how to write an essays conclusion

Conclusions

What this handout is about.

This handout will explain the functions of conclusions, offer strategies for writing effective ones, help you evaluate conclusions you’ve drafted, and suggest approaches to avoid.

About conclusions

Introductions and conclusions can be difficult to write, but they’re worth investing time in. They can have a significant influence on a reader’s experience of your paper.

Just as your introduction acts as a bridge that transports your readers from their own lives into the “place” of your analysis, your conclusion can provide a bridge to help your readers make the transition back to their daily lives. Such a conclusion will help them see why all your analysis and information should matter to them after they put the paper down.

Your conclusion is your chance to have the last word on the subject. The conclusion allows you to have the final say on the issues you have raised in your paper, to synthesize your thoughts, to demonstrate the importance of your ideas, and to propel your reader to a new view of the subject. It is also your opportunity to make a good final impression and to end on a positive note.

Your conclusion can go beyond the confines of the assignment. The conclusion pushes beyond the boundaries of the prompt and allows you to consider broader issues, make new connections, and elaborate on the significance of your findings.

Your conclusion should make your readers glad they read your paper. Your conclusion gives your reader something to take away that will help them see things differently or appreciate your topic in personally relevant ways. It can suggest broader implications that will not only interest your reader, but also enrich your reader’s life in some way. It is your gift to the reader.

Strategies for writing an effective conclusion

One or more of the following strategies may help you write an effective conclusion:

• Play the “So What” Game. If you’re stuck and feel like your conclusion isn’t saying anything new or interesting, ask a friend to read it with you. Whenever you make a statement from your conclusion, ask the friend to say, “So what?” or “Why should anybody care?” Then ponder that question and answer it. Here’s how it might go: You: Basically, I’m just saying that education was important to Douglass. Friend: So what? You: Well, it was important because it was a key to him feeling like a free and equal citizen. Friend: Why should anybody care? You: That’s important because plantation owners tried to keep slaves from being educated so that they could maintain control. When Douglass obtained an education, he undermined that control personally. You can also use this strategy on your own, asking yourself “So What?” as you develop your ideas or your draft.
• Return to the theme or themes in the introduction. This strategy brings the reader full circle. For example, if you begin by describing a scenario, you can end with the same scenario as proof that your essay is helpful in creating a new understanding. You may also refer to the introductory paragraph by using key words or parallel concepts and images that you also used in the introduction.
• Synthesize, don’t summarize. Include a brief summary of the paper’s main points, but don’t simply repeat things that were in your paper. Instead, show your reader how the points you made and the support and examples you used fit together. Pull it all together.
• Include a provocative insight or quotation from the research or reading you did for your paper.
• Propose a course of action, a solution to an issue, or questions for further study. This can redirect your reader’s thought process and help them to apply your info and ideas to their own life or to see the broader implications.
• Point to broader implications. For example, if your paper examines the Greensboro sit-ins or another event in the Civil Rights Movement, you could point out its impact on the Civil Rights Movement as a whole. A paper about the style of writer Virginia Woolf could point to her influence on other writers or on later feminists.

Strategies to avoid

• Beginning with an unnecessary, overused phrase such as “in conclusion,” “in summary,” or “in closing.” Although these phrases can work in speeches, they come across as wooden and trite in writing.
• Stating the thesis for the very first time in the conclusion.
• Introducing a new idea or subtopic in your conclusion.
• Ending with a rephrased thesis statement without any substantive changes.
• Making sentimental, emotional appeals that are out of character with the rest of an analytical paper.
• Including evidence (quotations, statistics, etc.) that should be in the body of the paper.

Four kinds of ineffective conclusions

• The “That’s My Story and I’m Sticking to It” Conclusion. This conclusion just restates the thesis and is usually painfully short. It does not push the ideas forward. People write this kind of conclusion when they can’t think of anything else to say. Example: In conclusion, Frederick Douglass was, as we have seen, a pioneer in American education, proving that education was a major force for social change with regard to slavery.
• The “Sherlock Holmes” Conclusion. Sometimes writers will state the thesis for the very first time in the conclusion. You might be tempted to use this strategy if you don’t want to give everything away too early in your paper. You may think it would be more dramatic to keep the reader in the dark until the end and then “wow” them with your main idea, as in a Sherlock Holmes mystery. The reader, however, does not expect a mystery, but an analytical discussion of your topic in an academic style, with the main argument (thesis) stated up front. Example: (After a paper that lists numerous incidents from the book but never says what these incidents reveal about Douglass and his views on education): So, as the evidence above demonstrates, Douglass saw education as a way to undermine the slaveholders’ power and also an important step toward freedom.
• The “America the Beautiful”/”I Am Woman”/”We Shall Overcome” Conclusion. This kind of conclusion usually draws on emotion to make its appeal, but while this emotion and even sentimentality may be very heartfelt, it is usually out of character with the rest of an analytical paper. A more sophisticated commentary, rather than emotional praise, would be a more fitting tribute to the topic. Example: Because of the efforts of fine Americans like Frederick Douglass, countless others have seen the shining beacon of light that is education. His example was a torch that lit the way for others. Frederick Douglass was truly an American hero.
• The “Grab Bag” Conclusion. This kind of conclusion includes extra information that the writer found or thought of but couldn’t integrate into the main paper. You may find it hard to leave out details that you discovered after hours of research and thought, but adding random facts and bits of evidence at the end of an otherwise-well-organized essay can just create confusion. Example: In addition to being an educational pioneer, Frederick Douglass provides an interesting case study for masculinity in the American South. He also offers historians an interesting glimpse into slave resistance when he confronts Covey, the overseer. His relationships with female relatives reveal the importance of family in the slave community.

Works consulted

We consulted these works while writing this handout. This is not a comprehensive list of resources on the handout’s topic, and we encourage you to do your own research to find additional publications. Please do not use this list as a model for the format of your own reference list, as it may not match the citation style you are using. For guidance on formatting citations, please see the UNC Libraries citation tutorial . We revise these tips periodically and welcome feedback.

Douglass, Frederick. 1995. Narrative of the Life of Frederick Douglass, an American Slave, Written by Himself. New York: Dover.

Hamilton College. n.d. “Conclusions.” Writing Center. Accessed June 14, 2019. https://www.hamilton.edu//academics/centers/writing/writing-resources/conclusions .

Holewa, Randa. 2004. “Strategies for Writing a Conclusion.” LEO: Literacy Education Online. Last updated February 19, 2004. https://leo.stcloudstate.edu/acadwrite/conclude.html.

You may reproduce it for non-commercial use if you use the entire handout and attribute the source: The Writing Center, University of North Carolina at Chapel Hill

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How to Write a Conclusion for an Essay - Tips and Examples

The conclusion of your essay is like the grand finale of a fireworks display. It's the last impression you leave on your reader, the moment that ties everything together and leaves them with a lasting impact. 

But for many writers, crafting a conclusion can feel like an afterthought, a hurdle to jump after the excitement of developing the main body of their work. Fear not! This article will equip you with the tools and techniques regarding how to write a conclusion for an essay that effectively summarizes your main points, strengthens your argument, and leaves your reader feeling satisfied and engaged.

What Is a Conclusion

In an essay, the conclusion acts as your final curtain call. It's where you revisit your initial claim (thesis), condense your main supporting arguments, and leave the reader with a lasting takeaway. 

Imagine it as the bridge that connects your ideas to a broader significance. A well-crafted conclusion does more than simply summarize; it elevates your points and offers a sense of closure, ensuring the reader leaves with a clear understanding of your argument's impact. In the next section, you will find conclusion ideas that you could use for your essay.

Please note that our online paper writing service can provide you not only with a stand-alone conclusion but with a fully new composition as well!

Types of Conclusion

Here's a breakdown of various conclusion types, each serving a distinct purpose:

How Long Should a Conclusion Be

The ideal length of a conclusion depends on the overall length of your essay, but there are some general guidelines:

• Shorter Essays (500-750 words): Aim for 3-5 sentences. This ensures you effectively wrap up your points without adding unnecessary content.
• Medium Essays (750-1200 words): Here, you can expand to 5-8 sentences. This provides more space to elaborate on your concluding thought or call to action.
• Longer Essays (1200+ words): For these, you can have a conclusion of 8-10 sentences. This allows for a more comprehensive summary or a more nuanced exploration of the future implications or broader significance of your topic.

Here are some additional factors to consider:

• The complexity of your argument: If your essay explores a multifaceted topic, your conclusion might need to be slightly longer to address all the points adequately.
• Type of conclusion: A call to action or a hypothetical scenario might require a few extra sentences for elaboration compared to a simple summary.

Remember: The most important aspect is ensuring your conclusion effectively summarizes your main points, leaves a lasting impression, and doesn't feel rushed or tacked on.

Here's a helpful rule of thumb:

• Keep it proportional: Your conclusion should be roughly 5-10% of your total essay length.

How many sentences should a conclusion be?

Conclusion Transition Words

Transition words for conclusion act like signposts for your reader. They smoothly guide them from the main body of your essay to your closing thoughts, ensuring a clear and logical flow of ideas. Here are some transition words specifically suited for concluding your essay:

Remember, the best transition word will depend on the specific type of conclusion you're aiming for.

How to Write a Conclusion

Every essay or dissertation writer knows that the toughest part of working on a conclusion can be striking the right balance. You want to effectively summarize your main points without redundancy, leaving a lasting impression that feels fresh and impactful, all within a concise and focused section. Here’s a step-by-step guide to help you write a stunning essay conclusion:

Restate Your Thesis

Briefly remind your reader of your essay's central claim. This doesn't have to be a word-for-word repetition but a concise restatement that refreshes their memory.

Summarize Key Points

In a few sentences, revisit the main arguments you used to support your thesis. When writing a conclusion, don't get bogged down in details, but offer a high-level overview that reinforces your essay's focus.

Leave a Lasting Impression

This is where your knowledge of how to write a good conclusion can shine! Consider a thought-provoking question, a call to action, or a connection to a broader truth—something that lingers in the reader's mind and resonates beyond the final sentence.

Avoid Introducing New Information

The conclusion paragraph shouldn't introduce entirely new ideas. Stick to wrapping up your existing arguments and leaving a final thought.

Ensure Flow and Readability

Transition smoothly from the main body of your essay to the conclusion. Use transition words like "in conclusion," "finally," or "as a result," and ensure your closing sentences feel natural and well-connected to the rest of your work.

Note that you can simply buy essay at any time and focus on other more important assignments or just enjoy your free time.

Conclusion Paragraph Outline

Here's an outline to help you better understand how to write a conclusion paragraph:

• Tailor the length of your conclusion to your essay's overall length (shorter essays: 3-5 sentences, longer essays: 8-10 sentences).
• Ensure a smooth transition from the main body using transition words.
• Avoid introducing new information; focus on wrapping up your existing points.
• Proofread for clarity and ensure your conclusion ties everything together and delivers a final impactful statement.

Read more: Persuasive essay outline . 

Do’s and Don’ts of Essay Conclusion Writing

According to professional term paper writers , a strong conclusion is essential for leaving a lasting impression on your reader. Here's a list of action items you should and shouldn’t do when writing an essay conclusion:

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Conclusion Examples

A strong conclusion isn't just an afterthought – it's the capstone of your essay. Here are five examples of conclusion paragraphs for essays showcasing different techniques to craft a powerful closing to make your essay stand out.

1. Call to Action: (Essay About the Importance of Recycling)

In conclusion, the environmental impact of our waste is undeniable. We all have a responsibility to adopt sustainable practices. We can collectively make a significant difference by incorporating simple changes like recycling into our daily routines. Join the movement – choose to reuse, reduce, and recycle.

2. Provocative Question: (Essay Exploring the Potential Consequences of Artificial Intelligence)

As artificial intelligence rapidly evolves, it's crucial to consider its impact on humanity. While AI holds immense potential for progress, will it remain a tool for good, or will it eventually surpass human control? This question demands our collective attention, as the decisions we make today will shape the future of AI and its impact on our world.

3. Universal Insight: (Essay Analyzing a Historical Event)

The study of history offers valuable lessons that transcend time. The events of the [insert historical event] remind us that even small acts of defiance can have a ripple effect, inspiring change and ultimately leading to a brighter future. Every voice has the power to make a difference, and courage can be contagious.

4. Future Implications: (Essay Discussing the Rise of Social Media)

Social media's explosive growth has transformed how we connect and consume information. While these platforms offer undeniable benefits, their long-term effects on social interaction, mental health, and political discourse require careful consideration. As social media continues to evolve, we must remain vigilant and ensure it remains a tool for positive connection and not a source of division.

5. Hypothetical Scenario: (Essay Arguing for the Importance of Space Exploration)

Imagine a world where our understanding of the universe is limited to Earth. We miss out on the potential for groundbreaking discoveries in physics, medicine, and our place in the cosmos. By continuing to venture beyond our planet, we push the boundaries of human knowledge and inspire future generations to reach for the stars.

Recommended for reading: Nursing essay examples .

Difference Between Good and Weak Conclusions

Not all conclusions are created equal. A weak ending can leave your reader feeling stranded, unsure of where your essay has taken them. Conversely, writing a conclusion that is strong acts as a landing pad, summarizing your key points and leaving a lasting impression.

Nailed that essay? Don't blow it with a lame ending! A good conclusion is like the mic drop at the end of a rap song. It reminds the reader of your main points but in a cool new way. Throw in a thought-provoking question, a call to action, or a connection to something bigger, and you'll leave them thinking long after they turn the page.

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How To Write A Conclusion For An Essay?

How to write a good conclusion, how to write a conclusion for a college essay.

Daniel Parker

is a seasoned educational writer focusing on scholarship guidance, research papers, and various forms of academic essays including reflective and narrative essays. His expertise also extends to detailed case studies. A scholar with a background in English Literature and Education, Daniel’s work on EssayPro blog aims to support students in achieving academic excellence and securing scholarships. His hobbies include reading classic literature and participating in academic forums.

is an expert in nursing and healthcare, with a strong background in history, law, and literature. Holding advanced degrees in nursing and public health, his analytical approach and comprehensive knowledge help students navigate complex topics. On EssayPro blog, Adam provides insightful articles on everything from historical analysis to the intricacies of healthcare policies. In his downtime, he enjoys historical documentaries and volunteering at local clinics.

• Updated writing tips.
• Added informative tables.
• Added conclusion example.
• Added an article conclusion.
• Essay Conclusions | UMGC. (n.d.). University of Maryland Global Campus. https://www.umgc.edu/current-students/learning-resources/writing-center/writing-resources/writing/essay-conclusions
• How to Write a Conclusion for an Essay | BestColleges. (n.d.). BestColleges.com. https://www.bestcolleges.com/blog/how-to-write-a-conclusion/
• Ending the Essay: Conclusions | Harvard College Writing Center. (n.d.). https://writingcenter.fas.harvard.edu/pages/ending-essay-conclusions

Related Articles

In a short paper—even a research paper—you don’t need to provide an exhaustive summary as part of your conclusion. But you do need to make some kind of transition between your final body paragraph and your concluding paragraph. This may come in the form of a few sentences of summary. Or it may come in the form of a sentence that brings your readers back to your thesis or main idea and reminds your readers where you began and how far you have traveled.

So, for example, in a paper about the relationship between ADHD and rejection sensitivity, Vanessa Roser begins by introducing readers to the fact that researchers have studied the relationship between the two conditions and then provides her explanation of that relationship. Here’s her thesis: “While socialization may indeed be an important factor in RS, I argue that individuals with ADHD may also possess a neurological predisposition to RS that is exacerbated by the differing executive and emotional regulation characteristic of ADHD.”

In her final paragraph, Roser reminds us of where she started by echoing her thesis: “This literature demonstrates that, as with many other conditions, ADHD and RS share a delicately intertwined pattern of neurological similarities that is rooted in the innate biology of an individual’s mind, a connection that cannot be explained in full by the behavioral mediation hypothesis.”  

Highlight the “so what”  

At the beginning of your paper, you explain to your readers what’s at stake—why they should care about the argument you’re making. In your conclusion, you can bring readers back to those stakes by reminding them why your argument is important in the first place. You can also draft a few sentences that put those stakes into a new or broader context.

In the conclusion to her paper about ADHD and RS, Roser echoes the stakes she established in her introduction—that research into connections between ADHD and RS has led to contradictory results, raising questions about the “behavioral mediation hypothesis.”

She writes, “as with many other conditions, ADHD and RS share a delicately intertwined pattern of neurological similarities that is rooted in the innate biology of an individual’s mind, a connection that cannot be explained in full by the behavioral mediation hypothesis.”  

Leave your readers with the “now what”  

After the “what” and the “so what,” you should leave your reader with some final thoughts. If you have written a strong introduction, your readers will know why you have been arguing what you have been arguing—and why they should care. And if you’ve made a good case for your thesis, then your readers should be in a position to see things in a new way, understand new questions, or be ready for something that they weren’t ready for before they read your paper.

In her conclusion, Roser offers two “now what” statements. First, she explains that it is important to recognize that the flawed behavioral mediation hypothesis “seems to place a degree of fault on the individual. It implies that individuals with ADHD must have elicited such frequent or intense rejection by virtue of their inadequate social skills, erasing the possibility that they may simply possess a natural sensitivity to emotion.” She then highlights the broader implications for treatment of people with ADHD, noting that recognizing the actual connection between rejection sensitivity and ADHD “has profound implications for understanding how individuals with ADHD might best be treated in educational settings, by counselors, family, peers, or even society as a whole.”

To find your own “now what” for your essay’s conclusion, try asking yourself these questions:

• What can my readers now understand, see in a new light, or grapple with that they would not have understood in the same way before reading my paper? Are we a step closer to understanding a larger phenomenon or to understanding why what was at stake is so important?  
• What questions can I now raise that would not have made sense at the beginning of my paper? Questions for further research? Other ways that this topic could be approached?  
• Are there other applications for my research? Could my questions be asked about different data in a different context? Could I use my methods to answer a different question?  
• What action should be taken in light of this argument? What action do I predict will be taken or could lead to a solution?  
• What larger context might my argument be a part of?  

What to avoid in your conclusion  

• a complete restatement of all that you have said in your paper.  
• a substantial counterargument that you do not have space to refute; you should introduce counterarguments before your conclusion.  
• an apology for what you have not said. If you need to explain the scope of your paper, you should do this sooner—but don’t apologize for what you have not discussed in your paper.  
• fake transitions like “in conclusion” that are followed by sentences that aren’t actually conclusions. (“In conclusion, I have now demonstrated that my thesis is correct.”)
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How to Write an Essay Conclusion

4-minute read

• 1st October 2022

Regardless of what you’re studying, writing essays is probably a significant part of your work as a student . Taking the time to understand how to write each section of an essay (i.e., introduction, body, and conclusion) can make the entire process easier and ensure that you’ll be successful.

Once you’ve put in the hard work of writing a coherent and compelling essay, it can be tempting to quickly throw together a conclusion without the same attention to detail. However, you won’t leave an impactful final impression on your readers without a strong conclusion.

We’ve compiled a few easy steps to help you write a great conclusion for your next essay . Watch our video, or check out our guide below to learn more!

1. Return to Your Thesis

Similar to how an introduction should capture your reader’s interest and present your argument, a conclusion should show why your argument matters and leave the reader with further curiosity about the topic.

To do this, you should begin by reminding the reader of your thesis statement. While you can use similar language and keywords when referring to your thesis, avoid copying it from the introduction and pasting it into your conclusion.

Try varying your vocabulary and sentence structure and presenting your thesis in a way that demonstrates how your argument has evolved throughout your essay.

2. Review Your Main Points

In addition to revisiting your thesis statement, you should review the main points you presented in your essay to support your argument.

However, a conclusion isn’t simply a summary of your essay . Rather, you should further examine your main points and demonstrate how each is connected.

Try to discuss these points concisely, in just a few sentences, in preparation for demonstrating how they fit in to the bigger picture of the topic.

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3. Show the Significance of Your Essay

Next, it’s time to think about the topic of your essay beyond the scope of your argument. It’s helpful to keep the question “so what?” in mind when you’re doing this. The goal is to demonstrate why your argument matters.

If you need some ideas about what to discuss to show the significance of your essay, consider the following:

• What do your findings contribute to the current understanding of the topic?
• Did your findings raise new questions that would benefit from future research?
• Can you offer practical suggestions for future research or make predictions about the future of the field/topic?
• Are there other contexts, topics, or a broader debate that your ideas can be applied to?

While writing your essay, it can be helpful to keep a list of ideas or insights that you develop about the implications of your work so that you can refer back to it when you write the conclusion.

Making these kinds of connections will leave a memorable impression on the reader and inspire their interest in the topic you’ve written about.

4. Avoid Some Common Mistakes

To ensure you’ve written a strong conclusion that doesn’t leave your reader confused or lacking confidence in your work, avoid:

• Presenting new evidence: Don’t introduce new information or a new argument, as it can distract from your main topic, confuse your reader, and suggest that your essay isn’t organized.
• Undermining your argument: Don’t use statements such as “I’m not an expert,” “I feel,” or “I think,” as lacking confidence in your work will weaken your argument.
• Using generic statements: Don’t use generic concluding statements such as “In summary,” “To sum up,” or “In conclusion,” which are redundant since the reader will be able to see that they’ve reached the end of your essay.

Finally, don’t make the mistake of forgetting to proofread your essay ! Mistakes can be difficult to catch in your own writing, but they can detract from your writing.

Our expert editors can ensure that your essay is clear, concise, and free of spelling and grammar errors. Find out more by submitting a free trial document today!

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How to write an essay: Conclusion

• What's in this guide
• Introduction
• Essay structure
• Additional resources

The last section of an academic essay is the conclusion . The conclusion should reaffirm your answer to the question, and briefly summarise key arguments.  It does not include any new points or new information. A conclusion has three sections. First, repeat the thesis statement. It won’t use the exact same words as in your introduction, but it will repeat the point: your overall answer to the question. Then set out your general conclusions , and a short explanation of why they are important.

Finally, draw together the question , the evidence in the essay body, and the conclusion. This way the reader knows that you have understood and answered the question. This part needs to be clear and concise.

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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 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.

Essay writing: Conclusions

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“Pay adequate attention to the conclusion.” Kathleen McMillan & Jonathan Weyers,  How to Write Essays & Assignments

Conclusions are often overlooked, cursory and written last minute. If this sounds familiar then it's time to change and give your conclusions some much needed attention. Your conclusion is the whole point of your essay. All the other parts of the essay should have been leading your reader on an inevitable journey towards your conclusion. So make it count and finish your essay in style.

Know where you are going

Too many students focus their essays on content rather than argument. This means they pay too much attention to the main body without considering where it is leading. It can be a good idea to write a draft conclusion before  you write your main body. It is a lot easier to plan a journey when you know your destination! 

It should only be a draft however, as quite often the writing process itself can help you develop your argument and you may feel your conclusion needs adapting accordingly.

What it should include

A great conclusion should include:

A clear link back to the question . This is usually the first thing you do in a conclusion and it shows that you have (hopefully) answered it.

A sentence or two that summarise(s) your main argument but in a bit more detail than you gave in your introduction.

A series of supporting sentences that basically reiterate the main point of each of your paragraphs but show how they relate to each other and lead you to the position you have taken. Constantly ask yourself "So what?" "Why should anyone care?" and answer these questions for each of the points you make in your conclusion.

A final sentence that states why your ideas are important to the wider subject area . Where the introduction goes from general to specific, the conclusion needs to go from specific back out to general.

What it should not  include

Try to avoid including the following in your conclusion. Remember your conclusion should be entirely predictable. The reader wants no surprises.

Any new ideas . If an idea is worth including, put it in the main body. You do not need to include citations in your conclusion if you have already used them earlier and are just reiterating your point.

A change of style i.e. being more emotional or sentimental than the rest of the essay. Keep it straightforward, explanatory and clear.

Overused phrases like: “in conclusion”; “in summary”; “as shown in this essay”. Consign these to the rubbish bin!

Here are some alternatives, there are many more:

• The x main points presented here emphasise the importance of...
• The [insert something relevant] outlined above indicate that ...
• By showing the connections between x, y and z, it has been argued here that ...

Maximise marks

Remember, your conclusion is the last thing your reader (marker!) will read. Spending a little care on it will leave her/him absolutely sure that you have answered the question and you will definitely receive a higher mark than if your conclusion was a quickly written afterthought.

Your conclusion should be around 10% of your word count. There is never a situation where sacrificing words in your conclusion will benefit your essay.

The 5Cs conclusion method: (spot the typo on this video)

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How to Write a Conclusion

Last Updated: July 15, 2023

Template and Sample Conclusion

This article was co-authored by Christopher Taylor, PhD and by wikiHow staff writer, Danielle Blinka, MA, MPA . 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. This article has been viewed 481,232 times.

Writing the introduction and body of a paper is a big accomplishment. Now you need to write your conclusion. Writing a conclusion can feel difficult, but it's easier if you plan ahead. First, format your conclusion by revisiting your thesis, summarizing your arguments, and making a final statement. Then, re-read and revise your conclusion to make it effective.

• Let’s say your thesis reads, “Allowing students to visit the library during lunch improves campus life and supports academic achievement because it encourages reading, allows students to start assignments early, and provides a refuge for students who eat alone.”
• You might restate it as, “Evidence shows students who have access to their school’s library during lunch check out more books and are more likely to complete their homework; additionally, students aren’t forced to eat alone.”

• You might write, “According to data, students checked out more books when they were allowed to visit their library during lunch, used that time to do research and ask for help with homework, and reported feeling less alone at lunch time. This shows that opening up the library during lunch can improve student life and academic performance."
• If you’re writing an argument essay, address the opposing argument, as well. You might write, “Although administrators worry that students will walk the halls instead of going to the library, schools that allow students into the library during lunch reported less behavioral issues during lunch than schools that don’t allow students in the library. Data show that students were spending that time checking out more books and working on homework assignments.” [3] X Trustworthy Source Purdue Online Writing Lab Trusted resource for writing and citation guidelines Go to source

• Call your reader to action . For example, “By working with school administrators, Greenlawn ISD can increase academic achievement by letting students use the library during lunch.”
• End with a warning . You might write, “If students aren’t allowed to use the library during lunch, they are missing out on a valuable learning opportunity they’ll never get back.”
• Evoke an image . Write, “Next year, students at Greenlawn could be gathered around a table in the library reading or broadening their minds.”
• Compare your topic to something universal to help your reader relate . You might write, “Everyone knows how stressful it is to have a planner full of assignments, so having extra time to work on them during lunch would be a great relief to many students.”
• Show why the issue is significant. Write, "Giving students more time to spend in the library will help them become more comfortable spending time there, which also helps the library's mission."
• Predict what would happen if your ideas are implemented . Say, “Next year, students at Greenlawn could increase their academic achievements, but results will only happen if they can use the library during lunch.”
• End with a compelling quote . For instance, "As author Roald Dahl once said, 'If you are going to get anywhere in life, you have to read a lot of books.'"

• You could also ask your instructor if you can see an example of a well-written conclusion to give you an idea about what they expect you to write.

• If you want to use an introductory phrase, use a stronger one like “based on the evidence” or “ultimately.” You might also begin your first sentence with a word like “although,” “while,” or “since.” [6] X Trustworthy Source University of North Carolina Writing Center UNC's on-campus and online instructional service that provides assistance to students, faculty, and others during the writing process Go to source
• Additionally, avoid “to conclude,” “in summary,” or “in closing.”

• For example, you may have opened your introduction with an anecdote, quote, or image. Bring it back up in your conclusion. Similarly, if you opened with a rhetorical question, you might offer a potential answer in your conclusion.

• For example, you wouldn’t want to end your essay about allowing students to use the library during lunch by stating, “As the evidence shows, using the library at lunch is a great way to improve student performance because they are more likely to do their homework. On a survey, students reported using the library to do research, ask homework questions, and finish their assignments early.” This leaves out your points about students reading more and having a place to spend their lunch period if they don’t like eating in the cafeteria.

• If you have introduced something you think is really important for your paper, go back through the body paragraphs and look for somewhere to add it. It’s better to leave it out of the paper than to include it in the conclusion.

• If something doesn’t make sense or your conclusion seems incomplete, revise your conclusion so that your ideas are clear.
• It’s helpful to read your entire paper as a whole to make sure it all comes together.

Community Q&A

• Don’t put any evidence or statistics in your conclusion. This information belongs in the body of your paper. [11] X Trustworthy Source University of North Carolina Writing Center UNC's on-campus and online instructional service that provides assistance to students, faculty, and others during the writing process Go to source Thanks Helpful 1 Not Helpful 0
• Make sure you aren’t simply repeating what you’ve written earlier. While you want to restate your ideas, present them in a new way for the reader. Thanks Helpful 0 Not Helpful 0
• Don’t write your conclusion until you’ve written the entire paper. It’ll be much easier to come up with your concluding thoughts after the body of the paper is written. Thanks Helpful 0 Not Helpful 0

• Never copy someone else’s words or ideas without giving them credit, as this is plagiarism. If you are caught plagiarizing part of your paper, even just the conclusion, you’ll likely face severe academic penalties. Thanks Helpful 5 Not Helpful 2
• Don’t express any doubts you may have about your ideas or arguments. Whenever you share your ideas, assume the role of expert. [12] X Research source Thanks Helpful 0 Not Helpful 0

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• ↑ http://writing2.richmond.edu/writing/wweb/conclude.html
• ↑ https://writingcenter.unc.edu/tips-and-tools/conclusions/
• ↑ https://owl.purdue.edu/owl/general_writing/common_writing_assignments/argument_papers/conclusions.html
• ↑ https://writingcenter.fas.harvard.edu/pages/ending-essay-conclusions

About This Article

Writing a conclusion can seem difficult, but it’s easier if you think of it as a place to sum up the point of your paper. Begin your conclusion by restating your thesis, but don’t repeat it word-for-word. Then, use 1-2 sentences to summarize your argument, pulling together all of your points to explain how your evidence supports the thesis. End the paper with a statement that makes the reader think, like evoking a strong image or concluding with a call to action. Keep reading for tips on how to avoid cliches in your conclusion! Did this summary help you? Yes No

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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.

Align your conclusion’s tone with the rest of your research paper. Start Writing with Paperpal Now!  

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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Generating JSON Schema from TypeScript types

In modern web development, it’s common to work with complex data that must be transmitted between different applications. JSON has proven to be an excellent standardized serialization process for exchanging wire data between applications.

However, with this increased complexity in wire data comes a corresponding lack of security. While JSON is flexible, it doesn’t provide any protection for your data. We then face the challenge of ensuring that the data we transmit between applications adhere to a known schema.

This uncertainty can prove problematic, especially for applications that take data security very seriously. So how do we address this?

JSON Schema provides a solution to the aforementioned security concern. It allows us to define a strict structure for the wire data transmitted between communicating applications.

Throughout this article, we’ll explore how to generate and work with JSON Schema using TypeScript types. Jump ahead:

Why use JSON Schema and TypeScript?

Project setup, writing a typescript interface, using the ts-json-schema-generator package, adding a middleware function to validate our data.

You can check out the full project code in this GitHub repository .

Before we delve into JSON Schema as a solution, let’s first answer the question, what exactly is JSON Schema?

JSON Schema is an established specification that helps us to define the structure of JSON data . We define what properties the data should have, what data type we expect those properties should be, and how they should be validated.

By using the Schema, we ensure that the wire data our application is accepting is formatted correctly and that any possible errors are caught early in our development process. So, where does TypeScript fit into the picture?

TypeScript provides a static type-checking feature that validates the type consistency of variables, function parameters, and return values at compile-time. By using tools that can convert TypeScript types into JSON Schemas, we can ensure our wire data adheres to a strict schema.

Generating JSON Schema from TypeScript Types

In this section, we will explore how we can generate JSON Schema from our defined TypeScript types we’ll define.

We will use the ts-json-schema-generator library, which supports a wide range of TypeScript features, including interfaces, classes, enums, unions, and more. However, it’s worth noting that there are various other developer tools you can use to achieve the same result.

Let’s start by creating a new project folder named json-schema-project and running an init command within the new directory to initialize a new project:

Now we have set up our project, let’s install the ts-json-schema-generator library:

Once we’ve installed the library, we can use it to generate JSON Schema from our TypeScript types.

Let’s start by creating a simple TypeScript file named types.ts within the src folder. Within this file, we’ll write a simple TypeScript interface:

In the above snippet, we defined a Person object using TypeScript’s interface. Note the types of each property within the interface.

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Next, let’s use the ts-json-schema-generator package to generate a JSON Schema for the Person interface. We will use this command:

This command will instruct the ts-json-schema-generator package to generate a JSON Schema for the Person type in the src/types.ts file.

If the command runs successfully, the result will be the below JSON object that represents the generated JSON Schema:

Now, with this schema, we can specify that any object that claims to be of the type Person should have certain properties. These include firstName and lastName properties of type string , an age property of type number , and a socials property comprising an array of strings.

To further understand the JSON Schema, let’s take a look at different fields of the JSON Schema object and what they stand for:

• $schema : Specifies the version of the JSON Schema specification being used — in this case, v7
• type : Specifies the type of object being described by the schema — in this case, an object
• properties : An object that describes the properties of the object being described by the schema — in this case, name , age , and hobbies
• required : An array that specifies which properties of the object are required — in this case, all three properties are required

Using the generated JSON Schema

Now that we have seen how to generate JSON Schema from TypeScript, we can go further to see how to use it and validate data ensuring it conforms to the expected schema that we have.

For the following example, we will programmatically use the ts-json-schema-generator package alongside the ajv schema validation package:

In the above snippet, we defined a few configurations:

• One to see the file path containing our TypeScript type definitions
• Another for the file path to the tsconfig.json file
• The last one to specify what type we want to generate JSON Schema for

Note that if we want to generate JSON Schema for all types and we have more than one type definition, we can use * as the value instead of Person .

Using the createSchema method of the SchemaGenerator type, we create a JSON Schema object for the Person type and store it in the constant variable, schema .

Then, within the validate function, we use the compile method on the Ajv object to compile the JSON Schema. We then use the resulting validator function — validateFn — to validate any data sample.

To see a more practical use case, let’s modify the previous snippet by adding a middleware function to a web server. This middleware will validate the wire data against the existing JSON Schema we have:

The above snippet defined a middleware — validatePayload — that checks if the incoming payload conforms to the generated JSON Schema. If not, it returns a 400 error response.

Then, within the POST /users endpoint, we use the middleware to verify that the wire data sent conforms to the schema definition. This way, we’re able to prevent errors that can happen as a result of unexpected payloads, thereby improving the overall reliability of the API.

Start the web server using the below command:

Make sure to set the value of the main field in the package.json file to src/index.ts . We’ll use Postman to test our implementation :

In the above screenshot, we can see the result of calling our endpoint with an unexpected request body results in a 400 error response, as it should. Next, let’s send the expected payload to the endpoint:

As we can see, we get the expected 200 status response, indicating a successful request.

We looked at how to create JSON Schema from TypeScript types in this article.

We can guarantee that our data follows a rigorous schema and take advantage of TypeScript’s static type-checking by utilizing TypeScript types to build JSON Schema. This ensures that our data is both well-structured and type-safe.

Generating JSON Schema from TypeScript types can help prevent errors both client-side and server-side, as any data that does not conform to the schema will be rejected. It also helps with documentation, as clients can easily see the expected structure of the data they need to send.

Here’s the GitHub repository containing the full source files for the code examples in this article.

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2 Replies to "Generating JSON Schema from TypeScript types"

This approach should mention the alternative: runtime typescript types. This other article explains the pros/cons well: https://blog.logrocket.com/methods-for-typescript-runtime-type-checking/

What about this one?

https://typia.io/docs/json/schema/

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How LivingWriter’s AI Book Cover Designs Work

LivingWriter strives to give authors all the tools they need to do their thing all in one place. As a result, we’re constantly updating and adding features that writers find useful. In our most recent batch of updates, we added AI story summarization , chapter to screenplay conversion, and book cover design features. Today’s topic covers the new, built-in, book cover design features.

LivingWriter has now integrated Canva directly into the software for conveniently designing covers for your books. With the click of a button, you can open Canva directly in LivingWriter, and search, browse, edit and add text to images and elements that fit your story.

If Canva doesn’t quite have the image you need, you can use the AI book cover design tool to create your own, high-quality custom image. We’ll look at these features in greater detail below, including how they work, how to access them, and more. So, without further ado, let’s get started.

Book Cover Design With LivingWriter And Canva

A story isn’t a book without a book cover! Afterall, a picture is worth 1000 words. And a great image with your title makes your book stand out and feel much more legitimate. You’ve always been able to add your own images to your manuscripts on LivingWriter. But until now, you’ve had to source and edit them elsewhere and then add them in. Thanks to these new features, this is no longer the case.

You can now access leading graphic design software Canva directly from your manuscript page. From there, you have access to all basic Canva features, including templates, styles, elements, text features, and even brand logos. If it’s on Canva, you’ve got it without ever having to leave LivingWriter. If you’ve got Canva Pro, you can login and access your Pro features here too.

Accessing these features is a breeze too. Simply, head over to LivingWriter and find the manuscript you want to design a cover for. Then hover your mouse over it. When you do, you’ll see a purple “add image” button that looks like this:

Clicking this will bring up a few options for uploading your cover image. You can upload an image of your own, design one with Canva as we’ve been discussing, or create an AI book cover, which we’ll cover shortly. Assuming you intend to use Canva, it’s the middle option you’ll want.

The great thing about Canva integration is having access to their many tools, including images, text adding abilities, font library, and editing features. Of course, you’ll want to add a title and author name to your cover and Canva is great for this.

Once you’re satisfied with your image, text, and effects hitting “publish” in the top right corner will have you on the way to saving your work. However, before things are final you’ll have the option to flip, rotate, and crop the image before saving.

LivingWriter AI Book Cover Design

Let’s say an image like the one you have in mind for your book cover just doesn’t exist, or you can’t find it. With LivingWriter’s AI book cover design, you can simply describe what you have in mind and get an image just like that. Start by hovering over a manuscript and clicking the purple button, just like when using Canva.

To make an AI image for your cover you’ll select the third option, “AI Generate Cover Image” and type a description of the image you want. You can be as descriptive as you want and use quite casual language. Here is an example:

Once you have described what you want, click “generate cover image” and within seconds you’ll have an image matching what you want. Here is the image I received for the description above:

The image is crisp and clear, high-quality, and as described. The AI is capable of creating images in different styles and with varying levels of detail. If you’re happy with the results, you can apply it to your manuscript as is. However, you can also edit the AI image with Canva as mentioned above to add text and effects.

Here you can see the AI generated image with a bold, orange, outlined, title added.

LivingWriter’s AI book cover design features and integrated access to Canva for editing gives you an unprecedented ability to create unique, custom book covers for your manuscripts without needing external software or apps. If you’re not an LivingWriter user yet, check out the review vs the competition here: Best Apps For Writing – Top 5 Writing Software For 2024 and sign up here: LivingWriter.com

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How to Write a Linear Function – Simple Steps for Beginners

To write a linear function , I typically start by determining the slope and the y-intercept. This form, known as slope-intercept form, is written as $y = mx + b$ , where (m) represents the slope or the rate of change , and (b) signifies the y-intercept, the point where the function crosses the y-axis.

Plotting a linear function on a graph reveals a straight line where every point confirms the consistent rate of change of the function.

A common scenario is finding the equation of a linear function from two points. In this case, I calculate the slope as $m = \frac{{y_2 – y_1}}{{x_2 – x_1}}$ .

Subsequently, I use one of the points to solve for (b) in the slope-intercept equation. Through this process, establishing relationships and patterns becomes straightforward, as linear functions offer a dependable way to understand how one variable responds to changes in another.

Graphing linear equations helps to visualize how the slope of the line represents the rate of change , allowing me to predict and compare values with ease. Curious about translating your scenarios into linear models?

Stick around, and I’ll demonstrate how simple it can be.

Writing Linear Functions

When I approach linear functions , I focus on the simplicity and utility they offer. These functions graph as straight lines and are foundational in algebra . The general formula of a linear function is $$ y = mx + b $$, where ‘m’ stands for the slope and ‘b’ is  the y-intercept .

To write a linear function, I first identify two important components: the slope and the y-intercept .

The slope quantifies the steepness of a line and is calculated by the slope formula $$ m = \frac{{\text{rise}}}{{\text{run}}} $$ , which is the change in y over the change in x between any two points $$ x_1, y_1 $$ and $$ x_2, y_2 $$ on the line: $$ m = \frac{{y_2 – y_1}}{{x_2 – x_1}} $$

The y-intercept is the point where the line crosses the y-axis, at $$ x = 0 $$

Given two points $$ x_1, y_1 $$ and $$ x_2, y_2 $$, I can form the equation of a line :

• Calculate the slope ( m ).
• Use the slope and one coordinate pair in the point-slope form : $$ y – y_1 = m(x – x_1) $$
• Solve for y to get the slope-intercept form : $$ y = mx + b $$

For graphing linear functions , I plot the y-intercept and use the slope to find another point. Drawing a line through these points gives me the graph of the function.

Special cases include horizontal and vertical lines . A horizontal line has a slope of 0 and is written as $$ y = b $$. A vertical line has an undefined slope and is represented by $$ x = a $$, where ‘a’ is the x-intercept .

In function notation , we might write $$ f(x) = mx + b $$, which emphasizes the output value (f(x)) for a given input (x).

Remember, when writing equations for vertical and horizontal lines , the standard forms are simply $$ x = a $$ (vertical) and $$ y = b $$ (horizontal), where the line crosses the x-axis and y-axis, respectively.

Applications and Variations

When I work with linear functions , I find their applications to be quite extensive. They often model real-life situations effectively, especially when it comes to capturing a relationship between two variables where one is a constant multiple of the other.

In these instances, the equation of the linear function is typically written in slope-intercept form , which looks like $f(x) = mx + b$, where ( m ) represents the slope and ( b ) the y-intercept.

For example, if I want to model population change over time, I may look at the year-over-year increase as a consistent rate, which translates into a straight-line graph.

This also applies when considering the relationship between pressure and depth in fluid mechanics, where pressure increases linearly with depth.

In graphing these functions, it’s essential to understand basic math transformations that make data interpretation more straightforward.

Let’s say I have a maglev train characterized by a linear function , and I want to compare it with another function to understand its intersections or potential parallelism. I can apply transformations like vertical shifts vertical stretches or compressions to reframe the data without altering the integrity of the model .

Moreover, recognizing when lines are parallel or perpendicular is crucial, especially in fields like engineering or architecture.

I remember setting up two functions and then evaluating their slopes: if the slopes were negative reciprocals of each other, the lines were perpendicular , and if they were equal, the lines were parallel .

When adjusting a function to suit a particular domain or range , I might perform vertical shifts or compressions . A vertical shift involves adding or subtracting a constant to the function, written as ( f(x) = mx + b + k ), where ( k ) is the constant.

On the other hand, a vertical stretch or compression involves multiplying the function by a constant, written as ( f(x) = cmx + b ) for some constant ( c ).

Below is a table reflecting these transformations on a basic linear function ( f(x) = x ):

In my experience, understanding and applying these principles of linear functions fosters a more profound comprehension of their real-world applications and empowers me to model complex relationships with ease.

In mastering the art of writing linear functions , I’ve emphasized the importance of identifying two key components: the slope and the y-intercept .

By grasping the slope , represented as m in the linear function formula $y = mx + b$ , you’ve learned how it dictates the steepness or incline of the line. The y-intercept , denoted by b , reveals where the line crosses the y-axis.

I’ve shown how to use two points on a graph to determine the slope with the formula $m = \frac{y_2 – y_1}{x_2 – x_1}$ .

Once the slope is known, and with the y-intercept in hand, constructing the equation of a line is straightforward. This linear equation becomes a powerful tool for representing real-world situations and solving problems that involve constant rates of change.

Remember, linear functions are the cornerstone of algebra and serve as a foundation for understanding more complex mathematical concepts.

By ensuring that you follow the slope-intercept form , you’ve got a reliable method to write and interpret linear functions with confidence.

Keep practicing, and you’ll find that these concepts become second nature as you continue your journey in mathematics.

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