prodigious social creation, and the most tangible result of the actions over time of all its citizens. (Robert Bruegmann, The Architects and the City: Holabird & Roche of Chicago, 1880–1918 . Chicago: University of Chicago Press, 1997, p. 443)

These are powerful conclusions, ending major works of scholarship on a high note. What concluding paragraphs should never do is gaze off into the sunset, offer vague homilies, or claim you have found the meaning of human existence. Be concrete. Stick to your topic. Make sure your research paper conclusions stand on solid ground. Avoid vague platitudes in your conclusion. Your goal should be reaching strong, sound judgments, firmly grounded in your readings and research. Better to claim too little than too much. Best of all, claim what you’ve earned the right to say: what your research really means.

Having finished the main parts of a research paper you can write an abstract.

Back to  How To Write A Research Paper .

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Finishing a research paper feels great, but getting to the end—especially the conclusion—can be a bit tricky. 

People often wonder, "How do I wrap up my findings nicely?" or "What tone should I use in the conclusion?" 

If you're dealing with these questions, you're not alone! Many researchers find writing a good conclusion a bit challenging since it's a crucial part that is meant to leave a strong impression on your readers.

No need to worry! 

In this guide, we'll show you how to write a conclusion that not only ties up your research paper neatly but also leaves a strong impression. We'll cover everything from summarizing effectively to creating the right feeling. 

So, let’s get started. 

• 1. What is a Research Paper Conclusion?
• 2. How to Write a Research Paper Conclusion: 7 Steps
• 3. Research Paper Conclusion Examples
• 4. Things to Avoid While Writing the Research Paper Conclusion

What is a Research Paper Conclusion?

A research paper conclusion is like the final chapter of your paper. It's where you bring everything together and leave a lasting impression on your readers. 

In simple terms, it's the last part where you sum up what you found during your research and explain why it matters. 

The conclusion isn't just a summary; it's a chance to make your research memorable and show its importance.

Types of Research Paper Conclusions

When it comes to writing the conclusion of your research paper, there isn't a one-size-fits-all approach. Different types of research papers call for different types of conclusions. Here are some common types:

• Summarizing Conclusion

This type recaps the key points and findings of your research. It's like giving your readers a quick overview of what you discovered without introducing new information. Summarizing conclusions works well for straightforward research papers.

• Reflective Conclusion

A reflective conclusion allows you to share your personal thoughts on the research process, challenges faced, and lessons learned. It adds a human touch to your paper, giving readers insight into your journey as a researcher.

• Open-ended Conclusion

Some research papers benefit from an open-ended conclusion that leaves room for further exploration. This type invites readers to think critically, ask questions, or even conduct additional research on the same topic.

How to Write a Research Paper Conclusion: 7 Steps

Writing an effective conclusion for your research paper involves more than just summarizing your findings. Follow these six essential steps to ensure your conclusion leaves a lasting impact:

Step 1: Restate the Research Problem

Start wrapping up your paper by going back to the main research question or issue you were investigating. 

Remind your readers about what you were trying to find out or understand. This gives your conclusion a clear connection to the original goal of your research, helping readers see the bigger picture.

Step 2: Revisit Your Thesis Statement

Go back to the main idea or argument you had in your paper—this is called your thesis statement. Double-check that your conclusion matches and supports what you wanted to prove or talk about in the beginning. 

This step is important because it keeps your conclusion connected to the main point of your research, making everything fit together nicely.

Step 3: Summarize Key Points

Give a short and clear recap of the most important things you found in your research. Keep it simple and stick to what you've already talked about—don't bring in new details now. 

The goal is to remind your readers of the important stuff you covered earlier. This helps to underline why your research is important and what you want them to take away from it.

Step 4: Discuss the Implications

Address the broader implications of your research. Explain why your findings matter and how they contribute to the existing body of knowledge in your field. 

Discuss the practical applications of your research and highlight any potential areas for further exploration.

Step 5: Connect with the Introduction

Create a seamless connection between your conclusion and the introduction. Referencing key elements from the introduction helps to create a cohesive narrative for your paper. 

This connection gives your research a sense of completeness and unity.

Step 6: Consider the "So What?" Factor

Ask yourself the question, "So what?" Why should readers care about your research? Clearly articulate the significance of your findings and their relevance to the broader academic or real-world context. 

Demonstrating the impact of your research adds depth to your conclusion.

Step 7: End with a Strong Closing Statement:

Conclude your research paper with a memorable closing statement. This could be a thought-provoking reflection, a call to action, or a suggestion for future research.

A strong closing leaves a lasting impression on your readers and emphasizes the importance of your work.

Research Paper Conclusion Examples

When it comes to writing a conclusion for your research paper, examining examples can offer valuable insights. Let’s take a look at this comprehensive example given below:

Still wondering how to write the conclusion for your research paper? Check out these examples for better understanding:

Conclusion For A Research Paper APA

Conclusion For A Research Paper Example Pdf

Conclusion For A Research Paper Pdf

Conclusion For A Research Paper Middle School

Conclusion For A Scientific Paper

Conclusion For A Research Paper Sample

Things to Avoid While Writing the Research Paper Conclusion

While crafting a conclusion for your research paper, it's crucial to steer clear of common pitfalls that can diminish the impact of your final remarks. 

Here are some things to avoid:

• Repetition: Avoid rehashing the exact language used in the introduction or body of your paper. A conclusion should summarize key points without duplicating content.
• Introducing New Information: Resist the temptation to introduce new ideas or data in the conclusion. This section is for summarizing existing content and reinforcing key findings.
• Overly Complex Language: Keep your conclusion clear and accessible. Avoid introducing overly complex or technical language that might confuse your readers.
• Lack of Connection to Introduction: Ensure that your conclusion ties back to the introduction. Failing to connect these sections can make your paper feel disjointed.
• Vague Statements: Steer clear of vague statements that lack substance. Clearly articulate the significance of your findings and their broader implications.
• Apologies or Excuses: Avoid including apologies or excuses for limitations in your research. While acknowledging limitations is important, the conclusion is not the place to dwell on them.
• New Arguments or Debates: The conclusion is not the space to introduce new debates or arguments. Keep the focus on summarizing your research and its implications.
• Abrupt Endings: A conclusion should not end abruptly. Instead, provide a thoughtful and well-rounded closing statement about the results of your study.

To sum it up, we've gone through important steps to make your research paper conclusion strong. We covered things like going back to your main question, talking about the most important points, and thinking about why your research matters in the real world.

Remember, a good ending is more than just a summary; it captures the heart of your research and answers the big "So what?" question. 

Remember, don't say the same things too much, don't add new details at the end, and keep your language simple!

If you ever need help with your academic writing, MyPerfectWords.com is here for you. Our expert writers are committed to helping you excel in your research papers and beyond. 

Take the next step towards academic success with MyPerfectWords.com, and hire our legit essay writing service  today!

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Dr. Barbara is a highly experienced writer and author who holds a Ph.D. degree in public health from an Ivy League school. She has worked in the medical field for many years, conducting extensive research on various health topics. Her writing has been featured in several top-tier publications.

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How to Write a Conclusion for a Research Paper

Last Updated: July 8, 2024 Approved

This article was co-authored by Christopher Taylor, PhD . Christopher Taylor is an Adjunct Assistant Professor of English at Austin Community College in Texas. He received his PhD in English Literature and Medieval Studies from the University of Texas at Austin in 2014. wikiHow marks an article as reader-approved once it receives enough positive feedback. This article received 43 testimonials and 83% of readers who voted found it helpful, earning it our reader-approved status. This article has been viewed 2,262,118 times.

The conclusion of a research paper needs to summarize the content and purpose of the paper without seeming too wooden or dry. Every basic conclusion must share several key elements, but there are also several tactics you can play around with to craft a more effective conclusion and several you should avoid to prevent yourself from weakening your paper's conclusion. Here are some writing tips to keep in mind when creating a conclusion for your next research paper.

Sample Conclusions

Writing a basic conclusion.

• Do not spend a great amount of time or space restating your topic.
• A good research paper will make the importance of your topic apparent, so you do not need to write an elaborate defense of your topic in the conclusion.
• Usually a single sentence is all you need to restate your topic.
• An example would be if you were writing a paper on the epidemiology of infectious disease, you might say something like "Tuberculosis is a widespread infectious disease that affects millions of people worldwide every year."
• Yet another example from the humanities would be a paper about the Italian Renaissance: "The Italian Renaissance was an explosion of art and ideas centered around artists, writers, and thinkers in Florence."

• A thesis is a narrowed, focused view on the topic at hand.
• This statement should be rephrased from the thesis you included in your introduction. It should not be identical or too similar to the sentence you originally used.
• Try re-wording your thesis statement in a way that complements your summary of the topic of your paper in your first sentence of your conclusion.
• An example of a good thesis statement, going back to the paper on tuberculosis, would be "Tuberculosis is a widespread disease that affects millions of people worldwide every year. Due to the alarming rate of the spread of tuberculosis, particularly in poor countries, medical professionals are implementing new strategies for the diagnosis, treatment, and containment of this disease ."

• A good way to go about this is to re-read the topic sentence of each major paragraph or section in the body of your paper.
• Find a way to briefly restate each point mentioned in each topic sentence in your conclusion. Do not repeat any of the supporting details used within your body paragraphs.
• Under most circumstances, you should avoid writing new information in your conclusion. This is especially true if the information is vital to the argument or research presented in your paper.
• For example, in the TB paper you could summarize the information. "Tuberculosis is a widespread disease that affects millions of people worldwide. Due to the alarming rate of the spread of tuberculosis, particularly in poor countries, medical professionals are implementing new strategies for the diagnosis, treatment, and containment of this disease. In developing countries, such as those in Africa and Southeast Asia, the rate of TB infections is soaring. Crowded conditions, poor sanitation, and lack of access to medical care are all compounding factors in the spread of the disease. Medical experts, such as those from the World Health Organization are now starting campaigns to go into communities in developing countries and provide diagnostic testing and treatments. However, the treatments for TB are very harsh and have many side effects. This leads to patient non-compliance and spread of multi-drug resistant strains of the disease."

• Note that this is not needed for all research papers.
• If you already fully explained what the points in your paper mean or why they are significant, you do not need to go into them in much detail in your conclusion. Simply restating your thesis or the significance of your topic should suffice.
• It is always best practice to address important issues and fully explain your points in the body of your paper. The point of a conclusion to a research paper is to summarize your argument for the reader and, perhaps, to call the reader to action if needed.

• Note that a call for action is not essential to all conclusions. A research paper on literary criticism, for instance, is less likely to need a call for action than a paper on the effect that television has on toddlers and young children.
• A paper that is more likely to call readers to action is one that addresses a public or scientific need. Let's go back to our example of tuberculosis. This is a very serious disease that is spreading quickly and with antibiotic-resistant forms.
• A call to action in this research paper would be a follow-up statement that might be along the lines of "Despite new efforts to diagnose and contain the disease, more research is needed to develop new antibiotics that will treat the most resistant strains of tuberculosis and ease the side effects of current treatments."

• For example, if you are writing a history paper, then you might discuss how the historical topic you discussed matters today. If you are writing about a foreign country, then you might use the conclusion to discuss how the information you shared may help readers understand their own country.

Making Your Conclusion as Effective as Possible

• Since this sort of conclusion is so basic, you must aim to synthesize the information rather than merely summarizing it.
• Instead of merely repeating things you already said, rephrase your thesis and supporting points in a way that ties them all together.
• By doing so, you make your research paper seem like a "complete thought" rather than a collection of random and vaguely related ideas.

• Ask a question in your introduction. In your conclusion, restate the question and provide a direct answer.
• Write an anecdote or story in your introduction but do not share the ending. Instead, write the conclusion to the anecdote in the conclusion of your paper.
• For example, if you wanted to get more creative and put a more humanistic spin on a paper on tuberculosis, you might start your introduction with a story about a person with the disease, and refer to that story in your conclusion. For example, you could say something like this before you re-state your thesis in your conclusion: "Patient X was unable to complete the treatment for tuberculosis due to severe side effects and unfortunately succumbed to the disease."
• Use the same concepts and images introduced in your introduction in your conclusion. The images may or may not appear at other points throughout the research paper.

• Include enough information about your topic to back the statement up but do not get too carried away with excess detail.
• If your research did not provide you with a clear-cut answer to a question posed in your thesis, do not be afraid to indicate as much.
• Restate your initial hypothesis and indicate whether you still believe it or if the research you performed has begun swaying your opinion.
• Indicate that an answer may still exist and that further research could shed more light on the topic at hand.

• This may not be appropriate for all types of research papers. Most research papers, such as one on effective treatment for diseases, will have the information to make the case for a particular argument already in the paper.
• A good example of a paper that might ask a question of the reader in the ending is one about a social issue, such as poverty or government policy.
• Ask a question that will directly get at the heart or purpose of the paper. This question is often the same question, or some version of it, that you may have started with when you began your research.
• Make sure that the question can be answered by the evidence presented in your paper.
• If desired you can briefly summarize the answer after stating the question. You could also leave the question hanging for the reader to answer, though.

• Even without a call to action, you can still make a recommendation to your reader.
• For instance, if you are writing about a topic like third-world poverty, you can various ways for the reader to assist in the problem without necessarily calling for more research.
• Another example would be, in a paper about treatment for drug-resistant tuberculosis, you could suggest donating to the World Health Organization or research foundations that are developing new treatments for the disease.

Avoiding Common Pitfalls

• These sayings usually sound stiff, unnatural, or trite when used in writing.
• Moreover, using a phrase like "in conclusion" to begin your conclusion is a little too straightforward and tends to lead to a weak conclusion. A strong conclusion can stand on its own without being labeled as such.

• Always state the main argument or thesis in the introduction. A research paper is an analytical discussion of an academic topic, not a mystery novel.
• A good, effective research paper will allow your reader to follow your main argument from start to finish.
• This is why it is best practice to start your paper with an introduction that states your main argument and to end the paper with a conclusion that re-states your thesis for re-iteration.

• All significant information should be introduced in the body of the paper.
• Supporting evidence expands the topic of your paper by making it appear more detailed. A conclusion should narrow the topic to a more general point.
• A conclusion should only summarize what you have already stated in the body of your paper.
• You may suggest further research or a call to action, but you should not bring in any new evidence or facts in the conclusion.

• Most often, a shift in tone occurs when a research paper with an academic tone gives an emotional or sentimental conclusion.
• Even if the topic of the paper is of personal significance for you, you should not indicate as much in your paper.
• If you want to give your paper a more humanistic slant, you could start and end your paper with a story or anecdote that would give your topic more personal meaning to the reader.
• This tone should be consistent throughout the paper, however.

• Apologetic statements include phrases like "I may not be an expert" or "This is only my opinion."
• Statements like this can usually be avoided by refraining from writing in the first-person.
• Avoid any statements in the first-person. First-person is generally considered to be informal and does not fit with the formal tone of a research paper.

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• ↑ http://owl.english.purdue.edu/owl/resource/724/04/
• ↑ http://www.crlsresearchguide.org/18_Writing_Conclusion.asp
• ↑ http://writing.wisc.edu/Handbook/PlanResearchPaper.html#conclusion
• ↑ http://writingcenter.unc.edu/handouts/conclusions/

About This Article

To write a conclusion for a research paper, start by restating your thesis statement to remind your readers what your main topic is and bring everything full circle. Then, briefly summarize all of the main points you made throughout your paper, which will help remind your readers of everything they learned. You might also want to include a call to action if you think more research or work needs to be done on your topic by writing something like, "Despite efforts to contain the disease, more research is needed to develop antibiotics." Finally, end your conclusion by explaining the broader context of your topic and why your readers should care about it, which will help them understand why your topic is relevant and important. For tips from our Academic co-author, like how to avoid common pitfalls when writing your conclusion, scroll down! Did this summary help you? Yes No

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Writing a Paper: Conclusions

Writing a conclusion.

A conclusion is an important part of the paper; it provides closure for the reader while reminding the reader of the contents and importance of the paper. It accomplishes this by stepping back from the specifics in order to view the bigger picture of the document. In other words, it is reminding the reader of the main argument. For most course papers, it is usually one paragraph that simply and succinctly restates the main ideas and arguments, pulling everything together to help clarify the thesis of the paper. A conclusion does not introduce new ideas; instead, it should clarify the intent and importance of the paper. It can also suggest possible future research on the topic.

An Easy Checklist for Writing a Conclusion

It is important to remind the reader of the thesis of the paper so he is reminded of the argument and solutions you proposed.

Think of the main points as puzzle pieces, and the conclusion is where they all fit together to create a bigger picture. The reader should walk away with the bigger picture in mind.

Make sure that the paper places its findings in the context of real social change.

Make sure the reader has a distinct sense that the paper has come to an end. It is important to not leave the reader hanging. (You don’t want her to have flip-the-page syndrome, where the reader turns the page, expecting the paper to continue. The paper should naturally come to an end.)

No new ideas should be introduced in the conclusion. It is simply a review of the material that is already present in the paper. The only new idea would be the suggesting of a direction for future research.

Conclusion Example

As addressed in my analysis of recent research, the advantages of a later starting time for high school students significantly outweigh the disadvantages. A later starting time would allow teens more time to sleep--something that is important for their physical and mental health--and ultimately improve their academic performance and behavior. The added transportation costs that result from this change can be absorbed through energy savings. The beneficial effects on the students’ academic performance and behavior validate this decision, but its effect on student motivation is still unknown. I would encourage an in-depth look at the reactions of students to such a change. This sort of study would help determine the actual effects of a later start time on the time management and sleep habits of students.

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How to Write a Good Conclusion Paragraph (+30 Examples)

A good conclusion paragraph is the lasting impression you want to leave with your reader.

Here is a quick summary of how to write a good conclusion paragraph:

Write a good conclusion paragraph by summarizing key points, restating your thesis, and providing a final thought or call to action. Ensure it wraps up your main ideas, reinforces your argument, and leaves the reader with something to ponder.

This ultimate guide will walk you through the steps to craft an effective conclusion, along with 30 examples to inspire you.

5 Steps for Writing a Good Conclusion Paragraph

Table of Contents

There are five main steps to writing a good conclusion.

Let’s go through each step

1. Understand the Purpose

The conclusion is your final opportunity to leave an impact.

It should tie together your main ideas, reinforce your message, and give the reader a sense of closure.

Wrap Up Your Main Ideas

The conclusion should succinctly wrap up the main points of your writing. Think of it as a summary that captures the essence of your arguments without going into detailed explanations.

This helps reinforce what you have discussed and ensures that the reader remembers the core message.

Reinforce Your Thesis

Your thesis statement is the foundation of your writing.

In the conclusion, restate it in a new way to reinforce your central argument. This reminds the reader of the purpose of your writing and underscores its significance.

Give a Sense of Closure

A good conclusion gives a sense of closure to the reader. It signals that the discussion has come to an end and that all points have been addressed. This helps the reader feel that the piece is complete and that their time was well-spent.

Leave the Reader with Something to Think About

The best conclusions go beyond merely summarizing the content.

They leave the reader with a final thought or reflection that stays with them. This could be a call to action, a prediction about the future, or a thought-provoking question that encourages further reflection on the topic.

2. Summarize Key Points

Briefly summarize the key points discussed in the body of your text.

Avoid introducing new information. This helps the reader recall the main ideas.

Brief Summary

The summary should be concise and to the point. Highlight the main ideas discussed in your writing without going into detailed explanations. This helps refresh the reader’s memory of your key points.

Avoid New Information

Introducing new information in the conclusion can confuse the reader. The conclusion is not the place to present new arguments or data. Stick to summarizing what has already been discussed.

Recall Main Ideas

Summarizing the key points helps the reader recall the main ideas of your writing. This reinforces the message and ensures that the reader takes away the most important information from your piece.

“In conclusion, adopting sustainable practices, reducing waste, and promoting renewable energy are essential steps towards a greener future.”

3. Restate the Thesis

Restate your thesis in a new way. This reinforces your argument without sounding repetitive.

Restate, Don’t Repeat

Restating the thesis means expressing it in a new way.

Avoid repeating it verbatim.

Instead, rephrase it to reinforce your argument and show that you have successfully argued your point throughout the piece.

Reinforce the Argument

Restating the thesis helps reinforce your central argument. It reminds the reader of the purpose of your writing and underscores its significance.

Provide Closure Restating the thesis in the conclusion gives a sense of closure.

It signals that the discussion has come full circle and that you have addressed your initial argument.

“By implementing these strategies, we can significantly reduce our carbon footprint and protect our planet for future generations.”

4. Provide a Final Thought

Offer a final thought or reflection to leave a lasting impression. This could be a call to action, a prediction, or a thought-provoking question.

Final Thought or Reflection

A final thought or reflection can leave a lasting impression on the reader.

It shows that you are not just summarizing your points but also offering a deeper insight or perspective.

Call to Action

A call to action encourages the reader to take the next step.

It motivates them to act based on the information or arguments presented in your writing.

Prediction or Question

A prediction about the future or a thought-provoking question can engage the reader and encourage further reflection. This leaves the reader with something to think about even after they have finished reading.

“As we move forward, it’s crucial to remember that every small effort counts. Together, we can make a difference.”

5. Use a Call to Action (if applicable)

If your piece is meant to persuade or encourage action, include a call to action. This motivates the reader to take the next step.

Motivate the Reader

A call to action motivates the reader to take the next step.

It encourages them to act based on the information or arguments presented in your writing.

Encourage Action

Including a call to action is especially important in persuasive writing. It encourages the reader to act on the information provided and make a change or take a specific action.

Provide Clear Steps

A good call to action provides clear steps for the reader to follow.

It should be specific and actionable, guiding the reader on what to do next.

“Join us in making a positive change. Start today by reducing your plastic use and spreading awareness about environmental conservation.”

Check out this video about how to write a good conclusion:

How to Write a Good Conclusion for an Essay

Writing a good conclusion for an essay involves summarizing your main points, restating your thesis, and providing a final thought or reflection.

Here’s how:

• Summarize Main Points : Briefly recap the key points discussed in the body of your essay.
• Restate Thesis : Paraphrase your thesis statement to reinforce your argument.
• Final Thought : Offer a final insight, question, or call to action to leave a lasting impression.

This approach ensures your essay feels complete and leaves the reader with a clear understanding of your argument.

How to Write a Good Conclusion for an Argumentative Essay

A strong conclusion for an argumentative essay should not only summarize the main points and restate the thesis but also emphasize the importance of your argument.

Follow these steps:

• Summarize Arguments : Briefly outline the main arguments presented.
• Restate Thesis : Rephrase your thesis to highlight its significance.
• Address Counterarguments : Acknowledge opposing viewpoints and reinforce why your argument is stronger.
• Call to Action : Encourage the reader to take action or reconsider their position.

How to Write a Good Conclusion for a Research Paper

Crafting a good conclusion for a research paper involves summarizing your findings, discussing their implications, and suggesting future research.

Here’s a guide:

• Summarize Findings : Recap the key results of your research.
• Discuss Implications : Explain the significance of your findings and how they contribute to the field.
• Restate Research Question : Reiterate the research question and how your findings address it.
• Suggest Future Research : Propose areas for further investigation.

This format provides a comprehensive and thoughtful conclusion that underscores the importance of your research and its potential impact.

30 Examples of Good Conclusion Paragraphs

Let’s explore some good examples of good conclusions.

Example 1: Environmental Essay

“In conclusion, the preservation of our natural resources is not just a necessity but a responsibility we owe to future generations. By taking small steps today, we can ensure a healthier planet tomorrow.”

Example 2: Technology Article

“As we embrace the advancements in technology, it is vital to remain vigilant about privacy and security. Staying informed and proactive can help us navigate the digital landscape safely.”

Example 3: Health and Wellness Blog

“Ultimately, achieving a balanced lifestyle requires dedication and mindfulness. By prioritizing our well-being, we can lead healthier and more fulfilling lives.”

Example 4: Business Report

“In summary, the market analysis indicates a positive trend for our product. With strategic planning and execution, we can capitalize on these opportunities and drive growth.”

Example 5: Education Essay

“In the end, fostering a love for learning in students is the key to their success. By creating engaging and supportive educational environments, we can inspire the next generation of leaders.”

Example 6: Travel Blog

“To conclude, exploring new destinations enriches our lives and broadens our perspectives. Embrace the adventure and discover the beauty of our world.”

Example 7: Personal Development Article

“In the final analysis, personal growth is a lifelong journey. Embrace challenges, learn from experiences, and continue striving to become the best version of yourself.”

Example 8: Marketing Case Study

“In closing, the data clearly shows that targeted marketing strategies significantly improve customer engagement and sales. By refining our approach, we can achieve even greater success.”

Example 9: Historical Analysis

“In conclusion, the events of the past continue to shape our present and future. Understanding history is essential to making informed decisions and avoiding past mistakes.”

Example 10: Scientific Research Paper

“Ultimately, the findings of this study contribute to our understanding of the subject and open the door for further research. Continued exploration in this field is vital for advancing knowledge.”

Example 11: Political Commentary

“In the end, civic engagement is crucial for a functioning democracy. Stay informed, participate in discussions, and exercise your right to vote.”

Example 12: Fashion Blog

“To wrap up, fashion is a powerful form of self-expression. Embrace your unique style and let your wardrobe reflect your personality.”

Example 13: Food Blog

“In conclusion, cooking at home not only saves money but also allows you to experiment with flavors and ingredients. Start your culinary journey today and discover the joys of homemade meals.”

Example 14: Sports Article

“Ultimately, teamwork and perseverance are the foundations of success in sports. Keep pushing your limits and strive for excellence on and off the field.”

Example 15: Literature Analysis

“In summary, the themes explored in this novel resonate with readers and offer valuable insights into the human condition. Its timeless message continues to inspire and provoke thought.”

Example 16: Parenting Blog

“In the end, raising children requires patience, love, and commitment. Cherish the moments, and remember that every effort you make shapes their future.”

Example 17: Finance Article

“To conclude, financial planning is essential for securing your future. Start today by setting clear goals and creating a budget that aligns with your aspirations.”

Example 18: Career Advice Blog

“In conclusion, building a successful career takes time and dedication. Stay focused, seek opportunities for growth, and never stop learning.”

Example 19: Fitness Blog

“Ultimately, regular exercise and a balanced diet are key to maintaining a healthy lifestyle. Stay motivated, and remember that every step counts towards your fitness goals.”

Example 20: DIY Blog

“In summary, DIY projects are a rewarding way to personalize your space and learn new skills. Get creative and start your next project today.”

Example 21: Relationship Advice

“In the end, strong relationships are built on communication, trust, and mutual respect. Nurture your connections and strive for harmony in your interactions.”

Example 22: Pet Care Blog

“To wrap up, responsible pet ownership involves understanding your pet’s needs and providing them with a loving home. Invest in their well-being, and they’ll reward you with unconditional love.”

Example 23: Environmental Science Paper

“In conclusion, addressing climate change requires global cooperation and immediate action. Every effort counts, and together we can create a sustainable future.”

Example 24: Technology Review

“Ultimately, this gadget offers impressive features that enhance convenience and efficiency. Consider it for your next tech upgrade.”

Example 25: Psychology Article

“In summary, understanding human behavior is crucial for improving mental health and well-being. Continue exploring this fascinating field for more insights.”

Example 26: Gardening Blog

“In the end, gardening is a therapeutic and rewarding hobby that connects us with nature. Start your garden today and enjoy the benefits of fresh produce and beautiful blooms.”

Example 27: Home Improvement Article

“To conclude, home improvement projects can significantly enhance your living space and increase property value. Plan carefully and enjoy the transformation.”

Example 28: Social Media Marketing

“In conclusion, effective social media marketing requires consistency, creativity, and engagement. Develop a strategy that resonates with your audience and watch your brand grow.”

Example 29: Automotive Review

“Ultimately, this vehicle combines performance, style, and safety. Take it for a test drive and experience its capabilities firsthand.”

Example 30: Music Blog

“In summary, music has the power to evoke emotions and bring people together. Explore different genres and find the soundtrack to your life.”

Tips for Writing a Strong Conclusion

Here are some simple but good tips for writing a powerful conclusion:

• Keep it Concise – A good conclusion should be short and to the point. Avoid unnecessary details and focus on wrapping up your main ideas.
• Use Clear Language – Ensure your language is clear and easy to understand. Avoid jargon and complex sentences.
• Be Consistent – Maintain the same tone and style as the rest of your text. Consistency helps create a seamless reading experience.
• End on a Positive Note – Whenever possible, end with a positive or uplifting message. This leaves the reader with a good impression.

Common Mistakes to Avoid

There are some common mistakes that many writers make when crafting their conclusions.

• Introducing New Information – Don’t introduce new ideas or arguments in the conclusion. This can confuse the reader and dilute your main points.
• Being Vague – Avoid vague statements that don’t add value. Be specific and clear in your summary.
• Repetitiveness – Don’t repeat the same points over and over. Restate your thesis and key points in a new way.
• Ignoring the Thesis – Make sure to tie your conclusion back to your thesis. This reinforces your argument and gives a sense of closure.

Final Thoughts: How to Write a Good Conclusion Paragraph

Writing a good conclusion paragraph is essential for creating a cohesive and impactful piece of writing.

By summarizing key points, restating the thesis, providing a final thought, and using a call to action, you can craft a strong conclusion that leaves a lasting impression.

Use the 30 examples provided to inspire your own writing and ensure your conclusions are always effective and engaging.

Read This Next:

• How to Write an Introduction Paragraph [50+ Examples]
• How to Write a Paragraph [Ultimate Guide + Examples]
• Types of Evidence in Writing [Ultimate Guide + Examples]
• Narrative Writing Graphic Organizer [Guide + Free Templates]
• How to Write a Hook (40 Good Examples)

17 Essay Conclusion Examples (Copy and Paste)

Chris Drew (PhD)

Dr. Chris Drew is the founder of the Helpful Professor. He holds a PhD in education and has published over 20 articles in scholarly journals. He is the former editor of the Journal of Learning Development in Higher Education. [Image Descriptor: Photo of Chris]

Learn about our Editorial Process

Essay conclusions are not just extra filler. They are important because they tie together your arguments, then give you the chance to forcefully drive your point home.

I created the 5 Cs conclusion method to help you write essay conclusions:

I’ve previously produced the video below on how to write a conclusion that goes over the above image.

The video follows the 5 C’s method ( you can read about it in this post ), which doesn’t perfectly match each of the below copy-and-paste conclusion examples, but the principles are similar, and can help you to write your own strong conclusion:

💡 New! Try this AI Prompt to Generate a Sample 5Cs Conclusion This is my essay: [INSERT ESSAY WITHOUT THE CONCLUSION]. I want you to write a conclusion for this essay. In the first sentence of the conclusion, return to a statement I made in the introduction. In the second sentence, reiterate the thesis statement I have used. In the third sentence, clarify how my final position is relevant to the Essay Question, which is [ESSAY QUESTION]. In the fourth sentence, explain who should be interested in my findings. In the fifth sentence, end by noting in one final, engaging sentence why this topic is of such importance.

Remember: The prompt can help you generate samples but you can’t submit AI text for assessment. Make sure you write your conclusion in your own words.

Essay Conclusion Examples

Below is a range of copy-and-paste essay conclusions with gaps for you to fill-in your topic and key arguments. Browse through for one you like (there are 17 for argumentative, expository, compare and contrast, and critical essays). Once you’ve found one you like, copy it and add-in the key points to make it your own.

1. Argumentative Essay Conclusions

The arguments presented in this essay demonstrate the significant importance of _____________. While there are some strong counterarguments, such as ____________, it remains clear that the benefits/merits of _____________ far outweigh the potential downsides. The evidence presented throughout the essay strongly support _____________. In the coming years, _____________ will be increasingly important. Therefore, continual advocacy for the position presented in this essay will be necessary, especially due to its significant implications for _____________.

Version 1 Filled-In

The arguments presented in this essay demonstrate the significant importance of fighting climate change. While there are some strong counterarguments, such as the claim that it is too late to stop catastrophic change, it remains clear that the merits of taking drastic action far outweigh the potential downsides. The evidence presented throughout the essay strongly support the claim that we can at least mitigate the worst effects. In the coming years, intergovernmental worldwide agreements will be increasingly important. Therefore, continual advocacy for the position presented in this essay will be necessary, especially due to its significant implications for humankind.

As this essay has shown, it is clear that the debate surrounding _____________ is multifaceted and highly complex. While there are strong arguments opposing the position that _____________, there remains overwhelming evidence to support the claim that _____________. A careful analysis of the empirical evidence suggests that _____________ not only leads to ____________, but it may also be a necessity for _____________. Moving forward, _____________ should be a priority for all stakeholders involved, as it promises a better future for _____________. The focus should now shift towards how best to integrate _____________ more effectively into society.

Version 2 Filled-In

As this essay has shown, it is clear that the debate surrounding climate change is multifaceted and highly complex. While there are strong arguments opposing the position that we should fight climate change, there remains overwhelming evidence to support the claim that action can mitigate the worst effects. A careful analysis of the empirical evidence suggests that strong action not only leads to better economic outcomes in the long term, but it may also be a necessity for preventing climate-related deaths. Moving forward, carbon emission mitigation should be a priority for all stakeholders involved, as it promises a better future for all. The focus should now shift towards how best to integrate smart climate policies more effectively into society.

Based upon the preponderance of evidence, it is evident that _____________ holds the potential to significantly alter/improve _____________. The counterarguments, while noteworthy, fail to diminish the compelling case for _____________. Following an examination of both sides of the argument, it has become clear that _____________ presents the most effective solution/approach to _____________. Consequently, it is imperative that society acknowledge the value of _____________ for developing a better  _____________. Failing to address this topic could lead to negative outcomes, including _____________.

Version 3 Filled-In

Based upon the preponderance of evidence, it is evident that addressing climate change holds the potential to significantly improve the future of society. The counterarguments, while noteworthy, fail to diminish the compelling case for immediate climate action. Following an examination of both sides of the argument, it has become clear that widespread and urgent social action presents the most effective solution to this pressing problem. Consequently, it is imperative that society acknowledge the value of taking immediate action for developing a better environment for future generations. Failing to address this topic could lead to negative outcomes, including more extreme climate events and greater economic externalities.

See Also: Examples of Counterarguments

On the balance of evidence, there is an overwhelming case for _____________. While the counterarguments offer valid points that are worth examining, they do not outweigh or overcome the argument that _____________. An evaluation of both perspectives on this topic concludes that _____________ is the most sufficient option for  _____________. The implications of embracing _____________ do not only have immediate benefits, but they also pave the way for a more _____________. Therefore, the solution of _____________ should be actively pursued by _____________.

Version 4 Filled-In

On the balance of evidence, there is an overwhelming case for immediate tax-based action to mitigate the effects of climate change. While the counterarguments offer valid points that are worth examining, they do not outweigh or overcome the argument that action is urgently necessary. An evaluation of both perspectives on this topic concludes that taking societal-wide action is the most sufficient option for  achieving the best results. The implications of embracing a society-wide approach like a carbon tax do not only have immediate benefits, but they also pave the way for a more healthy future. Therefore, the solution of a carbon tax or equivalent policy should be actively pursued by governments.

2. Expository Essay Conclusions

Overall, it is evident that _____________ plays a crucial role in _____________. The analysis presented in this essay demonstrates the clear impact of _____________ on _____________. By understanding the key facts about _____________, practitioners/society are better equipped to navigate _____________. Moving forward, further exploration of _____________ will yield additional insights and information about _____________. As such, _____________ should remain a focal point for further discussions and studies on _____________.

Overall, it is evident that social media plays a crucial role in harming teenagers’ mental health. The analysis presented in this essay demonstrates the clear impact of social media on young people. By understanding the key facts about the ways social media cause young people to experience body dysmorphia, teachers and parents are better equipped to help young people navigate online spaces. Moving forward, further exploration of the ways social media cause harm will yield additional insights and information about how it can be more sufficiently regulated. As such, the effects of social media on youth should remain a focal point for further discussions and studies on youth mental health.

To conclude, this essay has explored the multi-faceted aspects of _____________. Through a careful examination of _____________, this essay has illuminated its significant influence on _____________. This understanding allows society to appreciate the idea that _____________. As research continues to emerge, the importance of _____________ will only continue to grow. Therefore, an understanding of _____________ is not merely desirable, but imperative for _____________.

To conclude, this essay has explored the multi-faceted aspects of globalization. Through a careful examination of globalization, this essay has illuminated its significant influence on the economy, cultures, and society. This understanding allows society to appreciate the idea that globalization has both positive and negative effects. As research continues to emerge, the importance of studying globalization will only continue to grow. Therefore, an understanding of globalization’s effects is not merely desirable, but imperative for judging whether it is good or bad.

Reflecting on the discussion, it is clear that _____________ serves a pivotal role in _____________. By delving into the intricacies of _____________, we have gained valuable insights into its impact and significance. This knowledge will undoubtedly serve as a guiding principle in _____________. Moving forward, it is paramount to remain open to further explorations and studies on _____________. In this way, our understanding and appreciation of _____________ can only deepen and expand.

Reflecting on the discussion, it is clear that mass media serves a pivotal role in shaping public opinion. By delving into the intricacies of mass media, we have gained valuable insights into its impact and significance. This knowledge will undoubtedly serve as a guiding principle in shaping the media landscape. Moving forward, it is paramount to remain open to further explorations and studies on how mass media impacts society. In this way, our understanding and appreciation of mass media’s impacts can only deepen and expand.

In conclusion, this essay has shed light on the importance of _____________ in the context of _____________. The evidence and analysis provided underscore the profound effect _____________ has on _____________. The knowledge gained from exploring _____________ will undoubtedly contribute to more informed and effective decisions in _____________. As we continue to progress, the significance of understanding _____________ will remain paramount. Hence, we should strive to deepen our knowledge of _____________ to better navigate and influence _____________.

In conclusion, this essay has shed light on the importance of bedside manner in the context of nursing. The evidence and analysis provided underscore the profound effect compassionate bedside manner has on patient outcome. The knowledge gained from exploring nurses’ bedside manner will undoubtedly contribute to more informed and effective decisions in nursing practice. As we continue to progress, the significance of understanding nurses’ bedside manner will remain paramount. Hence, we should strive to deepen our knowledge of this topic to better navigate and influence patient outcomes.

See More: How to Write an Expository Essay

3. Compare and Contrast Essay Conclusion

While both _____________ and _____________ have similarities such as _____________, they also have some very important differences in areas like _____________. Through this comparative analysis, a broader understanding of _____________ and _____________ has been attained. The choice between the two will largely depend on _____________. For example, as highlighted in the essay, ____________. Despite their differences, both _____________ and _____________ have value in different situations.

While both macrosociology and microsociology have similarities such as their foci on how society is structured, they also have some very important differences in areas like their differing approaches to research methodologies. Through this comparative analysis, a broader understanding of macrosociology and microsociology has been attained. The choice between the two will largely depend on the researcher’s perspective on how society works. For example, as highlighted in the essay, microsociology is much more concerned with individuals’ experiences while macrosociology is more concerned with social structures. Despite their differences, both macrosociology and microsociology have value in different situations.

It is clear that _____________ and _____________, while seeming to be different, have shared characteristics in _____________. On the other hand, their contrasts in _____________ shed light on their unique features. The analysis provides a more nuanced comprehension of these subjects. In choosing between the two, consideration should be given to _____________. Despite their disparities, it’s crucial to acknowledge the importance of both when it comes to _____________.

It is clear that behaviorism and consructivism, while seeming to be different, have shared characteristics in their foci on knowledge acquisition over time. On the other hand, their contrasts in ideas about the role of experience in learning shed light on their unique features. The analysis provides a more nuanced comprehension of these subjects. In choosing between the two, consideration should be given to which approach works best in which situation. Despite their disparities, it’s crucial to acknowledge the importance of both when it comes to student education.

Reflecting on the points discussed, it’s evident that _____________ and _____________ share similarities such as _____________, while also demonstrating unique differences, particularly in _____________. The preference for one over the other would typically depend on factors such as _____________. Yet, regardless of their distinctions, both _____________ and _____________ play integral roles in their respective areas, significantly contributing to _____________.

Reflecting on the points discussed, it’s evident that red and orange share similarities such as the fact they are both ‘hot colors’, while also demonstrating unique differences, particularly in their social meaning (red meaning danger and orange warmth). The preference for one over the other would typically depend on factors such as personal taste. Yet, regardless of their distinctions, both red and orange play integral roles in their respective areas, significantly contributing to color theory.

Ultimately, the comparison and contrast of _____________ and _____________ have revealed intriguing similarities and notable differences. Differences such as _____________ give deeper insights into their unique and shared qualities. When it comes to choosing between them, _____________ will likely be a deciding factor. Despite these differences, it is important to remember that both _____________ and _____________ hold significant value within the context of _____________, and each contributes to _____________ in its own unique way.

Ultimately, the comparison and contrast of driving and flying have revealed intriguing similarities and notable differences. Differences such as their differing speed to destination give deeper insights into their unique and shared qualities. When it comes to choosing between them, urgency to arrive at the destination will likely be a deciding factor. Despite these differences, it is important to remember that both driving and flying hold significant value within the context of air transit, and each contributes to facilitating movement in its own unique way.

See Here for More Compare and Contrast Essay Examples

4. Critical Essay Conclusion

In conclusion, the analysis of _____________ has unveiled critical aspects related to _____________. While there are strengths in _____________, its limitations are equally telling. This critique provides a more informed perspective on _____________, revealing that there is much more beneath the surface. Moving forward, the understanding of _____________ should evolve, considering both its merits and flaws.

In conclusion, the analysis of flow theory has unveiled critical aspects related to motivation and focus. While there are strengths in achieving a flow state, its limitations are equally telling. This critique provides a more informed perspective on how humans achieve motivation, revealing that there is much more beneath the surface. Moving forward, the understanding of flow theory of motivation should evolve, considering both its merits and flaws.

To conclude, this critical examination of _____________ sheds light on its multi-dimensional nature. While _____________ presents notable advantages, it is not without its drawbacks. This in-depth critique offers a comprehensive understanding of _____________. Therefore, future engagements with _____________ should involve a balanced consideration of its strengths and weaknesses.

To conclude, this critical examination of postmodern art sheds light on its multi-dimensional nature. While postmodernism presents notable advantages, it is not without its drawbacks. This in-depth critique offers a comprehensive understanding of how it has contributed to the arts over the past 50 years. Therefore, future engagements with postmodern art should involve a balanced consideration of its strengths and weaknesses.

Upon reflection, the critique of _____________ uncovers profound insights into its underlying intricacies. Despite its positive aspects such as ________, it’s impossible to overlook its shortcomings. This analysis provides a nuanced understanding of _____________, highlighting the necessity for a balanced approach in future interactions. Indeed, both the strengths and weaknesses of _____________ should be taken into account when considering ____________.

Upon reflection, the critique of marxism uncovers profound insights into its underlying intricacies. Despite its positive aspects such as its ability to critique exploitation of labor, it’s impossible to overlook its shortcomings. This analysis provides a nuanced understanding of marxism’s harmful effects when used as an economic theory, highlighting the necessity for a balanced approach in future interactions. Indeed, both the strengths and weaknesses of marxism should be taken into account when considering the use of its ideas in real life.

Ultimately, this critique of _____________ offers a detailed look into its advantages and disadvantages. The strengths of _____________ such as __________ are significant, yet its limitations such as _________ are not insignificant. This balanced analysis not only offers a deeper understanding of _____________ but also underscores the importance of critical evaluation. Hence, it’s crucial that future discussions around _____________ continue to embrace this balanced approach.

Ultimately, this critique of artificial intelligence offers a detailed look into its advantages and disadvantages. The strengths of artificial intelligence, such as its ability to improve productivity are significant, yet its limitations such as the possibility of mass job losses are not insignificant. This balanced analysis not only offers a deeper understanding of artificial intelligence but also underscores the importance of critical evaluation. Hence, it’s crucial that future discussions around the regulation of artificial intelligence continue to embrace this balanced approach.

This article promised 17 essay conclusions, and this one you are reading now is the twenty-first. This last conclusion demonstrates that the very best essay conclusions are written uniquely, from scratch, in order to perfectly cater the conclusion to the topic. A good conclusion will tie together all the key points you made in your essay and forcefully drive home the importance or relevance of your argument, thesis statement, or simply your topic so the reader is left with one strong final point to ponder.

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How to Write a Conclusion for a Research Paper: Examples & Tips

You might be wondering about how to write a conclusion paragraph for a research paper. It may seem like your readers should understand your main arguments by the end, so there is no need for it. However, there are several aspects that prove the importance of a conclusion section in research.

Its first and primary function is, of course, a summary of all the main ideas and evidence in the paper. Sometimes research can be quite lengthy so putting all the thoughts you want to share in one place is very handy. Moreover, the conclusion shows how important your work is and suggests new ways of looking at the problem.

Our guide and research paper conclusion example are here to help you with your assignment!

• ❗ Importance of a Conclusion
• 👣 Writing Steps
• 📑 Conclusion Types & Examples
• ❌ Common Mistakes

🔗 References

❗ importance of a conclusion in a research paper.

A conclusion intends to remind the readers about the main arguments and findings of the whole paper. However, it also highlights the significance of the work. Both these functions help create a long-lasting, memorable impression from your research paper , so always include this part and try to think of the ways to make it even more effective.

Since having a strong concluding paragraph is so crucial for the overall success, you might want to check out a step-by-step guide on writing it. It can assure you don’t miss any vital moments. Moreover, you need to find out what conclusion type would be the best!

👣 How to Write a Conclusion for a Research Paper Step by Step

Below are only a few simple steps that can allow you to write the most persuasive research paper.

📑 Types & Examples of Research Paper Conclusions

You may be assigned to write a persuasive or argumentative paper. Or your professor might ask you to develop an analytical or comparative research paper.

Should you write their conclusions in the same way? The answer is “No”. When you write different types of assignments, you need different conclusions.

Argumentative Research Paper Conclusion

To write an excellent argumentative paper conclusion, you need to highlight the most persuasive and strong arguments you have — no need to add many details. In addition, don’t forget you should include the essential components of the conclusion, such as paraphrasing your thesis statement, which points out your opinion on the chosen topic. If you used a strong thesis statement generator , it won’t be hard to do.

Argumentative Research Paper Conclusion Example

Right now, Earth is facing the issue of the sixth extinction, which causes numerous species to fade every day. There are at least three ideas people might use to prevent their total extinction in the next fifty years. More ways of recycling, new approaches to plastic production, and conservation of species could be life-saving.

Analytical Research Paper Conclusion

First, you should restate your thesis statement and summarize the critical points of your arguments. The main difference between the analytical research paper conclusion and other types is that there should definitely be a highlight of a broader context. It means you can add some meaning to the findings.

Analytical Research Paper Conclusion Example

Elon Musk has made a revolution in the way we pay, drive, and even fly. His ideas come only from the desire to make things easier, but eventually, they change the world. Musk first thought about PayPal when he was a student, and now it’s one of the most popular online payment systems. The same with Tesla cars.

Comparative Research Paper Conclusion

An effective comparative paper conclusion requires some analytical skills. You need to be very careful in looking through facts to clearly formulate your findings. Moreover, the sources need to be trustworthy. And, as usual, you need to add a paraphrased thesis statement and a few words about the importance of your study research.

Comparative Research Paper Conclusion Example

Electric cars are proven to be more efficient and effective than gas cars. Not only do they produce fewer emissions, but the drivers reach their destination point faster. Moreover, gas cars are more expensive to maintain. It all derives from the specifics of the electric cars’ engines, which are much simpler.

❌ Common Mistakes You Should Avoid

Are you ready to pass your writing? Wait! Have you checked it for the most common mistakes? If no, below are several general errors you should avoid.

• The Conclusion – Organizing Academic Research Papers
• Conclusions – UNC Writing Center
• Conclusions // Purdue Writing Lab
• Writing the conclusion – Research & Learning Online
• Writing a Research Paper – The Writing Center – UW–Madison
• How to Structure & Organize Your Paper
• Writing Conclusions: Writing Guides
• Ending the Essay: Conclusions
• Tips for Writing Policy Papers – Stanford Law School
• A Process Approach to Writing Research Papers
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Great article! It helped me to complete my research papers conclusion that was a real nightmare for me! Thank you so much for it!

I was on my way to completing my research paper and going to finish the conclusion by copy-pasting the introduction. Thank God, I wanted to read some articles on conclusion writing. After reading your post on this question, I completed my conclusion following your instructions. Believe my research paper is worth an excellent mark!

In response to a comment from Lynn: Thank you for noting this unfortunate mistake in the text. Obviously, we spend a lot of time compiling, writing, and editing materials, but there’s always room for a simple human error! Thanks again, and have a great day! 🙂

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The Guide to Literature Reviews

• What is a Literature Review?
• The Purpose of Literature Reviews
• Guidelines for Writing a Literature Review
• How to Organize a Literature Review?
• Software for Literature Reviews
• Using Artificial Intelligence for Literature Reviews
• How to Conduct a Literature Review?
• Common Mistakes and Pitfalls in a Literature Review
• Methods for Literature Reviews
• What is a Systematic Literature Review?
• What is a Narrative Literature Review?
• What is a Descriptive Literature Review?
• What is a Scoping Literature Review?
• What is a Realist Literature Review?
• What is a Critical Literature Review?
• Meta Analysis vs. Literature Review
• What is an Umbrella Literature Review?
• Differences Between Annotated Bibliographies and Literature Reviews
• Literature Review vs. Theoretical Framework
• How to Write a Literature Review?
• How to Structure a Literature Review?
• How to Make a Cover Page for a Literature Review?
• How to Write an Abstract for a Literature Review?
• How to Write a Literature Review Introduction?
• How to Write the Body of a Literature Review?
• How to Write a Literature Review Conclusion?
• How to Make a Literature Review Bibliography?
• How to Format a Literature Review?
• How Long Should a Literature Review Be?
• Introduction

Examples of systematic reviews

Examples of narrative reviews, examples of realist reviews, examples of scoping reviews, example of umbrella reviews.

• How to Present a Literature Review?
• How to Publish a Literature Review?

Examples of Literature Reviews

Writing a literature review is a critical part of any research paper, providing a foundation that situates the study within the existing body of knowledge. In this article, we will highlight various methods used across disciplines, showcasing the diversity in approach and application.

A good literature review summarizes journal articles and other relevant articles while critically evaluating them to give a comprehensive overview of the research area. This process involves scrutinizing the work of other researchers to ensure the review effectively addresses the research questions .

The examples below include standalone literature reviews of existing research; however, many literature reviews are done for academic writing or included at the beginning of a longer research project. All reviews must identify gaps and research questions, even if they are not standalone literature reviews.

Systematic reviews are essential components of evidence-based practice, meticulously gathering and synthesizing research findings to offer high-quality, comprehensive insights into specific topics. These reviews are characterized by their structured methods. These literature reviews reveal patterns, highlight gaps, and provide robust conclusions that inform policy, practice, and future research directions.

The review titled "Barriers and Facilitators to the Implementation of Lay Health Worker Programmes to Improve Access to Maternal and Child Health: Qualitative Evidence Synthesis" systematically examines qualitative studies to identify factors influencing the success and sustainability of lay health worker programs. Glenton et al., (2013) conducted a comprehensive search across multiple databases, including MEDLINE and CINAHL, using explicit criteria to select studies that employed qualitative methods to explore stakeholders' experiences and attitudes towards lay health workers programs in primary or community healthcare settings.

Two reviewers independently assessed the quality of the selected studies using a standardized tool. They then employed thematic synthesis to systematically extract and identify barriers and facilitators to the implementation of lay health workers programs. The findings were integrated with outcome measures from a Cochrane review on lay health workers' effectiveness, using a logic model to propose how specific program components influence outcomes.

The review utilized the CerQual approach to assess the certainty of the findings, ensuring robust conclusions about the factors affecting lay health workers' program implementation. The review highlights the importance of trust, respect, and support from health systems and community leaders, and identifies key motivators and challenges faced by lay health workers. The systematic approach provides valuable insights into optimizing lay health workers programs, emphasizing the need for relevant services, adequate training, and supportive supervision to enhance program success and sustainability.

Mental Health

In the review "Correlates and consequences of internalized stigma for people living with mental illness: A systematic review and meta-analysis," Livingston and Boyd review and analyze extensive research on the negative effects of internalized stigma on people with mental illness. The article examines studies on the relationships between internalized stigma and various factors like demographics, psychosocial aspects, and psychiatric symptoms. Out of 127 reviewed studies, data from 45 were used for meta-analyses. The study found that demographics were not strongly linked to internalized stigma, but it negatively impacted hope, self-esteem, and empowerment, and was associated with worse psychiatric symptoms and treatment adherence. It highlights the need for more long-term studies to better understand these relationships.

A narrative review is a type of literature review that provides a comprehensive, qualitative summary of research on a particular topic. It synthesizes information from various studies to give an overview of current knowledge, often highlighting important themes, trends, and gaps in the literature.

The narrative literature review "Narrative Review of Infection Control Knowledge and Attitude among Healthcare Workers" by Aljohani et al. (2020) examines the knowledge and attitudes of healthcare workers (HCWs) toward infection control, focusing on blood-borne pathogens like HBV, HCV, and HIV. Using Proquest, Medline, and Up To Date databases, 28 articles published between 2000 and 2018 were analyzed.

The review found that HCWs generally possess a high knowledge of precautionary measures and exhibit above-average compliance with needle safety protocols. There was a weak positive correlation between staff attitudes and precautionary measures and a moderate positive correlation between precautionary measures and needle safety compliance. Crucially, the study identified that stronger precautionary measures significantly improve compliance with needle safety precautions, emphasizing the need for robust infection control practices to mitigate the risks HCWs face.

The narrative literature review by Popat and Tarrant (2023) "Exploring adolescents' perspectives on social media and mental health and well-being - A qualitative literature review" explored adolescents' perspectives on social media's impact on their mental health and well-being. Focusing on adolescents aged 13 to 17, the review examined qualitative studies published from January 2014 to December 2020, sourced from APA Psychinfo, Web of Science, PubMed, and Google Scholar, yielding 24 research papers.

The review identified five main themes: self-expression and validation, appearance comparison and body ideals, pressure to stay connected, social engagement and peer support, and exposure to bullying and harmful content. It found that social media can contribute to poor mental health through validation-seeking, fear of judgement, body comparison, addiction, and cyberbullying. However, it also highlighted the positive aspects, such as connection, support, and discussion forums for those with similar diagnoses. Future research should consider adolescents' suggestions for social media improvements, study younger participants, and assess the impact of COVID-19 on social media use and mental health.

A realist review is a type of literature review that focuses on understanding how and why complex interventions work (or do not work) in particular contexts. It aims to uncover the mechanisms behind observed outcomes by examining the interaction between the intervention, the context, and the effects. This approach helps identify which aspects of an intervention are effective, for whom, and under what circumstances.

The realist literature review, titled "Workplace-Based Organizational Interventions Promoting Mental Health and Happiness among Healthcare Workers: A Realist Review," synthesizes evidence on organizational-level interventions to promote mental health and well-being among healthcare workers. Mental illness, accounting for 32% of global disability years, significantly impacts workplaces, particularly healthcare workers who face high rates of burnout, stress, and depression due to excessive workloads, workplace violence, and bullying, negatively affecting patient care and worker wellbeing (Gray et al., 2019).

A search of three premier health-related databases identified 1290 articles discussing healthcare workers, workplace interventions, and mental health. After further examination, 46 articles met the criteria for organizational-level interventions and were combined with similar studies from a Cochrane review, totalling 60 articles. These studies, mainly from high-income countries, were analyzed using a realist framework, focusing on skills and knowledge development, leadership development, communication, team building, stress management, and workload and time management.

Common themes highlight the importance of employee engagement in developing and implementing interventions. The review emphasizes the need for more research in low- and middle-income countries and the long-term effects of workplace mental health promotion. This provides insights into effective organizational-level interventions for enhancing healthcare workers' mental health and well-being.

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A scoping review is a type of literature review that aims to map the existing literature on a particular topic or research area. It identifies key concepts, theories, sources of evidence, and gaps in the research.

This scoping review "Narrative Diaries in Pediatrics: A Scoping Review" by Sansone et al. (2021) investigates the use of health diaries with both clinical and narrative elements in pediatrics to study children's and families' experiences with illness and coping strategies. The objective is to synthesize the literature on narrative health diaries using the PRISMA extension for scoping reviews.

Sources were selected based on criteria including English language, narrative diaries, and focus on children/adolescents and/or their parents/caregivers. Searches are conducted in PubMed, Embase, and CINAHL without date restrictions, resulting in 36 included articles. Most diaries are implemented at home (61%), in hospitals (17%), and schools (14%). Children or adolescents are the primary diarists in 50% of cases. The diaries are mostly paper (53%), with video (19%), e-diaries (8%), and audio diaries (8%) also used. None of the studies examine the impact on patient outcomes.

Narrative health diaries are valuable for capturing the experiences of illness and daily life from children's perspectives. Their adaptability to different settings suggests broad applicability in pediatric care. However, more research is needed to assess their impact on health outcomes.

An umbrella review, also known as an overview of reviews, is a comprehensive examination that synthesizes evidence from multiple systematic reviews and meta-analyses on a particular topic. It aims to provide a high-level summary of a wide range of research findings, often addressing broader questions than those explored in individual reviews.

The umbrella review "Physical Activity and Exercise in Mild Cognitive Impairment and Dementia: An Umbrella Review of Intervention and Observational Studies" by Demurtas et al. (2020) aimed to evaluate the impact of physical activity/exercise on cognitive and noncognitive outcomes in individuals with mild cognitive impairment and dementia. The review encompassed systematic reviews and meta-analyses of randomized controlled trials and observational studies . Participants were diagnosed with mild cognitive impairment or dementia through validated assessments, and their outcomes were compared to those who did not engage in physical activity/exercise.

The literature search, registered in PROSPERO , included major databases until December 31, 2019. Evidence certainty was assessed using the Grading of Recommendations Assessment, Development and Evaluation approach. From 1160 initial articles, 27 systematic reviews involving 28,205 participants were included. For mild cognitive impairment, mind-body interventions and mixed physical activity showed small cognitive improvements, while resistance training had a large effect with very low certainty.

In dementia, physical activity/exercise improved cognition in Alzheimer's and all dementia types and reduced noncognitive issues like falls and neuropsychiatric symptoms. The review concluded that while physical activity/exercise shows positive effects on cognitive and noncognitive outcomes in mild cognitive impairment and dementia, further randomized controlled trials are needed to confirm these findings.

Literature reviews play a crucial role in the research process. They offer valuable insights into the current state of knowledge on a topic. A well-executed literature review can be as impactful as original research by adhering to proper guidelines and maintaining high standards. It highlights the latest findings, provides a critical analysis of previous studies, and guides researchers in shaping their future investigations. Through comprehensive literature reviews, researchers gain a deeper understanding of their field, identify gaps in existing knowledge, and make informed decisions about their research direction.

Livingston JD, Boyd JE. Correlates and consequences of internalized stigma for people living with mental illness: a systematic review and meta-analysis. Soc Sci Med. 2010 Dec;71(12):2150-61. doi: 10.1016/j.socscimed.2010.09.030. Epub 2010 Oct 12. PMID: 21051128.

Glenton C, Colvin CJ, Carlsen B, Swartz A, Lewin S, Noyes J, Rashidian A. Barriers and facilitators to the implementation of lay health worker programmes to improve access to maternal and child health: qualitative evidence synthesis. Cochrane Database Syst Rev. 2013 Oct 8;2013(10): CD010414. doi: 10.1002/14651858.CD010414.pub2. PMID: 24101553; PMCID: PMC6396344.

AlJohani A, Karuppiah K, Al Mutairi A, Al Mutair A. Narrative Review of Infection Control Knowledge and Attitude among Healthcare Workers. J Epidemiol Glob Health. 2021 Mar;11(1):20-25. doi: 10.2991/jegh.k.201101.001. Epub 2020 Nov 9. PMID: 33605115; PMCID: PMC7958281.

Sansone V, Dall'Oglio I, Gesualdo F, Cancani F, Cecchetti C, Di Nardo M, Rossi A, De Ranieri C, Alvaro R, Tiozzo E, Gawronski O. Narrative Diaries in Pediatrics: A Scoping Review. J Pediatr Nurs. 2021 Jul-Aug;59:e93-e105. doi: 10.1016/j.pedn.2021.02.006. Epub 2021 Feb 20. PMID: 33622642.

Popat A, Tarrant C. Exploring adolescents' perspectives on social media and mental health and well-being - A qualitative literature review. Clin Child Psychol Psychiatry. 2023 Jan;28(1):323-337. doi: 10.1177/13591045221092884. Epub 2022 Jun 7. PMID: 35670473; PMCID: PMC9902994.

Demurtas J, Schoene D, Torbahn G, Marengoni A, Grande G, Zou L, Petrovic M, Maggi S, Cesari M, Lamb S, Soysal P, Kemmler W, Sieber C, Mueller C, Shenkin SD, Schwingshackl L, Smith L PhD, Veronese N; European Society of Geriatric Medicine Special Interest Group in Systematic Reviews and Meta-Analyses, Frailty, Sarcopenia, and Dementia. Physical Activity and Exercise in Mild Cognitive Impairment and Dementia: An Umbrella Review of Intervention and Observational Studies. J Am Med Dir Assoc. 2020 Oct;21(10):1415-1422.e6. doi: 10.1016/j.jamda.2020.08.031. PMID: 32981668.

Gray P, Senabe S, Naicker N, Kgalamono S, Yassi A, Spiegel JM. Workplace-Based Organizational Interventions Promoting Mental Health and Happiness among Healthcare Workers: A Realist Review. Int J Environ Res Public Health. 2019 Nov 11;16(22):4396. doi: 10.3390/ijerph16224396. PMID: 31717906; PMCID: PMC6888154.

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Essay Conclusion

Essay conclusion generator.

Captivating your readers until the very end is a crucial goal in essay writing. The conclusion holds the power to leave a lasting impression, reinforcing your arguments and providing a sense of closure. In this article, we will delve into the art of crafting essay conclusions that resonate with your audience. Whether you’re a student seeking guidance or a seasoned writer in search of inspiration, this comprehensive guide will equip you with the tools to master the art of concluding your essays effectively.

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What is an Essay Conclusion?

An essay conclusion serves as the final segment of your written composition. It brings together all the ideas, arguments, and evidence presented throughout the essay and synthesizes them into a concise and coherent final statement. Think of it as the grand finale that encapsulates your main points and leaves a lasting impression on your readers.

How to Write an Essay Conclusion

To create a compelling essay conclusion, follow these step-by-step guidelines

Step 1: Restate your thesis:

Begin by restating your thesis statement, reminding readers of the central argument you have been supporting throughout your essay. However, avoid repeating it verbatim. Instead, rephrase it to maintain reader engagement.

Step 2: Summarize your main points:

Provide a succinct summary of the key points and arguments discussed in the body paragraphs. Focus on the most significant aspects while maintaining a logical flow. Avoid introducing new information or ideas at this stage.

Step 3: Emphasize the significance:

Highlight the broader implications of your essay’s topic and the relevance of your arguments in a wider context. Convey the importance of your findings and their potential impact on the subject matter or the reader’s perspective.

Step 4: Evoke emotions:

Create an emotional connection with your readers by emphasizing the significance of your topic or appealing to their values and beliefs. Stirring emotions can leave a lasting impact and make your conclusion more memorable.

Step 5: Offer a call to action or recommendation:

Depending on the nature of your essay, conclude with a call to action or a thoughtful recommendation that encourages readers to consider further action or reflection on the topic. This can inspire them to continue exploring or take specific steps related to the subject matter.

What is the ideal length for an essay conclusion?

The length of an essay conclusion varies depending on the overall length of your essay. As a general guideline, aim for a conclusion that is concise yet comprehensive, spanning approximately 10-15% of your total essay length.

Can I introduce new information in my essay conclusion?

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This paper is in the following e-collection/theme issue:

Published on 25.7.2024 in Vol 8 (2024)

Changes in the Frequency of Actions Associated With Mental Health During Online Treatment: Analysis of Demographic and Clinical Factors

Authors of this article:

Original Paper

• Madelyne Bisby 1, 2 , PhD   ; 
• Lauren Staples 1 , PhD   ; 
• Blake Dear 1, 2 , PhD   ; 
• Nickolai Titov 1 , PhD  

1 MindSpot Clinic, MQ Health, Macquarie University, Sydney, Australia

2 School of Psychological Sciences, Macquarie University, Sydney, Australia

Corresponding Author:

Madelyne Bisby, PhD

MindSpot Clinic

Macquarie University

16 University Avenue

Sydney, 2109

Phone: 61 298508724

Email: [email protected]

Background: Specific daily actions (eg, goal setting, meaningful activities) are associated with mental health. Performing specific daily actions at a higher frequency is associated with significantly lower baseline symptoms of depression and anxiety, as well as better psychological treatment outcomes for depression and anxiety.

Objective: This study explored how the frequency of specific daily actions associated with mental health may differ prior to, during, and following treatment according to demographic and clinical characteristics.

Methods: Using a sample of 448 patients from an Australian national digital psychology service, we examined baseline differences in daily action frequency and changes in daily action frequency during a digital psychological treatment according to demographic and clinical subgroups. A total of 5 specific types of daily actions were measured using the Things You Do Questionnaire: healthy thinking, meaningful activities, goals and plans, healthy habits, and social connections.

Results: The frequency of daily actions differed according to employment status (largest P =.005) and educational level (largest P =.004). Daily action frequency was lower in those participants with more severe or chronic depression or anxiety symptoms (largest P =.004). Participants reported larger increases in how often they did these daily actions from baseline to midtreatment compared to mid- to posttreatment. Depression duration ( P =.01) and severity ( P <.001) were associated with differences in how daily action frequency changed during treatment.

Conclusions: The findings of this study support continued research exploring the relationship between daily actions and mental health, how this relationship might differ between individuals, and the clinical potential of supporting individuals to increase the frequency of daily actions to improve mental health.

Introduction

Converging work suggests that there are different “elements,” “behaviours,” or “actions” that can be performed daily which are associated with mental health (henceforth referred to as “actions” for simplicity). Several research groups have attempted to identify these actions, such as the 5 types of daily actions on the “Things You Do” (TYD)—for example, healthy thinking and meaningful activities [ 1 ]; the “Act Belong Commit” campaign—for example, developing a sense of belonging [ 2 ]; the “ABCs of Mental Health”—for example, doing something actively [ 3 ]; and the PERMA model of well-being—for example, positive emotions and engagement [ 4 ]. While these attempts have taken different approaches to identifying these actions (eg, clinical judgment and survey methodology), they are all based on the premise that doing certain daily actions more frequently is associated with better mental health.

This premise is supported by research in both community and clinical samples. In community samples, performing some specific daily actions (eg, social and recreational activities) more frequently may prevent the onset of mental health difficulties [ 5 ]. Furthermore, the 5 types of daily actions captured by the Things You Do Questionnaire (TYDQ; healthy thinking, meaningful activities, goals and plans, healthy habits, and social connections) are associated with lower depression, lower anxiety, and greater life satisfaction in large community surveys [ 1 ].

These specific daily actions are arguably foundational to several psychological treatment approaches. For example, cognitive therapy relies on people increasing how often they respond to negative thoughts with thought challenging [ 6 ], and behavioral activation relies on people increasing how often they plan and participate in enjoyable and meaningful activities [ 7 ]. Studies that track the relationship between how often individuals practice these daily skills with treatment outcomes demonstrate that doing them more often is associated with lower distress [ 8 , 9 ]. Similar results are found when the frequency of specific daily actions that have been previously associated with mental health, as measured using the TYDQ, are tracked across transdiagnostic psychological treatment for depression and anxiety. Indeed, individuals report increasing how often they do these daily actions from baseline to posttreatment (8 weeks later), and those who reported doing the actions at least 3 to 4 times per week at posttreatment reported significantly lower depression and anxiety symptoms [ 10 - 12 ]. These findings suggest that specific daily actions are associated with mental health across the severity spectrum and that changes in how often individuals are performing these actions may influence psychological treatment outcomes.

There are a number of outstanding questions regarding individual differences in the frequency of daily actions associated with mental health. Identifying the individual characteristics associated with the specific type of daily action, and how often it is performed, could facilitate a more nuanced understanding of the relationship between these different actions and mental health. Such information could be used to identify who may benefit from interventions designed to increase the frequency of specific actions. In addition, previous work examining the rate at which psychological symptoms change over treatment has demonstrated that individuals report more rapid improvements in the first few weeks of treatment [ 13 , 14 ]. Preliminary research suggests that a similar trajectory may be observed for treatment-related increases in daily actions, such that individuals report more rapid increases in the frequency of daily actions within the first few weeks of treatment [ 11 ]. However, this finding needs to be replicated. To answer these questions, we analyzed an observational cohort of 448 adult patients who accessed an 8-week digital psychological treatment for depression and anxiety at an Australian digital psychology service. Specifically, we examined how the frequency of 5 types of daily actions, as measured using the TYDQ, differed between demographic and clinical subgroups prior to treatment, and then how the frequency of these daily actions changed over time according to demographic and clinical subgroups.

Participants

This uncontrolled cohort study included Australian adults who engaged with the MindSpot Clinic between November 2021 and May 2022. The MindSpot Clinic is a digital psychology service funded by the Australian Department of Health to provide remotely delivered psychological assessment and treatments to Australian adults [ 15 ]. Australian residents aged 18 years or older were eligible for MindSpot services. To be eligible for inclusion in this study, patients had to (1) complete the TYDQ during the initial assessment (note that this was optional) and (2) complete at least 1 lesson of a digital 8-week treatment for depression and anxiety. This resulted in a sample of 448 patients.

Ethical Considerations

The use of deidentified data obtained from the MindSpot Clinic is approved by the Macquarie University Human Research Ethics Committee and is registered with the Australian and New Zealand Clinical Trials Registry (ACTRN12613000407796).

The Wellbeing Course is an 8-week digital transdiagnostic treatment course designed to help manage symptoms of depression and anxiety. The Wellbeing Course has been demonstrated to be effective for a wide range of clinical presentations [ 15 - 18 ]. The Wellbeing Course includes 5 lessons, practical guides, illustrative case stories, and additional resources. Lessons are released sequentially and include information and skills related to psychoeducation, cognitive challenges, physical symptom management, graded exposure, and relapse prevention. The Wellbeing Course was delivered primarily in a therapist-guided capacity, whereby therapists initiated contact with patients once a week via telephone or secure messaging. The Wellbeing Course and the clinical model provided at the MindSpot Clinic are described in detail elsewhere [ 15 , 18 ].

Things You Do Questionnaire-15 Item

The Things You Do Questionnaire-15 (TYDQ-15) is a brief 15-item measure of daily actions that are associated with mental health [ 19 ]. There are 5 domains of action—healthy thinking, meaningful activities, goals and plans, healthy habits, and social connections. Items are scored from 0 (not at all in the last week) to 4 (every day in the last week). TYD total scores equal to performing the actions at least 3 to 4 times a week have been associated with significantly lower depression and anxiety symptoms [ 10 , 11 ]. The measure has demonstrated acceptable psychometric properties and treatment responsivity [ 19 ].

Patient Health Questionnaire-9 Item

The Patient Health Questionnaire-9 (PHQ-9) is a 9-item measure of depressive symptoms consistent with diagnostic criteria for major depression [ 20 ]. Items are scored from 0 (not at all) to 3 (all of the time); a total score of ≥10 is most frequently used as an indicator of clinical depression.

Generalized Anxiety Disorder-7 Item

The Generalized Anxiety Disorder-7 (GAD-7) is a 7-item measure of anxiety symptoms [ 21 ]. Items are scored from 0 (not at all) to 3 (all of the time); a total score of ≥10 is indicative of clinical anxiety.

Statistical Analyses

Univariate analyses of variance were conducted to examine differences in action frequency according to demographic and clinical characteristics. Subgroups with fewer than 10 patients are reported in the overall demographics but were not included in analyses. For treatment analyses, 4 time points were included—initial assessment, pretreatment (week 1), midtreatment (weeks 4 and 5), and posttreatment (weeks 8 and 9). Multiple imputation was used to handle missing data consistent with intent-to-treat. The model involved a maximum of 50 case draws, 2 parameter draws, and baseline symptom severity, time, and adherence were included as predictors of missingness [ 22 , 23 ].

Generalized estimating equations with a gamma log-link function and unstructured correlation matrix were used to examine changes in TYD action frequency, depression symptoms, and anxiety symptoms over time [ 24 ]. Pairwise comparisons were used to examine change between consecutive time points. Demographic and clinical subgroups were then entered as predictors in the generalized estimating equations to examine changes in TYDQ scores over time according to baseline characteristics. To adjust for multiple comparisons, α was reduced to P <.005 for all analyses. We adopted this P value to balance the risk of type I and type II errors, and we acknowledge that these analyses are exploratory in nature.

Baseline Demographic and Clinical Characteristics

Patient ages ranged from 22 to 67 years, with 255 (57%) patients between the ages of 30 and 45 years. Most participants (n=319, 71%) identified as female, lived in a capital city or surrounding area (n=275, 61%), were employed (n=352, 79%), and had received a university education (n=242, 54%). Half (n=235, 52%) of the patients were in a domestic partnership—that is, married or de facto; 339 (76%) were born in Australia; and 220 (49%) had previously received mental health treatment. The patient sample reported clinically significant symptoms: 323 (72%) reported at least moderate depressive symptoms and 294 (65%) reported at least moderate anxiety symptoms. Patients also reported relatively chronic mental health difficulties: 171 (38%) reported experiencing depressive symptoms for over 12 months and 260 (58%) reported experiencing anxiety symptoms for over 12 months.

Baseline Characteristics and TYD Action Frequency

The frequency of daily actions on the TYDQ-15 did not differ according to age, sex, location, marital status, whether participants were born in Australia, the duration of anxiety symptoms, or mental health treatment usage ( P s>.005; see Multimedia Appendix 1 ). Employment status was associated with significant differences in the frequency of total TYD actions ( P =.002), healthy habits ( P =.004), and social connections ( P =.001). Participants who reported being employed reported doing daily actions at the highest frequency. Educational level was associated with differences in the frequency of total daily actions ( P <.001), meaningful activities ( P <.001), and goals and plans ( P =.005). Participants who had received a tertiary education reported doing daily actions at the highest frequency. Depressive severity and duration were associated with significant differences in the total TYDQ-15 score and all domains (largest P =.003). Across all domains, more severe or chronic depressive symptoms were associated with performing daily actions less frequently. Anxiety severity was associated with differences in the frequency of total daily actions ( P =.004), healthy thinking ( P <.001), and meaningful activities ( P =.004). Similarly, more severe or chronic anxiety symptoms were associated with performing daily actions less frequently.

Change in Outcomes Over Time

The frequency of daily actions increased from initial assessment to posttreatment ( P <.001). By midtreatment, 89% of the total prepost change had been realized ( d =0.61), with a small increase observed from mid- to posttreatment ( d =0.69; see Tables 1 and 2 ).

The largest increase in frequency was observed for healthy thinking, meaningful activities, and goals and plans factors. Specifically, between 85% and 97% of the prepost change in these factors had been realized by midtreatment. Within-group effect sizes increased from midtreatment ( d s=0.56-0.61) to posttreatment ( d s=0.58-0.62). Smaller overall increases were observed for the healthy habits and social connections factors. By midtreatment, between 81% and 93% of the total change had been reported ( d s=0.28-0.33) with small to medium effect sizes observed at posttreatment ( d s=0.29-0.44).

Patients reported significant reductions in depressive and anxiety symptoms from initial assessment to posttreatment ( P s<.001). Patients had reported substantial reductions in symptoms by midtreatment ( d s=0.72-0.76), representing 84%-89% of their total symptom reductions achieved by posttreatment. Further reductions in depressive and anxiety symptoms were observed at posttreatment ( d s=0.72-0.74).

a PHQ-9: Patient Health Questionnaire-9.

b GAD-7: Generalized Anxiety Disorder-7.

c TYDQ-15: Things You Do Questionnaire-15.

Change in TYD Action Frequency According to Demographic and Clinical Subgroups

The group x time interactions examining change in daily actions were nonsignificant for location, sex, employment status, education level, marital status, anxiety symptom severity, or the duration of their anxiety symptoms ( P s>.025). Change in daily actions over time differed according to depression symptom severity ( P <.001), such that those participants with more severe depressive symptoms showed larger increases in daily action frequency (see Multimedia Appendix 2 for estimated marginal means). Change in daily actions over time also differed significantly according to the duration of depression symptoms ( P =.01). The relationship between depression duration and increases in daily action frequency was not obviously linear; rather, the largest increases were reported by those experiencing depressive symptoms for 2 weeks or less, and the smallest increases were reported by those who reported no depressive symptoms.

This study examined the association between individual characteristics and the frequency of daily actions prior to, during, and following a digital psychological treatment for depression and anxiety. The frequency of daily actions has been linked with mental health status—performing the specific actions measured by the TYDQ-15 at least 3 to 4 times per week is associated with significantly lower depression and anxiety symptoms [ 1 , 10 , 11 ]. Our findings replicate and extend previous work by illustrating that the majority of the change in daily action frequency (81%-97%) happens within the first month of treatment and that there may be particular groups of people who are likely to be performing daily actions less frequently or to experience the largest increases in daily action frequency after treatment. Our findings provide further evidence supporting the clinical use of assessing the frequency of daily actions as an indicator of mental health status.

A number of demographic and clinical characteristics were examined in this study, including age, sex, location, employment status, educational level, marital status, whether participants were born in Australia, whether participants reported identifying as Indigenous, the duration and severity of depressive symptoms, the duration and severity of anxiety symptoms, and the use of mental health treatment services. Being unemployed, not having a tertiary qualification, more severe or chronic depression symptoms, more severe or chronic anxiety symptoms, or experiencing depression symptoms for a longer period of time were associated with a lower frequency of actions at assessment. However, it is important to acknowledge that these analyses are exploratory in nature, and further confirmation is required before drawing conclusions regarding the impact of these individual characteristics. Nevertheless, the results do suggest that those with more chronic or severe mental health symptoms are at risk of performing daily actions less frequently.

We also examined how changes in daily actions during an 8-week digital treatment for depression and anxiety might differ according to these baseline demographic and clinical characteristics. Unlike at assessment, in which we observed that several baseline characteristics were associated with differences in baseline daily action frequency, change in daily actions over time was only impacted by the severity and duration of depressive symptoms. Indeed, the largest increases in daily action frequency were reported by those with the most severe depressive symptoms. It is not surprising that the individuals who report the largest improvements in depressive symptoms also reported the largest increases in daily action frequency; indeed, the TYDQ-15 includes items that capture actions that are negatively impacted in depression and improve with treatment such as doing enjoyable activities and having daily routines. In contrast, the relationship between the chronicity of depression symptoms and change in daily action frequency was not clear. The statistical analysis is likely to have been impacted by the small sample size and large variance in 1 subgroup (2 weeks or less; n=11). Further research is needed to understand how the duration of depression symptoms impacts changes in daily action frequency after psychological treatment.

The daily actions explored in this study overlap with those considered to be positive or adaptive coping behaviors. Positive coping refers to an individual’s ability to respond to stressors and includes behaviors such as seeking support from social networks, planning, cognitive reframing, and being physically active [ 25 , 26 ]. Of particular relevance to this study, research has found that positive coping is negatively associated with psychological distress [ 27 - 29 ]. For instance, positive coping (measured by self-efficacy and positive reappraisal) was negatively associated with subsequent psychological distress 6 months later within a COVID-19 context [ 30 ]. Future research may consider further exploring the overlap between positive coping behaviors (eg, measured by the Brief-COPE inventory [ 31 ]) and daily actions (eg, measured by the TYDQ-15), as well as how daily actions and positive coping behaviors interact to impact mental health for different individuals.

This study is not without limitations. First, as is inherent in observational cohort studies, we did not have a control group and cannot delineate the contribution of the treatment and nontreatment factors to the observed changes in daily action frequency. It is particularly important to have control groups in future research in this area, particularly when examining whether changes in daily actions are causally related to changes in psychological symptoms during treatment. Second, a cut-off score of 10 or greater was used as an indicator of clinical depression or anxiety symptoms. Although a score of 10 was recommended by the scale developers and is the most commonly used cutoffs [ 20 , 21 , 32 , 33 ], more contemporary research has criticized the use of such an approach [ 34 ]. There is evidence to support using a cut-off score of as low as 7 on the GAD-7 [ 33 ] and up to 14 on the PHQ-9 in general populations [ 35 ]. Considering these differences in how self-report measures capture clinical severity, future research in research settings with greater resource capacity may replicate our findings using diagnostic interviews.

This study illustrated that individuals experience rapid changes in how often they perform daily actions during psychological treatment, with up to 97% of the total change occurring within the first 4 weeks, although it is unclear whether the observed increases would be maintained without the ongoing support that was provided during treatment. These changes were prompted by the provision of information and skills founded in cognitive behavior principles, including psychoeducation around the nature of depression and anxiety (lesson 1, week 1), as well as thinking styles and cognitive challenges (lesson 2, week 2). Of course, due to the lack of a control group, it is unknown how much of the change in daily actions were a result of nontreatment factors (eg, contact with a credible health service and the passage of time). Nevertheless, these findings suggest that interventions and public campaigns that are carefully designed to support people to increase how often they perform healthy daily actions may result in improved mental health. First, the Skills for Psychological Recovery program for trauma-related mental health difficulties is based on 6 core skills (eg, helpful thinking, healthy social connections, and positive activities) and preliminary evidence suggests that it is associated with reduced psychological distress [ 36 ]. Second, the Act Belong Commit is a lifestyle framework based on 3 types of activities—keeping active, developing a sense of belonging, and doing meaningful activities [ 2 ]. The public health campaign has been associated with increased help-seeking behavior [ 37 ], and the impact of the campaign on mental health symptoms has yet to be evaluated. Third, we recently developed a 1-lesson unguided digital intervention based on daily actions. In a randomized controlled trial, the intervention was associated with reduced depression and anxiety for up to 3 months later [ 12 ]. Action-based interventions may offer a way of providing rapid and scalable mental health support outside the context of traditional psychological treatments.

Our current understanding of the individual differences in how modifiable, daily actions impact changes in mental health is underdeveloped. This study explored how demographic and clinical characteristics are associated with the frequency of daily actions prior to, during, and following a digital psychological treatment for depression and anxiety. We found that a number of baseline characteristics were associated with how often people were performing daily actions prior to beginning psychological treatment; however, only depression severity and duration were associated with differences in how these actions changed over time. Our findings provide further evidence supporting the relationship between daily actions and mental health, as well as clear directions for future research that builds on these findings.

Conflicts of Interest

NT developed the Things You Do Questionnaire, but does not derive any financial benefit from it. The other authors declare no conflicts of interest.

Mean (SE) of Things You Do Questionnaire–15 total and factor scores at assessment according to demographic and clinical subgroups.

Estimated marginal means (SE) of overall daily actions according to depression severity and duration.

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Abbreviations

Edited by A Mavragani; submitted 29.02.24; peer-reviewed by E Lattie, S Jernelov, A Kerber; comments to author 10.04.24; revised version received 17.04.24; accepted 04.05.24; published 25.07.24.

©Madelyne Bisby, Lauren Staples, Blake Dear, Nickolai Titov. Originally published in JMIR Formative Research (https://formative.jmir.org), 25.07.2024.

This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Formative Research, is properly cited. The complete bibliographic information, a link to the original publication on https://formative.jmir.org, as well as this copyright and license information must be included.

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Nvidia has fleshed out a complete software stack to ease custom model development and deployment for enterprises. Is this AI Nervana? And can AMD and Intel compete with this?

In order for enterprises to adopt AI, its got to become a lot easier and more affordable. Nvidia has (re-) launched AI Foundry to help Enterprises adapt and adopt AI to meet their business needs without having to start from scratch. And without having to spend gazillions of dollars.

The timing is spot-on as investors grow nervous that it may be hard for enterprises to make a good return on their AI investments. And without Enterprise adoption, AI will fail and we will be back to an AI Winter. To counter that narrative, Nvidia is expected to share Enterprise ROI stories during its next earnings call. And the new AI Foundry coupled with NIMs could become the standard path forward for most companies. While many components of this story are indeed open source, they only run on Nvidia GPUs. I know of no other chip company with anything even close to NIMs or the AI Foundry.

What is the AI Foundry?

The Nvidia AI Foundry is a combination of software, models, and expert services to help Enterprises not only get started, but complete their AI journey. Will this put Nvidia on a collision course with its ecosystem consulting partners such as IBM and Accenture? Accenture has been using the Nvidia AI Foundry to revamp its internal enterprise functions, and has now taken what they have learned and created the Accenture AI Refinery to help its clients do the same. Deloitte is on a similar path.

The custom model creation workflow.

According to Nvidia’s blog on the Foundry , “Just as TSMC manufactures chips designed by other companies, NVIDIA AI Foundry provides the infrastructure and tools for other companies to develop and customize AI models — using DGX Cloud, foundation models, NVIDIA NeMo software, NVIDIA expertise, as well as ecosystem tools and support.”

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When initially rolled out back in late 2023, Nvidia Foundry was focussed on Microsoft Azure hosted AI. Since then, Nvidia has recruited dozens of partners to help deliver the platform, including AWS, Google Cloud, and Oracle Cloud as well as scores of generative AI companies, model builders, integrators and OEMs.

The ecosystem for Nvidia AI Foundry has exploded with new partners,

The NVIDIA AI foundry service pulls together three elements needed to customize a model for a specific data set or company — a collection of NVIDIA AI Foundation Models, NVIDIA NeMo framework and tools, and NVIDIA DGX Cloud AI supercomputing services — giving enterprises an end-to-end solution for creating custom generative AI models.

But you thought thats what RAG was for, right? Yes, Retrieval Augmented Generation can do a great job of adding company-specific data to an LLM. But Nvidia said that the Foundry can produce a customized model that is fully ten points more accurate than a simple RAG augmentation. Ten points can make the difference between a great model and one that may be thrown on the trash heap.

NIMs provide the building blocks needed to greatly simplify and expand the domains that the Foundry can build on. Nvidia shared over 50 NIMs they have already created for various domains. Recall that a NIM is a containerized inference processing micro-service that the Nvidia NIM Factory has built, and that an Enterprise AI License provides access to the ever-growing NIM Library on ai.nvidia.com.

Nvidia NIMs are multiplying rapidly and cover most of the major modes of data and AI.

The Foundry launch was timed to coincide with Meta’s release of Llama 3.1 405B, which is the first open model that can rival the top AI models from OpenAI, Google, and others, when it comes to state-of-the-art capabilities in general knowledge, steerability, math, tool use, and now with multilingual translation. Meta believes the latest generation of Llama will ignite new applications and modeling paradigms, including synthetic data generation to enable the improvement and training of smaller models, as well as model distillation. Nvidia Foundry also supports the NVIDIA Nemotron, CodeGemma by Google DeepMind, CodeLlama, Gemma by Google DeepMind, Mistral, Mixtral, Phi-3, StarCoder2 and others.

And true to form, Nvidia shows that it can increased performance of models like Llama 3.1 with optimized NIMs. Inferencing solutions like NVIDIA TensorRT-LLM improve efficiency for Llama 3.1 models to minimize latency and maximize throughput, enabling enterprises to generate tokens faster while reducing total cost of running the models in production.

For Llama 3.1 from Meta, NIMs deliver higher performance on the same hardware,

Nvidia also released today four new NeMo Retriever NIM microservices to enable enterprises to scale to “agentic AI” workflows — where AI applications operate accurately with minimal intervention or supervision — while delivering the highest accuracy retrieval-augmented generation, or RAG. These new NeMo Retriever embedding and reranking NIM microservices are now generally available:

• NV-EmbedQA-E5-v5, a popular community base embedding model optimized for text question-answering retrieval
• NV-EmbedQA-Mistral7B-v2, a popular multilingual community base model fine-tuned for text embedding for high-accuracy question answering
• Snowflake-Arctic-Embed-L, an optimized community model, and
• NV-RerankQA-Mistral4B-v3, a popular community base model fine-tuned for text reranking for high-accuracy question answering.

“NeMo Retriever provides the best of both worlds. By casting a wide net of data to be retrieved with an embedding NIM, then using a reranking NIM to trim the results for relevancy, developers tapping NeMo Retriever can build a pipeline that ensures the most helpful, accurate results for their enterprise,” Nvidia explained in their blog.

A NIM Example: A Healthcare Chatbot

Perhaps an example would help. Suppose you want to build a digital assistant to help patients with personalized information. Nvidia showed how they can combine 3 agents and 9 NIMs to build an assistant application. This is pretty close to Nervana and way beyond anything that the competition can offer.

A collection of NIMs can be used to create a healthcare digital assistant.

Conclusions

While the competition continues to improve the performance and connectivity of their accelerators, Nvidia is building the software that enables AI adoption. I know of no competitor to NIMs, nor a competitor to Foundry. And of course, nobody has introduced a competitor to Transformer Engine nor TensorRT-LLM, both of which can deliver 2-4 times the performance of a GPU without these features.

As enterprises work to adapt and adopt custom models for their business and applications, Nvidia is providing an easy on ramp to become an AI-enabled enterprise.

As for pricing, while NIM is included in the Enterprise AI license for each GPU, Foundry is priced based on a specific customer situation and is not included in Enterprise AI.

Here’s more detail on the Foundry:

Disclosures : This article expresses the author's opinions and

should not be taken as advice to purchase from or invest in the companies mentioned. Cambrian-AI Research is fortunate to have many, if not most, semiconductor firms as our clients, including Blaize, BrainChip, Cadence Design, Cerebras, D-Matrix, Eliyan, Esperanto, GML, Groq, IBM, Intel, NVIDIA, Qualcomm Technologies, Si-Five, SiMa.ai, Synopsys, Ventana Microsystems, Tenstorrent and scores of investment clients. We have no investment positions in any of the companies mentioned in this article and do not plan to initiate any in the near future. For more information, please visit our website at https://cambrian-AI.com .

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