writing thesis language

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Writing Tutorial Services

How to write a thesis statement, what is a thesis statement.

Almost all of us—even if we don’t do it consciously—look early in an essay for a one- or two-sentence condensation of the argument or analysis that is to follow. We refer to that condensation as a thesis statement.

Why Should Your Essay Contain a Thesis Statement?

• to test your ideas by distilling them into a sentence or two
• to better organize and develop your argument
• to provide your reader with a “guide” to your argument

In general, your thesis statement will accomplish these goals if you think of the thesis as the answer to the question your paper explores.

How Can You Write a Good Thesis Statement?

Here are some helpful hints to get you started. You can either scroll down or select a link to a specific topic.

How to Generate a Thesis Statement if the Topic is Assigned How to Generate a Thesis Statement if the Topic is not Assigned How to Tell a Strong Thesis Statement from a Weak One

How to Generate a Thesis Statement if the Topic is Assigned

Almost all assignments, no matter how complicated, can be reduced to a single question. Your first step, then, is to distill the assignment into a specific question. For example, if your assignment is, “Write a report to the local school board explaining the potential benefits of using computers in a fourth-grade class,” turn the request into a question like, “What are the potential benefits of using computers in a fourth-grade class?” After you’ve chosen the question your essay will answer, compose one or two complete sentences answering that question.

Q: “What are the potential benefits of using computers in a fourth-grade class?” A: “The potential benefits of using computers in a fourth-grade class are . . .”

A: “Using computers in a fourth-grade class promises to improve . . .”

The answer to the question is the thesis statement for the essay.

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How to Generate a Thesis Statement if the Topic is not Assigned

Even if your assignment doesn’t ask a specific question, your thesis statement still needs to answer a question about the issue you’d like to explore. In this situation, your job is to figure out what question you’d like to write about.

A good thesis statement will usually include the following four attributes:

• take on a subject upon which reasonable people could disagree
• deal with a subject that can be adequately treated given the nature of the assignment
• express one main idea
• assert your conclusions about a subject

Let’s see how to generate a thesis statement for a social policy paper.

Brainstorm the topic . Let’s say that your class focuses upon the problems posed by changes in the dietary habits of Americans. You find that you are interested in the amount of sugar Americans consume.

You start out with a thesis statement like this:

Sugar consumption.

This fragment isn’t a thesis statement. Instead, it simply indicates a general subject. Furthermore, your reader doesn’t know what you want to say about sugar consumption.

Narrow the topic . Your readings about the topic, however, have led you to the conclusion that elementary school children are consuming far more sugar than is healthy.

You change your thesis to look like this:

Reducing sugar consumption by elementary school children.

This fragment not only announces your subject, but it focuses on one segment of the population: elementary school children. Furthermore, it raises a subject upon which reasonable people could disagree, because while most people might agree that children consume more sugar than they used to, not everyone would agree on what should be done or who should do it. You should note that this fragment is not a thesis statement because your reader doesn’t know your conclusions on the topic.

Take a position on the topic. After reflecting on the topic a little while longer, you decide that what you really want to say about this topic is that something should be done to reduce the amount of sugar these children consume.

You revise your thesis statement to look like this:

More attention should be paid to the food and beverage choices available to elementary school children.

This statement asserts your position, but the terms more attention and food and beverage choices are vague.

Use specific language . You decide to explain what you mean about food and beverage choices , so you write:

Experts estimate that half of elementary school children consume nine times the recommended daily allowance of sugar.

This statement is specific, but it isn’t a thesis. It merely reports a statistic instead of making an assertion.

Make an assertion based on clearly stated support. You finally revise your thesis statement one more time to look like this:

Because half of all American elementary school children consume nine times the recommended daily allowance of sugar, schools should be required to replace the beverages in soda machines with healthy alternatives.

Notice how the thesis answers the question, “What should be done to reduce sugar consumption by children, and who should do it?” When you started thinking about the paper, you may not have had a specific question in mind, but as you became more involved in the topic, your ideas became more specific. Your thesis changed to reflect your new insights.

How to Tell a Strong Thesis Statement from a Weak One

1. a strong thesis statement takes some sort of stand..

Remember that your thesis needs to show your conclusions about a subject. For example, if you are writing a paper for a class on fitness, you might be asked to choose a popular weight-loss product to evaluate. Here are two thesis statements:

There are some negative and positive aspects to the Banana Herb Tea Supplement.

This is a weak thesis statement. First, it fails to take a stand. Second, the phrase negative and positive aspects is vague.

Because Banana Herb Tea Supplement promotes rapid weight loss that results in the loss of muscle and lean body mass, it poses a potential danger to customers.

This is a strong thesis because it takes a stand, and because it's specific.

2. A strong thesis statement justifies discussion.

Your thesis should indicate the point of the discussion. If your assignment is to write a paper on kinship systems, using your own family as an example, you might come up with either of these two thesis statements:

My family is an extended family.

This is a weak thesis because it merely states an observation. Your reader won’t be able to tell the point of the statement, and will probably stop reading.

While most American families would view consanguineal marriage as a threat to the nuclear family structure, many Iranian families, like my own, believe that these marriages help reinforce kinship ties in an extended family.

This is a strong thesis because it shows how your experience contradicts a widely-accepted view. A good strategy for creating a strong thesis is to show that the topic is controversial. Readers will be interested in reading the rest of the essay to see how you support your point.

3. A strong thesis statement expresses one main idea.

Readers need to be able to see that your paper has one main point. If your thesis statement expresses more than one idea, then you might confuse your readers about the subject of your paper. For example:

Companies need to exploit the marketing potential of the Internet, and Web pages can provide both advertising and customer support.

This is a weak thesis statement because the reader can’t decide whether the paper is about marketing on the Internet or Web pages. To revise the thesis, the relationship between the two ideas needs to become more clear. One way to revise the thesis would be to write:

Because the Internet is filled with tremendous marketing potential, companies should exploit this potential by using Web pages that offer both advertising and customer support.

This is a strong thesis because it shows that the two ideas are related. Hint: a great many clear and engaging thesis statements contain words like because , since , so , although , unless , and however .

4. A strong thesis statement is specific.

A thesis statement should show exactly what your paper will be about, and will help you keep your paper to a manageable topic. For example, if you're writing a seven-to-ten page paper on hunger, you might say:

World hunger has many causes and effects.

This is a weak thesis statement for two major reasons. First, world hunger can’t be discussed thoroughly in seven to ten pages. Second, many causes and effects is vague. You should be able to identify specific causes and effects. A revised thesis might look like this:

Hunger persists in Glandelinia because jobs are scarce and farming in the infertile soil is rarely profitable.

This is a strong thesis statement because it narrows the subject to a more specific and manageable topic, and it also identifies the specific causes for the existence of hunger.

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Developing a Thesis Statement

Many papers you write require developing a thesis statement. In this section you’ll learn what a thesis statement is and how to write one.

Keep in mind that not all papers require thesis statements . If in doubt, please consult your instructor for assistance.

What is a thesis statement?

A thesis statement . . .

• Makes an argumentative assertion about a topic; it states the conclusions that you have reached about your topic.
• Makes a promise to the reader about the scope, purpose, and direction of your paper.
• Is focused and specific enough to be “proven” within the boundaries of your paper.
• Is generally located near the end of the introduction ; sometimes, in a long paper, the thesis will be expressed in several sentences or in an entire paragraph.
• Identifies the relationships between the pieces of evidence that you are using to support your argument.

Not all papers require thesis statements! Ask your instructor if you’re in doubt whether you need one.

Identify a topic

Your topic is the subject about which you will write. Your assignment may suggest several ways of looking at a topic; or it may name a fairly general concept that you will explore or analyze in your paper.

Consider what your assignment asks you to do

Inform yourself about your topic, focus on one aspect of your topic, ask yourself whether your topic is worthy of your efforts, generate a topic from an assignment.

Below are some possible topics based on sample assignments.

Sample assignment 1

Analyze Spain’s neutrality in World War II.

Identified topic

Franco’s role in the diplomatic relationships between the Allies and the Axis

This topic avoids generalities such as “Spain” and “World War II,” addressing instead on Franco’s role (a specific aspect of “Spain”) and the diplomatic relations between the Allies and Axis (a specific aspect of World War II).

Sample assignment 2

Analyze one of Homer’s epic similes in the Iliad.

The relationship between the portrayal of warfare and the epic simile about Simoisius at 4.547-64.

This topic focuses on a single simile and relates it to a single aspect of the Iliad ( warfare being a major theme in that work).

Developing a Thesis Statement–Additional information

Your assignment may suggest several ways of looking at a topic, or it may name a fairly general concept that you will explore or analyze in your paper. You’ll want to read your assignment carefully, looking for key terms that you can use to focus your topic.

Sample assignment: Analyze Spain’s neutrality in World War II Key terms: analyze, Spain’s neutrality, World War II

After you’ve identified the key words in your topic, the next step is to read about them in several sources, or generate as much information as possible through an analysis of your topic. Obviously, the more material or knowledge you have, the more possibilities will be available for a strong argument. For the sample assignment above, you’ll want to look at books and articles on World War II in general, and Spain’s neutrality in particular.

As you consider your options, you must decide to focus on one aspect of your topic. This means that you cannot include everything you’ve learned about your topic, nor should you go off in several directions. If you end up covering too many different aspects of a topic, your paper will sprawl and be unconvincing in its argument, and it most likely will not fulfull the assignment requirements.

For the sample assignment above, both Spain’s neutrality and World War II are topics far too broad to explore in a paper. You may instead decide to focus on Franco’s role in the diplomatic relationships between the Allies and the Axis , which narrows down what aspects of Spain’s neutrality and World War II you want to discuss, as well as establishes a specific link between those two aspects.

Before you go too far, however, ask yourself whether your topic is worthy of your efforts. Try to avoid topics that already have too much written about them (i.e., “eating disorders and body image among adolescent women”) or that simply are not important (i.e. “why I like ice cream”). These topics may lead to a thesis that is either dry fact or a weird claim that cannot be supported. A good thesis falls somewhere between the two extremes. To arrive at this point, ask yourself what is new, interesting, contestable, or controversial about your topic.

As you work on your thesis, remember to keep the rest of your paper in mind at all times . Sometimes your thesis needs to evolve as you develop new insights, find new evidence, or take a different approach to your topic.

Derive a main point from topic

Once you have a topic, you will have to decide what the main point of your paper will be. This point, the “controlling idea,” becomes the core of your argument (thesis statement) and it is the unifying idea to which you will relate all your sub-theses. You can then turn this “controlling idea” into a purpose statement about what you intend to do in your paper.

Look for patterns in your evidence

Compose a purpose statement.

Consult the examples below for suggestions on how to look for patterns in your evidence and construct a purpose statement.

• Franco first tried to negotiate with the Axis
• Franco turned to the Allies when he couldn’t get some concessions that he wanted from the Axis

Possible conclusion:

Spain’s neutrality in WWII occurred for an entirely personal reason: Franco’s desire to preserve his own (and Spain’s) power.

Purpose statement

This paper will analyze Franco’s diplomacy during World War II to see how it contributed to Spain’s neutrality.

• The simile compares Simoisius to a tree, which is a peaceful, natural image.
• The tree in the simile is chopped down to make wheels for a chariot, which is an object used in warfare.

At first, the simile seems to take the reader away from the world of warfare, but we end up back in that world by the end.

This paper will analyze the way the simile about Simoisius at 4.547-64 moves in and out of the world of warfare.

Derive purpose statement from topic

To find out what your “controlling idea” is, you have to examine and evaluate your evidence . As you consider your evidence, you may notice patterns emerging, data repeated in more than one source, or facts that favor one view more than another. These patterns or data may then lead you to some conclusions about your topic and suggest that you can successfully argue for one idea better than another.

For instance, you might find out that Franco first tried to negotiate with the Axis, but when he couldn’t get some concessions that he wanted from them, he turned to the Allies. As you read more about Franco’s decisions, you may conclude that Spain’s neutrality in WWII occurred for an entirely personal reason: his desire to preserve his own (and Spain’s) power. Based on this conclusion, you can then write a trial thesis statement to help you decide what material belongs in your paper.

Sometimes you won’t be able to find a focus or identify your “spin” or specific argument immediately. Like some writers, you might begin with a purpose statement just to get yourself going. A purpose statement is one or more sentences that announce your topic and indicate the structure of the paper but do not state the conclusions you have drawn . Thus, you might begin with something like this:

• This paper will look at modern language to see if it reflects male dominance or female oppression.
• I plan to analyze anger and derision in offensive language to see if they represent a challenge of society’s authority.

At some point, you can turn a purpose statement into a thesis statement. As you think and write about your topic, you can restrict, clarify, and refine your argument, crafting your thesis statement to reflect your thinking.

As you work on your thesis, remember to keep the rest of your paper in mind at all times. Sometimes your thesis needs to evolve as you develop new insights, find new evidence, or take a different approach to your topic.

Compose a draft thesis statement

If you are writing a paper that will have an argumentative thesis and are having trouble getting started, the techniques in the table below may help you develop a temporary or “working” thesis statement.

Begin with a purpose statement that you will later turn into a thesis statement.

Assignment: Discuss the history of the Reform Party and explain its influence on the 1990 presidential and Congressional election.

Purpose Statement: This paper briefly sketches the history of the grassroots, conservative, Perot-led Reform Party and analyzes how it influenced the economic and social ideologies of the two mainstream parties.

Question-to-Assertion

If your assignment asks a specific question(s), turn the question(s) into an assertion and give reasons why it is true or reasons for your opinion.

Assignment : What do Aylmer and Rappaccini have to be proud of? Why aren’t they satisfied with these things? How does pride, as demonstrated in “The Birthmark” and “Rappaccini’s Daughter,” lead to unexpected problems?

Beginning thesis statement: Alymer and Rappaccinni are proud of their great knowledge; however, they are also very greedy and are driven to use their knowledge to alter some aspect of nature as a test of their ability. Evil results when they try to “play God.”

Write a sentence that summarizes the main idea of the essay you plan to write.

Main idea: The reason some toys succeed in the market is that they appeal to the consumers’ sense of the ridiculous and their basic desire to laugh at themselves.

Make a list of the ideas that you want to include; consider the ideas and try to group them.

• nature = peaceful
• war matériel = violent (competes with 1?)
• need for time and space to mourn the dead
• war is inescapable (competes with 3?)

Use a formula to arrive at a working thesis statement (you will revise this later).

• although most readers of _______ have argued that _______, closer examination shows that _______.
• _______ uses _______ and _____ to prove that ________.
• phenomenon x is a result of the combination of __________, __________, and _________.

What to keep in mind as you draft an initial thesis statement

Beginning statements obtained through the methods illustrated above can serve as a framework for planning or drafting your paper, but remember they’re not yet the specific, argumentative thesis you want for the final version of your paper. In fact, in its first stages, a thesis statement usually is ill-formed or rough and serves only as a planning tool.

As you write, you may discover evidence that does not fit your temporary or “working” thesis. Or you may reach deeper insights about your topic as you do more research, and you will find that your thesis statement has to be more complicated to match the evidence that you want to use.

You must be willing to reject or omit some evidence in order to keep your paper cohesive and your reader focused. Or you may have to revise your thesis to match the evidence and insights that you want to discuss. Read your draft carefully, noting the conclusions you have drawn and the major ideas which support or prove those conclusions. These will be the elements of your final thesis statement.

Sometimes you will not be able to identify these elements in your early drafts, but as you consider how your argument is developing and how your evidence supports your main idea, ask yourself, “ What is the main point that I want to prove/discuss? ” and “ How will I convince the reader that this is true? ” When you can answer these questions, then you can begin to refine the thesis statement.

Refine and polish the thesis statement

To get to your final thesis, you’ll need to refine your draft thesis so that it’s specific and arguable.

• Ask if your draft thesis addresses the assignment
• Question each part of your draft thesis
• Clarify vague phrases and assertions
• Investigate alternatives to your draft thesis

Consult the example below for suggestions on how to refine your draft thesis statement.

Sample Assignment

Choose an activity and define it as a symbol of American culture. Your essay should cause the reader to think critically about the society which produces and enjoys that activity.

• Ask The phenomenon of drive-in facilities is an interesting symbol of american culture, and these facilities demonstrate significant characteristics of our society.This statement does not fulfill the assignment because it does not require the reader to think critically about society.

Drive-ins are an interesting symbol of American culture because they represent Americans’ significant creativity and business ingenuity.

Among the types of drive-in facilities familiar during the twentieth century, drive-in movie theaters best represent American creativity, not merely because they were the forerunner of later drive-ins and drive-throughs, but because of their impact on our culture: they changed our relationship to the automobile, changed the way people experienced movies, and changed movie-going into a family activity.

While drive-in facilities such as those at fast-food establishments, banks, pharmacies, and dry cleaners symbolize America’s economic ingenuity, they also have affected our personal standards.

While drive-in facilities such as those at fast- food restaurants, banks, pharmacies, and dry cleaners symbolize (1) Americans’ business ingenuity, they also have contributed (2) to an increasing homogenization of our culture, (3) a willingness to depersonalize relationships with others, and (4) a tendency to sacrifice quality for convenience.

This statement is now specific and fulfills all parts of the assignment. This version, like any good thesis, is not self-evident; its points, 1-4, will have to be proven with evidence in the body of the paper. The numbers in this statement indicate the order in which the points will be presented. Depending on the length of the paper, there could be one paragraph for each numbered item or there could be blocks of paragraph for even pages for each one.

Complete the final thesis statement

The bottom line.

As you move through the process of crafting a thesis, you’ll need to remember four things:

• Context matters! Think about your course materials and lectures. Try to relate your thesis to the ideas your instructor is discussing.
• As you go through the process described in this section, always keep your assignment in mind . You will be more successful when your thesis (and paper) responds to the assignment than if it argues a semi-related idea.
• Your thesis statement should be precise, focused, and contestable ; it should predict the sub-theses or blocks of information that you will use to prove your argument.
• Make sure that you keep the rest of your paper in mind at all times. Change your thesis as your paper evolves, because you do not want your thesis to promise more than your paper actually delivers.

In the beginning, the thesis statement was a tool to help you sharpen your focus, limit material and establish the paper’s purpose. When your paper is finished, however, the thesis statement becomes a tool for your reader. It tells the reader what you have learned about your topic and what evidence led you to your conclusion. It keeps the reader on track–well able to understand and appreciate your argument.

Writing Process and Structure

This is an accordion element with a series of buttons that open and close related content panels.

Getting Started with Your Paper

Interpreting Writing Assignments from Your Courses

Generating Ideas for

Creating an Argument

Thesis vs. Purpose Statements

Architecture of Arguments

Working with Sources

Quoting and Paraphrasing Sources

Using Literary Quotations

Citing Sources in Your Paper

Drafting Your Paper

Generating Ideas for Your Paper

Introductions

Paragraphing

Developing Strategic Transitions

Conclusions

Revising Your Paper

Peer Reviews

Reverse Outlines

Revising an Argumentative Paper

Revision Strategies for Longer Projects

Finishing Your Paper

Twelve Common Errors: An Editing Checklist

How to Proofread your Paper

Writing Collaboratively

Collaborative and Group Writing

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Writing a Paper: Thesis Statements

Basics of thesis statements.

The thesis statement is the brief articulation of your paper's central argument and purpose. You might hear it referred to as simply a "thesis." Every scholarly paper should have a thesis statement, and strong thesis statements are concise, specific, and arguable. Concise means the thesis is short: perhaps one or two sentences for a shorter paper. Specific means the thesis deals with a narrow and focused topic, appropriate to the paper's length. Arguable means that a scholar in your field could disagree (or perhaps already has!).

Strong thesis statements address specific intellectual questions, have clear positions, and use a structure that reflects the overall structure of the paper. Read on to learn more about constructing a strong thesis statement.

Being Specific

This thesis statement has no specific argument:

Needs Improvement: In this essay, I will examine two scholarly articles to find similarities and differences.

This statement is concise, but it is neither specific nor arguable—a reader might wonder, "Which scholarly articles? What is the topic of this paper? What field is the author writing in?" Additionally, the purpose of the paper—to "examine…to find similarities and differences" is not of a scholarly level. Identifying similarities and differences is a good first step, but strong academic argument goes further, analyzing what those similarities and differences might mean or imply.

Better: In this essay, I will argue that Bowler's (2003) autocratic management style, when coupled with Smith's (2007) theory of social cognition, can reduce the expenses associated with employee turnover.

The new revision here is still concise, as well as specific and arguable.  We can see that it is specific because the writer is mentioning (a) concrete ideas and (b) exact authors.  We can also gather the field (business) and the topic (management and employee turnover). The statement is arguable because the student goes beyond merely comparing; he or she draws conclusions from that comparison ("can reduce the expenses associated with employee turnover").

Making a Unique Argument

This thesis draft repeats the language of the writing prompt without making a unique argument:

Needs Improvement: The purpose of this essay is to monitor, assess, and evaluate an educational program for its strengths and weaknesses. Then, I will provide suggestions for improvement.

You can see here that the student has simply stated the paper's assignment, without articulating specifically how he or she will address it. The student can correct this error simply by phrasing the thesis statement as a specific answer to the assignment prompt.

Better: Through a series of student interviews, I found that Kennedy High School's antibullying program was ineffective. In order to address issues of conflict between students, I argue that Kennedy High School should embrace policies outlined by the California Department of Education (2010).

Words like "ineffective" and "argue" show here that the student has clearly thought through the assignment and analyzed the material; he or she is putting forth a specific and debatable position. The concrete information ("student interviews," "antibullying") further prepares the reader for the body of the paper and demonstrates how the student has addressed the assignment prompt without just restating that language.

Creating a Debate

This thesis statement includes only obvious fact or plot summary instead of argument:

Needs Improvement: Leadership is an important quality in nurse educators.

A good strategy to determine if your thesis statement is too broad (and therefore, not arguable) is to ask yourself, "Would a scholar in my field disagree with this point?" Here, we can see easily that no scholar is likely to argue that leadership is an unimportant quality in nurse educators.  The student needs to come up with a more arguable claim, and probably a narrower one; remember that a short paper needs a more focused topic than a dissertation.

Better: Roderick's (2009) theory of participatory leadership  is particularly appropriate to nurse educators working within the emergency medicine field, where students benefit most from collegial and kinesthetic learning.

Here, the student has identified a particular type of leadership ("participatory leadership"), narrowing the topic, and has made an arguable claim (this type of leadership is "appropriate" to a specific type of nurse educator). Conceivably, a scholar in the nursing field might disagree with this approach. The student's paper can now proceed, providing specific pieces of evidence to support the arguable central claim.

Choosing the Right Words

This thesis statement uses large or scholarly-sounding words that have no real substance:

Needs Improvement: Scholars should work to seize metacognitive outcomes by harnessing discipline-based networks to empower collaborative infrastructures.

There are many words in this sentence that may be buzzwords in the student's field or key terms taken from other texts, but together they do not communicate a clear, specific meaning. Sometimes students think scholarly writing means constructing complex sentences using special language, but actually it's usually a stronger choice to write clear, simple sentences. When in doubt, remember that your ideas should be complex, not your sentence structure.

Better: Ecologists should work to educate the U.S. public on conservation methods by making use of local and national green organizations to create a widespread communication plan.

Notice in the revision that the field is now clear (ecology), and the language has been made much more field-specific ("conservation methods," "green organizations"), so the reader is able to see concretely the ideas the student is communicating.

Leaving Room for Discussion

This thesis statement is not capable of development or advancement in the paper:

Needs Improvement: There are always alternatives to illegal drug use.

This sample thesis statement makes a claim, but it is not a claim that will sustain extended discussion. This claim is the type of claim that might be appropriate for the conclusion of a paper, but in the beginning of the paper, the student is left with nowhere to go. What further points can be made? If there are "always alternatives" to the problem the student is identifying, then why bother developing a paper around that claim? Ideally, a thesis statement should be complex enough to explore over the length of the entire paper.

Better: The most effective treatment plan for methamphetamine addiction may be a combination of pharmacological and cognitive therapy, as argued by Baker (2008), Smith (2009), and Xavier (2011).

In the revised thesis, you can see the student make a specific, debatable claim that has the potential to generate several pages' worth of discussion. When drafting a thesis statement, think about the questions your thesis statement will generate: What follow-up inquiries might a reader have? In the first example, there are almost no additional questions implied, but the revised example allows for a good deal more exploration.

Thesis Mad Libs

If you are having trouble getting started, try using the models below to generate a rough model of a thesis statement! These models are intended for drafting purposes only and should not appear in your final work.

• In this essay, I argue ____, using ______ to assert _____.
• While scholars have often argued ______, I argue______, because_______.
• Through an analysis of ______, I argue ______, which is important because_______.

Words to Avoid and to Embrace

When drafting your thesis statement, avoid words like explore, investigate, learn, compile, summarize , and explain to describe the main purpose of your paper. These words imply a paper that summarizes or "reports," rather than synthesizing and analyzing.

Instead of the terms above, try words like argue, critique, question , and interrogate . These more analytical words may help you begin strongly, by articulating a specific, critical, scholarly position.

Read Kayla's blog post for tips on taking a stand in a well-crafted thesis statement.

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How to Write a Strong Thesis Statement: 4 Steps + Examples

What’s Covered:

What is the purpose of a thesis statement, writing a good thesis statement: 4 steps, common pitfalls to avoid, where to get your essay edited for free.

When you set out to write an essay, there has to be some kind of point to it, right? Otherwise, your essay would just be a big jumble of word salad that makes absolutely no sense. An essay needs a central point that ties into everything else. That main point is called a thesis statement, and it’s the core of any essay or research paper.

You may hear about Master degree candidates writing a thesis, and that is an entire paper–not to be confused with the thesis statement, which is typically one sentence that contains your paper’s focus. 

Read on to learn more about thesis statements and how to write them. We’ve also included some solid examples for you to reference.

Typically the last sentence of your introductory paragraph, the thesis statement serves as the roadmap for your essay. When your reader gets to the thesis statement, they should have a clear outline of your main point, as well as the information you’ll be presenting in order to either prove or support your point. 

The thesis statement should not be confused for a topic sentence , which is the first sentence of every paragraph in your essay. If you need help writing topic sentences, numerous resources are available. Topic sentences should go along with your thesis statement, though.

Since the thesis statement is the most important sentence of your entire essay or paper, it’s imperative that you get this part right. Otherwise, your paper will not have a good flow and will seem disjointed. That’s why it’s vital not to rush through developing one. It’s a methodical process with steps that you need to follow in order to create the best thesis statement possible.

Step 1: Decide what kind of paper you’re writing

When you’re assigned an essay, there are several different types you may get. Argumentative essays are designed to get the reader to agree with you on a topic. Informative or expository essays present information to the reader. Analytical essays offer up a point and then expand on it by analyzing relevant information. Thesis statements can look and sound different based on the type of paper you’re writing. For example:

• Argumentative: The United States needs a viable third political party to decrease bipartisanship, increase options, and help reduce corruption in government.
• Informative: The Libertarian party has thrown off elections before by gaining enough support in states to get on the ballot and by taking away crucial votes from candidates.
• Analytical: An analysis of past presidential elections shows that while third party votes may have been the minority, they did affect the outcome of the elections in 2020, 2016, and beyond.

Step 2: Figure out what point you want to make

Once you know what type of paper you’re writing, you then need to figure out the point you want to make with your thesis statement, and subsequently, your paper. In other words, you need to decide to answer a question about something, such as:

• What impact did reality TV have on American society?
• How has the musical Hamilton affected perception of American history?
• Why do I want to major in [chosen major here]?

If you have an argumentative essay, then you will be writing about an opinion. To make it easier, you may want to choose an opinion that you feel passionate about so that you’re writing about something that interests you. For example, if you have an interest in preserving the environment, you may want to choose a topic that relates to that. 

If you’re writing your college essay and they ask why you want to attend that school, you may want to have a main point and back it up with information, something along the lines of:

“Attending Harvard University would benefit me both academically and professionally, as it would give me a strong knowledge base upon which to build my career, develop my network, and hopefully give me an advantage in my chosen field.”

Step 3: Determine what information you’ll use to back up your point

Once you have the point you want to make, you need to figure out how you plan to back it up throughout the rest of your essay. Without this information, it will be hard to either prove or argue the main point of your thesis statement. If you decide to write about the Hamilton example, you may decide to address any falsehoods that the writer put into the musical, such as:

“The musical Hamilton, while accurate in many ways, leaves out key parts of American history, presents a nationalist view of founding fathers, and downplays the racism of the times.”

Once you’ve written your initial working thesis statement, you’ll then need to get information to back that up. For example, the musical completely leaves out Benjamin Franklin, portrays the founding fathers in a nationalist way that is too complimentary, and shows Hamilton as a staunch abolitionist despite the fact that his family likely did own slaves. 

Step 4: Revise and refine your thesis statement before you start writing

Read through your thesis statement several times before you begin to compose your full essay. You need to make sure the statement is ironclad, since it is the foundation of the entire paper. Edit it or have a peer review it for you to make sure everything makes sense and that you feel like you can truly write a paper on the topic. Once you’ve done that, you can then begin writing your paper.

When writing a thesis statement, there are some common pitfalls you should avoid so that your paper can be as solid as possible. Make sure you always edit the thesis statement before you do anything else. You also want to ensure that the thesis statement is clear and concise. Don’t make your reader hunt for your point. Finally, put your thesis statement at the end of the first paragraph and have your introduction flow toward that statement. Your reader will expect to find your statement in its traditional spot.

If you’re having trouble getting started, or need some guidance on your essay, there are tools available that can help you. CollegeVine offers a free peer essay review tool where one of your peers can read through your essay and provide you with valuable feedback. Getting essay feedback from a peer can help you wow your instructor or college admissions officer with an impactful essay that effectively illustrates your point.

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Tips and Examples for Writing Thesis Statements

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Tips for Writing Your Thesis Statement

1. Determine what kind of paper you are writing:

• An analytical paper breaks down an issue or an idea into its component parts, evaluates the issue or idea, and presents this breakdown and evaluation to the audience.
• An expository (explanatory) paper explains something to the audience.
• An argumentative paper makes a claim about a topic and justifies this claim with specific evidence. The claim could be an opinion, a policy proposal, an evaluation, a cause-and-effect statement, or an interpretation. The goal of the argumentative paper is to convince the audience that the claim is true based on the evidence provided.

If you are writing a text that does not fall under these three categories (e.g., a narrative), a thesis statement somewhere in the first paragraph could still be helpful to your reader.

2. Your thesis statement should be specific—it should cover only what you will discuss in your paper and should be supported with specific evidence.

3. The thesis statement usually appears at the end of the first paragraph of a paper.

4. Your topic may change as you write, so you may need to revise your thesis statement to reflect exactly what you have discussed in the paper.

Thesis Statement Examples

Example of an analytical thesis statement:

The paper that follows should:

• Explain the analysis of the college admission process
• Explain the challenge facing admissions counselors

Example of an expository (explanatory) thesis statement:

• Explain how students spend their time studying, attending class, and socializing with peers

Example of an argumentative thesis statement:

• Present an argument and give evidence to support the claim that students should pursue community projects before entering college

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2.3: Writing a Thesis Statement

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• Gabriel Winer & Elizabeth Wadell
• Berkeley City College & Laney College via ASCCC Open Educational Resources Initiative (OERI)

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Why thesis statements are important

A thesis statement is one sentence (or sometimes two sentences) that gives the main idea of your essay. If a friend asks us, "What are you trying to say in your essay?" the thesis should give the answer. It's like a sign that tells your readers where your essay is going. The essay itself explains, justifies, and elaborates on that thesis. Figure 2.3.1 shows a physical signpost.

Have you ever listened to or read something with a lot of examples and felt confused about the main point? That is what it is like to read an essay without a thesis statement. You get confused about how everything fits together. However, once you know the overall point a writer is trying to make you can understand how everything connects together.

Noticing organization

Let's look at some sample passages and see which is easier to understand.

Notice this!

Which is easier to understand? Why?

• I thought that students in the United States went to school with cheerleaders and football players like on television. On the other hand, when I met students in the US, they asked me if I rode a camel to school in Kuwait.
• When I came to the United States, I realized that both my new classmates and I had stereotypes about each other based on limited information we had gotten in the media. I thought that students in the United States went to school with cheerleaders and football players like on television. On the other hand, when I met students in the US, they asked me if I rode a camel to school in Kuwait.

Since the second passage contains a main idea sentence, most people will find it easier to understand.

Writing your thesis statement

Answering the prompt.

If your instructor gave you a question to respond to in your essay, the thesis will generally be the answer to that question. Other times, your assignment may be more broad and you will have to write a working thesis statement based on the ideas you have for the assignment. We call it a "working" thesis statement because you may change it again before the final draft.

Criteria for a strong thesis statement

Whether you have a question to respond to or not, you will need to write your thesis statement carefully. Since your thesis statement is the "sign" that your readers will follow to understand your essay, you should take your time to carefully write and revise it. Here are some qualities of a strong thesis:

• Arguable: This means that someone might disagree with it. When you are writing an essay for a college class you do not want to write something that everyone already knows and agrees with. That means that there is nothing new for you to add. In addition, your writing should not be an obvious fact.
• Specific: You want your thesis statement to direct a precise argument in your paper. If it is too broad, the argument will be unclear and unfocused.
• Not just personal opinion: You want your thesis to be arguable, but also want it to be something that you have enough reasons and examples that your readers will be persuaded by. If you just share a personal opinion, that will not persuade others.

Evaluating thesis statements

Now, let's evaluate some thesis statements.

Evaluate each thesis statement. Decide if each thesis statement is:

• an effective thesis statement or
• not arguable
• not specific
• just a personal opinion

Some thesis statements have more than one problem.

• Stereotypes are bad.
• I think that we should overcome biases.
• There are benefits and drawbacks to going to another country and learning about a new culture.
• I don't like it when people make assumptions about me and what I can do.
• Overall, McRaney and her colleagues make an understandable and compelling argument for the existence of stereotype threat; the information they present is engaging, seems balanced, and helped me make sense of my own experiences.

Revising your thesis statement

As you write, continue revising your thesis statements. Here are three things to focus on:

Check if it covers the ideas in the essay

Your thesis will probably change as you write, so you will need to change it to reflect exactly what you have discussed in your essay. Working thesis statements often become stronger as we gather information and form new opinions and reasons for those opinions.

Make it more specific

Replace nonspecific words (ie people, everything, society, or life) with more precise words..

• Working thesis: People should learn to recognize their biases.
• Revised thesis: Teachers should be required to attend trainings each year to allow them to overcome their biases.

The revised thesis is more specific and arguable.

Add key information

We can ask ourselves questions about what readers will want to know.

• Working thesis: Implicit biases lead to problems with healthcare.
• What kinds of problems does unconscious bias cause?
• How important are these problems?
• What are the effects of this problem?
• Revised thesis: Implicit bias is a major cause of inequalities in healthcare, leading to African American patients getting undertreated for illnesses and decreased life expectancy.

Include organization language

A strong thesis will show your reader how the essay is organized. That will help readers to focus on and understand your argument. For example, if your essay is mainly focusing on arguing in favor of one solution to a problem, you should point that out to your readers. Table 2.2.1 presents some language that can be included in a thesis statement to signal how your essay will be organized.

Improving thesis statements

Now let's apply these techniques to some sample thesis statements.

Here are some sample thesis statements. How can you improve them by making them more specific, adding key information, or including organization language?

• Stereotypes are bad and keep people from seeing the real me.
• Categorizing people is a natural function of the brain and identifying stereotypes reduces them.
• Stereotypes are painful and lower a person’s self-esteem.
• Education is the way to overcome biases.

Evaluating your own thesis statements

Now let's apply this to your own writing:

Apply this!

Look at your own or a classmate's draft.

• Underline the thesis statement. If you can't find one, write a new thesis statement.
• Check the thesis statement to see if it is arguable, specific, and not just personal opinion.
• Try to improve the thesis statement:
• check if it covers the whole essay
• replace nonspecific words
• ask key questions
• include organization language

Licenses and Attributions

Cc licensed content: original.

Authored by Susie Naughton, Santa Barbara City College and Elizabeth Wadell, Laney College. License: CC BY NC.

CC Licensed Content: Previously Published

First 2 paragraphs of "Why Thesis Statements are Important" and the first 2 points under "Revising your thesis statement" are adapted from the page Developing a Thesis Statement in How Arguments Work (2nd ed) by Anna Mills. License: CC BY NC SA.

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Writers Teaching Writers

Using “Useful Language for Thesis Statements”

By Diana Hamilton

In keeping with the work we’ve been doing to revise our practices and materials to better serve English language learners, Deepti (our Multilingual Writing Specialist) developed an additional resource for our “ Developing Thesis Statements ” workshop. This handout—“ Useful Language for Thesis Statements ”—groups template language for thesis statements by the kinds of argumentative work theses do.

In addition to providing the specific language academics use to frame claims, I’ve found that this document also helps students develop conceptual approaches to analysis they might not otherwise have been able to.

For example, one section provides templates for challenging a commonly held belief with a less obvious claim:

Keywords: While, Although, Though

While it is true that ___________, the more significant problem with X is… Although it may seem that _________, the more significant issue relates to… Though X seems to suggest that __________, a crucial part of this debate involves… While I acknowledge that ___________, it is necessary to take into account… While Garnett makes a strong case for the reproduction of Molotov Man, she fails to address the deeper problem of…

I’ve found this handout really useful in one-to-one sessions, as students of all language backgrounds benefit from access to the language writers use to analyze problems, texts, or data.

If the writer already has a draft of their thesis statement, I’ll ask them to try out reformulating it by adding a few frames from this document. They can establish evidence with a phrase like “Due to _______,” clarify their method with a phrase like “Based on the analysis of ________, I argue,” or strengthen their argument with words like “represents,” “illustrates” or “highlights” (all of which help them turn from questions about what happened, what are the facts here, to questions about how it happened, or how can we interpret these facts ?)

Sometimes, writers struggle to adapt their ideas to these frames. If we’ve spent a long time drawing out their ideas together already, I might model a few ways they could apply it. For example, if they’re writing a research paper arguing that racism in hiring practices is largely unconscious, I’d first ask, “Is there any research you’ve found that disagrees with this argument, or writers you’ve encountered who argue otherwise?” Once they’ve answered, I might model aloud: “ Although some scholars argue that workplaces remain homogenous because there aren’t enough qualified minority candidates , unconscious bias is actually the more significant impediment to hiring a diverse workforce.” In a recent session, this frame also helped the student come up with an outline for her paper’s structure—she realized she needed to introduce what other scholars argued early in the paper, a step she had previously left out.

If the writer has come in to draft a thesis statement, I’ll talk through a few examples from this handout to check for understanding before giving her some time to use these templates to generate ideas. While this step takes time, it helps the writer see the kinds of choices she can make in framing her argument—even, at times, to see the way sentence structure can limit or expand the kinds of arguments we can make.

Deepti told me about a recent session that demonstrated how this resource helped one student understand the kind of arguments her professors had been asking her to make:

One international student who I see every week expressed to me in a recent consultation that she does not understand the logic behind the choices she is expected to make in her writing. This makes her drafting process very tough as she is unable to get behind her professor’s suggested revisions as these simply don’t seem logical to her. The specific language in this document then gives such students a window into a logic that may at times seem foreign to them. So, by applying, “While it is true that ________, the more significant problem with X is…” to a paper, a student is learning that a U.S. reader or her professor would appreciate that she crafts an idea that is less immediately obvious or that is new in some way.

When students aren’t sure what their teachers mean by requests to “complicate” their claims, engage in a counterargument, clarify the stakes of their thesis, or support a claim with specific evidence, these frames can make the request more transparent.

Published April 29, 2016

Craft a Compelling Thesis: 9 pro tools for research and writing success

The journey from a captivating research topic to a compelling thesis can be long and winding. Between navigating mountains of information, organizing your thoughts, and crafting a well-structured argument, it’s easy to feel overwhelmed. But fear not, intrepid researcher! This article introduces you to the categories of powerful tools that will streamline your research process, empower your writing, and ultimately help you craft a thesis that shines.

Part 1: Laying the Foundation – Research Powerhouses

Your research is the backbone of your thesis. To build a strong foundation, you need access to credible and diverse sources. Here are two essential online tools to kickstart your search:

Google Scholar and JSTOR: Unearthing scholarly gems

These academic search engines are goldmines for researchers. Google Scholar scours the web for scholarly articles, theses, books, and abstracts across a wide range of disciplines. JSTOR delivers a curated collection of high-quality, peer-reviewed journals and primary sources.

Power Up Your Research with Google Scholar and JSTOR:

1. Advanced Search Techniques: Both platforms offer advanced search functions. You can filter by publication date, author, title keywords, or specific journals.

2. Citation Tracking: Both Google Scholar and JSTOR allow you to track citations, helping you identify seminal works and build upon existing research.

3. Saved Searches and Alerts: Set up alerts to receive notifications when new articles relevant to your topic appear. This keeps you at the forefront of your field.

Choosing Between Them: Google Scholar offers a broader search across the web, while JSTOR provides a more focused collection of academically vetted sources. Use both in tandem for a comprehensive research strategy.

Part 2: Organizing the Chaos – From Drafts to Masterpieces

With research underway, the next hurdle is organizing your findings. Thankfully, digital note-taking apps like Evernote can be your savior.

Evernote: Your digital research vault

Evernote functions as a multi-functional information hub.

Evernote’s Powerhouse Features:

1. Text, Audio, and Image Capture: Capture ideas in various formats, including typed notes, voice recordings, and images of handwritten notes or scanned documents.

2. Organization and Tagging: Organize your notes using notebooks and tags, making it easy to find specific information later.

3. Web Clipper Integration: Save relevant web pages directly into Evernote, including text snippets, images, and links.

4. Collaboration: Share notes and collaborate with your peers on research projects.

Mastering Evernote for Thesis Success:

1. Create Subject-Specific Notebooks: Dedicate notebooks to different aspects of your thesis topic.

2. Maintain a Master Bibliography: Use a dedicated notebook to compile references you encounter during research.

3. Organize Quotes and Excerpts: Tag key quotes and excerpts with relevant keywords for easy retrieval.

4. Record Brainstorming Sessions: Use Evernote’s audio recording feature to capture fleeting ideas for future exploration.

Part 3: Roadmap to Success – Project Management Magic

With Evernote keeping your research organized, it’s time for project management tools to keep you on track. Trello, a popular visual project management platform, can be your guiding light.

Trello: Your thesis roadmap

Trello uses boards with lists and cards to visually represent your project progress.

Trello’s Advantages for Thesis Writers:

1. Visualizing Your Thesis Journey: Break down your thesis into manageable tasks within lists, and visualize your progress as you move cards across stages.

2. Setting Deadlines and Reminders: Assign deadlines to each task card and receive timely reminders to stay on schedule.

3. Collaboration Made Easy: Share your Trello board with your advisor or fellow researchers for collaborative brainstorming and task management.

Optimizing Trello for Your Thesis:

1. Create Lists for Different Stages: Set up lists like “Research,” “Outline,” “Writing,” “Revision,” and “Final Draft.”

2. Break Down Research Objectives: Within the “Research” list, create cards for specific sources you need to explore.

3. Track Writing Progress: Divide your writing into chapters or sections and create cards for each one, tracking progress as you write drafts.

4. Add Resources and Deadlines: Attach relevant research articles or outline notes to each card and set realistic deadlines to stay focused.

Part 4: Unveiling the Data – Statistical Power

If your research involves quantitative data analysis, statistics software like SPSS (Statistical Package for the Social Sciences) becomes your secret weapon.

SPSS: Unveiling insights from data

SPSS (Statistical Package for Social Sciences) is a robust tool for quantitative data analysis, allowing you to explore relationships between variables, test hypotheses, and create data visualizations.

Unlocking the Power of SPSS:

1. Data Input and Cleaning: Enter your data into SPSS and utilize its cleaning tools to identify and address inconsistencies or missing values.

2. Statistical Analysis: Conduct various statistical tests depending on your research question. Explore correlations, conduct t-tests or ANOVAs, and analyze complex relationships.

3. Data Visualization: Create informative charts and graphs to visually represent your findings, making them easier to understand for yourself and your audience.

Part 5: Crafting Your Thesis – Writing and Polishing

With research organized, the project managed, and data analyzed, it’s time to translate your knowledge into a compelling thesis. Here, two writing powerhouses come into play:

Scrivener and MS Word: From drafts to polished prose

Scrivener : This software is designed specifically for writers, offering unique features to help you structure and organize your thesis.

Scrivener’s Strengths:

1. Corkboard Feature: Visually arrange your research notes, chapter outlines, and drafts on a digital corkboard for easy reorganization.

2. Focus Mode: Minimize distractions by hiding everything on the screen except the current section you’re working on.

3. Goal Setting and Tracking: Set daily writing goals and track your progress to maintain momentum.

MS Word : This ubiquitous word processor offers essential writing and editing tools.

MS Word’s Advantages:

1. Collaboration Tools : Share your thesis document with your advisor or peers for real-time feedback and collaborative editing.

2. Formatting and Styles: Utilize built-in styles and formatting options to ensure consistent formatting throughout your thesis.

3. Reference Management Tools: Integrate reference management software like Mendeley (mentioned later) for seamless in-text citations and bibliography creation.

Optimizing Your Writing Process:

1. Choose Your Weapon: Use Scrivener for initial brainstorming and organization, then switch to MS Word for fine-tuning formatting and referencing.

2. Utilize Templates: Both programs offer thesis templates to jumpstart your formatting process.

3. Embrace Collaboration: Share your drafts with others for constructive feedback and fresh perspectives.

Part 6: Extracting Text from Images – A Hidden Gem

Sometimes, your research may involve extracting text from images, such as scanned documents or screenshots. This is where Cardscanner.co comes in handy.

Cardscanner.co: Turning images into text

Cardscanner.co is an online OCR based Image to text converter which allows you to upload images, scanned documents, hand written notes and convert the text within them into editable digital format.

Cardscanner’s Benefits:

1. Effortless Text Extraction: Save time by quickly extracting text from images instead of manual retyping.

2. Supports Various Formats: Handle documents, scanned and printed images, hand written notes and more.

3. Batch Conversion: Allows you to process multiple files simultaneously and perform the text extracting conversion with complete accuracy.

4. Directly Export in Spreadsheet: Cardscanner also allows you to directly extract text from images containing any tabular data and export them directly into spreadsheets (XLSX, XLS, CSV).

5. Text Translation: With the translation feature, even if the image contains text in another language, the tool allows you to extract and translate the text without the need to translate it separately after extraction.

Part 7: Visual Storytelling – Infographics for Impact

Visuals can significantly enhance your thesis by making complex information more understandable and engaging. Here, two online infographic creation tools offer a helping hand:

Canva and Venngage: Simplifying visual communication

Canva and Venngage both are user-friendly platforms that provide a wide range of templates, icons, and design elements to create stunning infographics.

Canva and Venngage’s Advantages:

1. Drag-and-Drop Functionality: Easily design infographics without needing graphic design expertise.

2. Pre-designed Templates: Choose from a vast library of templates tailored to various topics and styles.

3. Collaboration Features: Work with your peers or advisor to create infographics collaboratively.

Tips for Creating Effective Infographics for Your Thesis:

1. Focus on Clarity: Keep your infographic focused on a single key message and avoid information overload.

2. Choose Data Wisely: Select the most impactful data points from your research to visually represent in your infographic.

3. Maintain Brand Consistency: Ensure your infographic aligns with the overall style and tone of your thesis.

Part 8: Citation Management Made Easy – Reference Powerhouse

Proper citation management is crucial for academic writing. Mendeley is a software specifically designed to streamline this process.

Mendeley: Your citation management ally

Mendeley helps you organize your research references, automatically generate in-text citations and bibliographies in various citation styles, and seamlessly integrate with writing software like MS Word.

Mendeley’s Benefits:

1. Reference Organization: Import references from various sources, including online databases and research papers.

2. Automatic Citation Generation: Generate in-text citations and bibliographies in the required format with a few clicks.

3. PDF Annotation and Highlighting: Annotate and highlight key passages within your research PDFs directly.

Part 9: Polishing Your Prose – Grammar and Plagiarism Checkers

Even the most meticulous researcher can benefit from a final polish. Here, two tools can empower you to deliver a grammatically sound and plagiarism-free thesis:

Trinka AI and Enago Plagiarism Checker : Ensuring Accuracy and Originality

Trinka AI : This online grammar checker utilizes AI technology to identify and correct grammatical errors, typos, and sentence structure issues.

Trinka AI’s Benefits:

1. Advanced Error Detection: Identifies a wider range of errors beyond basic grammar mistakes.

2. Contextual Analysis: Provides suggestions based on the context of your writing, ensuring appropriate phrasing.

3. Free Basic Plan: Offers a free plan with limited checks, with paid options for extended features.

Enago Plagiarism Checker : This online tool scans your thesis against a vast database of academic sources to identify unintentional plagiarism.

Enago Plagiarism Checker’s Advantages:

1. Peace of Mind: Ensures your work is original and avoids plagiarism accusations.

2. Detailed Report: Provides a report highlighting potential plagiarism instances with suggestions for correction.

3. Free Basic Version: Offers a free basic version with limited checks, with paid options for more comprehensive reports.

Final Words: A thesis triumph awaits!

With this arsenal of powerful tools at your disposal, you are well-equipped to navigate the research and writing journey with confidence. Remember, research and writing are iterative processes. Utilize these tools to organize your information, analyze data, craft compelling arguments, and present your findings in a clear and concise manner.

The path to a successful thesis may have its challenges, but with dedication and these tools as your allies, you can transform your research into a compelling and impactful document. Best of luck on your thesis journey!

Disclaimer: The opinions/views expressed in this article exclusively represent the individual perspectives of the author. While we affirm the value of diverse viewpoints and advocate for the freedom of individual expression, we do not endorse derogatory or offensive comments against any caste, creed, race, or similar distinctions. For any concerns or further information, we invite you to contact us at [email protected].

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In March of this year, a  tweet about an academic paper went viral for all the wrong reasons. The introduction section of the paper, published in  Elsevier’s  Surfaces and Interfaces , began with this line:  Certainly, here is a possible introduction for your topic. 

Look familiar? 

It should, if you are a user of ChatGPT and have applied its talents for the purpose of content generation. LLMs are being increasingly used to assist with writing tasks, but examples like this in academia are largely anecdotal and had not been quantified before now. 

“While this is an egregious example,” says  James Zou , associate professor of biomedical data science and, by courtesy, of computer science and of electrical engineering at Stanford, “in many cases, it’s less obvious, and that’s why we need to develop more granular and robust statistical methods to estimate the frequency and magnitude of LLM usage. At this particular moment, people want to know what content around us is written by AI. This is especially important in the context of research, for the papers we author and read and the reviews we get on our papers. That’s why we wanted to study how much of those have been written with the help of AI.”

In two papers looking at LLM use in scientific publishings, Zou and his team* found that 17.5% of computer science papers and 16.9% of peer review text had at least some content drafted by AI. The paper on LLM usage in peer reviews will be presented at the International Conference on Machine Learning.

Read  Mapping the Increasing Use of LLMs in Scientific Papers and  Monitoring AI-Modified Content at Scale: A Case Study on the Impact of ChatGPT on AI Conference Peer Reviews  

Here Zou discusses the findings and implications of this work, which was supported through a Stanford HAI Hoffman Yee Research Grant . 

How did you determine whether AI wrote sections of a paper or a review?

We first saw that there are these specific worlds – like commendable, innovative, meticulous, pivotal, intricate, realm, and showcasing – whose frequency in reviews sharply spiked, coinciding with the release of ChatGPT. Additionally, we know that these words are much more likely to be used by LLMs than by humans. The reason we know this is that we actually did an experiment where we took many papers, used LLMs to write reviews of them, and compared those reviews to reviews written by human reviewers on the same papers. Then we quantified which words are more likely to be used by LLMs vs. humans, and those are exactly the words listed. The fact that they are more likely to be used by an LLM and that they have also seen a sharp spike coinciding with the release of LLMs is strong evidence.

Some journals permit the use of LLMs in academic writing, as long as it’s noted, while others, including  Science and the ICML conference, prohibit it. How are the ethics perceived in academia?

This is an important and timely topic because the policies of various journals are changing very quickly. For example,  Science said in the beginning that they would not allow authors to use language models in their submissions, but they later changed their policy and said that people could use language models, but authors have to explicitly note where the language model is being used. All the journals are struggling with how to define this and what’s the right way going forward.

You observed an increase in usage of LLMs in academic writing, particularly in computer science papers (up to 17.5%). Math and  Nature family papers, meanwhile, used AI text about 6.3% of the time. What do you think accounts for the discrepancy between these disciplines? 

Artificial intelligence and computer science disciplines have seen an explosion in the number of papers submitted to conferences like ICLR and NeurIPS. And I think that’s really caused a strong burden, in many ways, to reviewers and to authors. So now it’s increasingly difficult to find qualified reviewers who have time to review all these papers. And some authors may feel more competition that they need to keep up and keep writing more and faster. 

You analyzed close to a million papers on arXiv, bioRxiv, and  Nature from January 2020 to February 2024. Do any of these journals include humanities papers or anything in the social sciences?  

We mostly wanted to focus more on CS and engineering and biomedical areas and interdisciplinary areas, like  Nature family journals, which also publish some social science papers. Availability mattered in this case. So, it’s relatively easy for us to get data from arXiv, bioRxiv, and  Nature . A lot of AI conferences also make reviews publicly available. That’s not the case for humanities journals.

Did any results surprise you?

A few months after ChatGPT’s launch, we started to see a rapid, linear increase in the usage pattern in academic writing. This tells us how quickly these LLM technologies diffuse into the community and become adopted by researchers. The most surprising finding is the magnitude and speed of the increase in language model usage. Nearly a fifth of papers and peer review text use LLM modification. We also found that peer reviews submitted closer to the deadline and those less likely to engage with author rebuttal were more likely to use LLMs. 

This suggests a couple of things. Perhaps some of these reviewers are not as engaged with reviewing these papers, and that’s why they are offloading some of the work to AI to help. This could be problematic if reviewers are not fully involved. As one of the pillars of the scientific process, it is still necessary to have human experts providing objective and rigorous evaluations. If this is being diluted, that’s not great for the scientific community.

What do your findings mean for the broader research community?

LLMs are transforming how we do research. It’s clear from our work that many papers we read are written with the help of LLMs. There needs to be more transparency, and people should state explicitly how LLMs are used and if they are used substantially. I don’t think it’s always a bad thing for people to use LLMs. In many areas, this can be very useful. For someone who is not a native English speaker, having the model polish their writing can be helpful. There are constructive ways for people to use LLMs in the research process; for example, in earlier stages of their draft. You could get useful feedback from a LLM in real time instead of waiting weeks or months to get external feedback. 

But I think it’s still very important for the human researchers to be accountable for everything that is submitted and presented. They should be able to say, “Yes, I will stand behind the statements that are written in this paper.”

*Collaborators include:  Weixin Liang ,  Yaohui Zhang ,  Zhengxuan Wu ,  Haley Lepp ,  Wenlong Ji ,  Xuandong Zhao ,  Hancheng Cao ,  Sheng Liu ,  Siyu He ,  Zhi Huang ,  Diyi Yang ,  Christopher Potts ,  Christopher D. Manning ,  Zachary Izzo ,  Yaohui Zhang ,  Lingjiao Chen ,  Haotian Ye , and Daniel A. McFarland .

Stanford HAI’s mission is to advance AI research, education, policy and practice to improve the human condition.  Learn more . 

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Development repository for the Triton language and compiler

triton-lang/triton

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We're hiring! If you are interested in working on Triton at OpenAI, we have roles open for Compiler Engineers and Kernel Engineers .

This is the development repository of Triton, a language and compiler for writing highly efficient custom Deep-Learning primitives. The aim of Triton is to provide an open-source environment to write fast code at higher productivity than CUDA, but also with higher flexibility than other existing DSLs.

The foundations of this project are described in the following MAPL2019 publication: Triton: An Intermediate Language and Compiler for Tiled Neural Network Computations . Please consider citing this work if you use Triton!

The official documentation contains installation instructions and tutorials. See also these third-party Triton puzzles , which can all be run using the Triton interpreter -- no GPU required.

Quick Installation

You can install the latest stable release of Triton from pip:

Binary wheels are available for CPython 3.8-3.12 and PyPy 3.8-3.9.

And the latest nightly release:

Install from source

Or with a virtualenv:

Building with a custom LLVM

Triton uses LLVM to generate code for GPUs and CPUs. Normally, the Triton build downloads a prebuilt LLVM, but you can also build LLVM from source and use that.

LLVM does not have a stable API, so the Triton build will not work at an arbitrary LLVM version.

Find the version of LLVM that Triton builds against. Check cmake/llvm-hash.txt to see the current version. For example, if it says: 49af6502c6dcb4a7f7520178bd14df396f78240c

This means that the version of Triton you have builds against LLVM 49af6502.

git checkout LLVM at this revision. Optionally, make additional modifications to LLVM.

Build LLVM . For example, you might run

Grab a snack, this will take a while.

Build Triton as above, but set the following environment variables.

Tips for building

Set TRITON_BUILD_WITH_CLANG_LLD=true as an environment variable to use clang and lld. lld in particular results in faster builds.

Set TRITON_BUILD_WITH_CCACHE=true to build with ccache.

Pass --no-build-isolation to pip install to make nop builds faster. Without this, every invocation of pip install uses a different symlink to cmake, and this forces ninja to rebuild most of the .a files.

vscode intellisense has some difficulty figuring out how to build Triton's C++ (probably because, in our build, users don't invoke cmake directly, but instead use setup.py). Teach vscode how to compile Triton as follows.

• Do a local build.
• Get the full path to the compile_commands.json file produced by the build: find python/build -name 'compile_commands.json | xargs readlink -f'
• In vscode, install the C/C++ extension , then open the command palette ( Shift + Command + P on Mac, or Shift + Ctrl + P on Windows/Linux) and open C/C++: Edit Configurations (UI) .
• Open "Advanced Settings" and paste the full path to compile_commands.json into the "Compile Commands" textbox.

Running tests

There currently isn't a turnkey way to run all the Triton tests, but you can follow the following recipe.

You may find it helpful to make a symlink to the builddir and tell your local git to ignore it.

Then you can e.g. rebuild and run lit with the following command.

Tips for hacking

For detailed instructions on how to debug Triton's frontend, please refer to this tutorial . The following includes additional tips for hacking on Triton's backend.

Helpful environment variables

MLIR_ENABLE_DUMP=1 dumps the IR before every MLIR pass Triton runs.

LLVM_IR_ENABLE_DUMP=1 dumps the IR before every pass run over the LLVM IR.

TRITON_INTERPRET=1 uses the Triton interpreter instead of running on the GPU. You can insert Python breakpoints in your kernel code!

TRITON_ENABLE_LLVM_DEBUG=1 passes -debug to LLVM, printing a lot of debugging information to stdout. If this is too noisy, run with just TRITON_LLVM_DEBUG_ONLY instead to limit the output.

An alternative way to reduce output noisiness is running with LLVM_IR_ENABLE_DUMP=1 , extract the IR before the LLVM pass of interest, and then run LLVM's opt standalone, perhaps passing -debug-only=foo on the command line.

TRITON_LLVM_DEBUG_ONLY=<comma-separated> is the equivalent of LLVM's -debug-only command-line option. This limits the LLVM debug output to specific pass or component names (which are specified using #define DEBUG_TYPE throughout LLVM and Triton) in order to allow the debug output to be less noisy. TRITON_LLVM_DEBUG_ONLY allows for one or more comma separated values to be specified (eg TRITON_LLVM_DEBUG_ONLY="tritongpu-remove-layout-conversions or TRITON_LLVM_DEBUG_ONLY="tritongpu-remove-layout-conversions,regalloc" ).

USE_TTGIR_LOC=1 reparses the ttgir such that the location information will be the line number of the ttgir instead of line number of the python file. This can provide a direct mapping from ttgir to llir/ptx. When used with performance tools, it can provide a breakdown on ttgir instructions.

TRITON_PRINT_AUTOTUNING=1 prints out the best autotuning config and total time spent for each kernel after autotuning is complete.

DISABLE_LLVM_OPT will disable llvm optimizations for make_llir and make_ptx if its value is true when parsing as Bool. Otherwise, it will be parsed as a list of flags to disable llvm optimizations. One usage case is DISABLE_LLVM_OPT="disable-lsr" Loop strength reduction is known to cause up to 10% performance changes for certain kernels with register pressure.

TRITON_ALWAYS_COMPILE=1 forces to compile kernels regardless of cache hit.

Version 2.0 is out! New features include:

• Many, many bug fixes
• Performance improvements
• Backend rewritten to use MLIR
• Support for kernels that contain back-to-back matmuls (e.g., flash attention)

Contributing

Community contributions are more than welcome, whether it be to fix bugs or to add new features at github . For more detailed instructions, please visit our contributor's guide .

Compatibility

Supported Platforms:

Supported Hardware:

• NVIDIA GPUs (Compute Capability 7.0+)
• Under development: AMD GPUs, CPUs

Used by 23.3k

Contributors 269

• Python 34.3%

What is ChatGPT? Here's everything you need to know about ChatGPT, the chatbot everyone's still talking about

• ChatGPT is getting a futuristic human update. 
• ChatGPT has drawn users at a feverish pace and spurred Big Tech to release other AI chatbots.
• Here's how ChatGPT works — and what's coming next.

OpenAI's blockbuster chatbot ChatGPT is getting a new update. 

On Monday, OpenAI unveiled GPT-4o for ChatGPT, a new version of the bot that can hold conversations with users in a very human tone. The new version of the chatbot will also have vision abilities.

The futuristic reveal quickly prompted jokes about parallels to the movie "Her," with some calling the chatbot's new voice " cringe ."

The move is a big step for the future of AI-powered virtual assistants, which tech companies have been racing to develop.

Since its release in 2022, hundreds of millions of people have experimented with the tool, which is already changing how the internet looks and feels to users.

Users have flocked to ChatGPT to improve their personal lives and boost productivity . Some workers have used the AI chatbot to develop code , write real estate listings , and create lesson plans, while others have made teaching the best ways to use ChatGPT a career all to itself.

ChatGPT offers dozens of plug-ins to those who subscribe to ChatGPT Plus subscription. An Expedia one can help you book a trip, while an OpenTable one will get nab you a dinner reservation. And last month, OpenAI launched Code Interpreter, a version of ChatGPT that can code and analyze data .

While the personal tone of conversations with an AI bot like ChatGPT can evoke the experience of chatting with a human, the technology, which runs on " large language model tools, " doesn't speak with sentience and doesn't "think" the way people do. 

That means that even though ChatGPT can explain quantum physics or write a poem on command, a full AI takeover isn't exactly imminent , according to experts.

"There's a saying that an infinite number of monkeys will eventually give you Shakespeare," said Matthew Sag, a law professor at Emory University who studies copyright implications for training and using large language models like ChatGPT.

"There's a large number of monkeys here, giving you things that are impressive — but there is intrinsically a difference between the way that humans produce language, and the way that large language models do it," he said. 

Chatbots like ChatGPT are powered by large amounts of data and computing techniques to make predictions to string words together in a meaningful way. They not only tap into a vast amount of vocabulary and information, but also understand words in context. This helps them mimic speech patterns while dispatching an encyclopedic knowledge. 

Other tech companies like Google and Meta have developed their own large language model tools, which use programs that take in human prompts and devise sophisticated responses.

Despite the AI's impressive capabilities, some have called out OpenAI's chatbot for spewing misinformation , stealing personal data for training purposes , and even encouraging students to cheat and plagiarize on their assignments. 

Some recent efforts to use chatbots for real-world services have proved troubling. In 2023, the mental health company Koko came under fire after its founder wrote about how the company used GPT-3 in an experiment to reply to users. 

Koko cofounder Rob Morris hastened to clarify on Twitter that users weren't speaking directly to a chatbot, but that AI was used to "help craft" responses. 

Read Insider's coverage on ChatGPT and some of the strange new ways that both people and companies are using chat bots: 

The tech world's reception to ChatGPT:

Microsoft is chill with employees using ChatGPT — just don't share 'sensitive data' with it.

Microsoft's investment into ChatGPT's creator may be the smartest $1 billion ever spent

ChatGPT and generative AI look like tech's next boom. They could be the next bubble.

The ChatGPT and generative-AI 'gold rush' has founders flocking to San Francisco's 'Cerebral Valley'

Insider's experiments: 

I asked ChatGPT to do my work and write an Insider article for me. It quickly generated an alarmingly convincing article filled with misinformation.

I asked ChatGPT and a human matchmaker to redo my Hinge and Bumble profiles. They helped show me what works.

I asked ChatGPT to reply to my Hinge matches. No one responded.

I used ChatGPT to write a resignation letter. A lawyer said it made one crucial error that could have invalidated the whole thing .

Read ChatGPT's 'insulting' and 'garbage' 'Succession' finale script

An Iowa school district asked ChatGPT if a list of books contains sex scenes, and banned them if it said yes. We put the system to the test and found a bunch of problems.

Developments in detecting ChatGPT: 

Teachers rejoice! ChatGPT creators have released a tool to help detect AI-generated writing

A Princeton student built an app which can detect if ChatGPT wrote an essay to combat AI-based plagiarism

Professors want to 'ChatGPT-proof' assignments, and are returning to paper exams and requesting editing history to curb AI cheating

ChatGPT in society: 

BuzzFeed writers react with a mix of disappointment and excitement at news that AI-generated content is coming to the website

ChatGPT is testing a paid version — here's what that means for free users

A top UK private school is changing its approach to homework amid the rise of ChatGPT, as educators around the world adapt to AI

Princeton computer science professor says don't panic over 'bullshit generator' ChatGPT

DoNotPay's CEO says threat of 'jail for 6 months' means plan to debut AI 'robot lawyer' in courtroom is on ice

It might be possible to fight a traffic ticket with an AI 'robot lawyer' secretly feeding you lines to your AirPods, but it could go off the rails

Online mental health company uses ChatGPT to help respond to users in experiment — raising ethical concerns around healthcare and AI technology

What public figures think about ChatGPT and other AI tools:

What Elon Musk, Bill Gates, and 12 other business leaders think about AI tools like ChatGPT

Elon Musk was reportedly 'furious' at ChatGPT's popularity after he left the company behind it, OpenAI, years ago

CEO of ChatGPT maker responds to schools' plagiarism concerns: 'We adapted to calculators and changed what we tested in math class'

A theoretical physicist says AI is just a 'glorified tape recorder' and people's fears about it are overblown

'The most stunning demo I've ever seen in my life': ChatGPT impressed Bill Gates

Ashton Kutcher says your company will probably be 'out of business' if you're 'sleeping' on AI

ChatGPT's impact on jobs: 

AI systems like ChatGPT could impact 300 million full-time jobs worldwide, with administrative and legal roles some of the most at risk, Goldman Sachs report says

Jobs are now requiring experience with ChatGPT — and they'll pay as much as $800,000 a year for the skill

Related stories

ChatGPT may be coming for our jobs. Here are the 10 roles that AI is most likely to replace.

AI is going to eliminate way more jobs than anyone realizes

It's not AI that is going to take your job, but someone who knows how to use AI might, economist says

4 careers where workers will have to change jobs by 2030 due to AI and shifts in how we shop, a McKinsey study says

Companies like Amazon, Netflix, and Meta are paying salaries as high as $900,000 to attract generative AI talent

How AI tools like ChatGPT are changing the workforce:

10 ways artificial intelligence is changing the workplace, from writing performance reviews to making the 4-day workweek possible

Managers who use AI will replace managers who don't, says an IBM exec

How ChatGPT is shaping industries: 

ChatGPT is coming for classrooms, hospitals, marketing departments, and everything else as the next great startup boom emerges

Marketing teams are using AI to generate content, boost SEO, and develop branding to help save time and money, study finds

AI is coming for Hollywood. 'It's amazing to see the sophistication of the images,' one of Christopher Nolan's VFX guy says.

AI is going to offer every student a personalized tutor, founder of Khan Academy says

A law firm was fined $5,000 after one of its lawyers used ChatGPT to write a court brief riddled with fake case references

How workers are using ChatGPT to boost productivity:  

CheatGPT: The hidden wave of employees using AI on the sly

I used ChatGPT to talk to my boss for a week and she didn't notice. Here are the other ways I use it daily to get work done.

I'm a high school math and science teacher who uses ChatGPT, and it's made my job much easier

Amazon employees are already using ChatGPT for software coding. They also found the AI chatbot can answer tricky AWS customer questions and write cloud training materials.

How 6 workers are using ChatGPT to make their jobs easier

I'm a freelance editor who's embraced working with AI content. Here's how I do it and what I charge.

How people are using ChatGPT to make money:

How ChatGPT and other AI tools are helping workers make more money

Here are 5 ways ChatGPT helps me make money and complete time-consuming tasks for my business

ChatGPT course instruction is the newest side hustle on the market. Meet the teachers making thousands from the lucrative gig.

People are using ChatGPT and other AI bots to work side hustles and earn thousands of dollars — check out these 8 freelancing gigs

A guy tried using ChatGPT to turn $100 into a business making 'as much money as possible.' Here are the first 4 steps the AI chatbot gave him

We used ChatGPT to build a 7-figure newsletter. Here's how it makes our jobs easier.

I use ChatGPT and it's like having a 24/7 personal assistant for $20 a month. Here are 5 ways it's helping me make more money.

A worker who uses AI for a $670 monthly side hustle says ChatGPT has 'cut her research time in half'

How companies are navigating ChatGPT: 

From Salesforce to Air India, here are the companies that are using ChatGPT

Amazon, Apple, and 12 other major companies that have restricted employees from using ChatGPT

A consultant used ChatGPT to free up time so she could focus on pitching clients. She landed $128,000 worth of new contracts in just 3 months.

Luminary, an AI-generated pop-up restaurant, just opened in Australia. Here's what's on the menu, from bioluminescent calamari to chocolate mousse.

A CEO is spending more than $2,000 a month on ChatGPT Plus accounts for all of his employees, and he says it's saving 'hours' of time

How people are using ChatGPT in their personal lives:

ChatGPT planned a family vacation to Costa Rica. A travel adviser found 3 glaring reasons why AI won't replace experts anytime soon.

A man who hated cardio asked ChatGPT to get him into running. Now, he's hooked — and he's lost 26 pounds.

A computer engineering student is using ChatGPT to overcome learning challenges linked to her dyslexia

How a coder used ChatGPT to find an apartment in Berlin in 2 weeks after struggling for months

Food blogger Nisha Vora tried ChatGPT to create a curry recipe. She says it's clear the instructions lacked a human touch — here's how.

Men are using AI to land more dates with better profiles and personalized messages, study finds

Lawsuits against OpenAI:

OpenAI could face a plagiarism lawsuit from The New York Times as tense negotiations threaten to boil over, report says

This is why comedian Sarah Silverman is suing OpenAI, the company behind ChatGPT

2 authors say OpenAI 'ingested' their books to train ChatGPT. Now they're suing, and a 'wave' of similar court cases may follow.

A lawsuit claims OpenAI stole 'massive amounts of personal data,' including medical records and information about children, to train ChatGPT

A radio host is suing OpenAI for defamation, alleging that ChatGPT created a false legal document that accused him of 'defrauding and embezzling funds'

Tips on how to write better ChatGPT prompts:

7 ways to use ChatGPT at work to boost your productivity, make your job easier, and save a ton of time

I'm an AI prompt engineer. Here are 3 ways I use ChatGPT to get the best results.

12 ways to get better at using ChatGPT: Comprehensive prompt guide

Here's 9 ways to turn ChatGPT Plus into your personal data analyst with the new Code Interpreter plug-in

OpenAI's ChatGPT can write impressive code. Here are the prompts you should use for the best results, experts say.

Axel Springer, Business Insider's parent company, has a global deal to allow OpenAI to train its models on its media brands' reporting.

Watch: What is ChatGPT, and should we be afraid of AI chatbots?

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