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How to Write a Methods Section for a Psychology Paper

Tips and Examples of an APA Methods Section

Kendra Cherry, MS, is a psychosocial rehabilitation specialist, psychology educator, and author of the "Everything Psychology Book."

Emily is a board-certified science editor who has worked with top digital publishing brands like Voices for Biodiversity, Study.com, GoodTherapy, Vox, and Verywell.

Verywell / Brianna Gilmartin

The methods section of an APA format psychology paper provides the methods and procedures used in a research study or experiment . This part of an APA paper is critical because it allows other researchers to see exactly how you conducted your research.

Method refers to the procedure that was used in a research study. It included a precise description of how the experiments were performed and why particular procedures were selected. While the APA technically refers to this section as the 'method section,' it is also often known as a 'methods section.'

The methods section ensures the experiment's reproducibility and the assessment of alternative methods that might produce different results. It also allows researchers to replicate the experiment and judge the study's validity.

This article discusses how to write a methods section for a psychology paper, including important elements to include and tips that can help.

What to Include in a Method Section

So what exactly do you need to include when writing your method section? You should provide detailed information on the following:

Research design
Participants
Participant behavior

The method section should provide enough information to allow other researchers to replicate your experiment or study.

Components of a Method Section

The method section should utilize subheadings to divide up different subsections. These subsections typically include participants, materials, design, and procedure.

Participants

In this part of the method section, you should describe the participants in your experiment, including who they were (and any unique features that set them apart from the general population), how many there were, and how they were selected. If you utilized random selection to choose your participants, it should be noted here.

For example: "We randomly selected 100 children from elementary schools near the University of Arizona."

At the very minimum, this part of your method section must convey:

Basic demographic characteristics of your participants (such as sex, age, ethnicity, or religion)
The population from which your participants were drawn
Any restrictions on your pool of participants
How many participants were assigned to each condition and how they were assigned to each group (i.e., randomly assignment , another selection method, etc.)
Why participants took part in your research (i.e., the study was advertised at a college or hospital, they received some type of incentive, etc.)

Information about participants helps other researchers understand how your study was performed, how generalizable the result might be, and allows other researchers to replicate the experiment with other populations to see if they might obtain the same results.

In this part of the method section, you should describe the materials, measures, equipment, or stimuli used in the experiment. This may include:

Testing instruments
Technical equipment
Any psychological assessments that were used
Any special equipment that was used

For example: "Two stories from Sullivan et al.'s (1994) second-order false belief attribution tasks were used to assess children's understanding of second-order beliefs."

For standard equipment such as computers, televisions, and videos, you can simply name the device and not provide further explanation.

Specialized equipment should be given greater detail, especially if it is complex or created for a niche purpose. In some instances, such as if you created a special material or apparatus for your study, you might need to include an illustration of the item in the appendix of your paper.

In this part of your method section, describe the type of design used in the experiment. Specify the variables as well as the levels of these variables. Identify:

The independent variables
Dependent variables
Control variables
Any extraneous variables that might influence your results.

Also, explain whether your experiment uses a within-groups or between-groups design.

For example: "The experiment used a 3x2 between-subjects design. The independent variables were age and understanding of second-order beliefs."

The next part of your method section should detail the procedures used in your experiment. Your procedures should explain:

What the participants did
How data was collected
The order in which steps occurred

For example: "An examiner interviewed children individually at their school in one session that lasted 20 minutes on average. The examiner explained to each child that he or she would be told two short stories and that some questions would be asked after each story. All sessions were videotaped so the data could later be coded."

Keep this subsection concise yet detailed. Explain what you did and how you did it, but do not overwhelm your readers with too much information.

Tips for How to Write a Methods Section

In addition to following the basic structure of an APA method section, there are also certain things you should remember when writing this section of your paper. Consider the following tips when writing this section:

Use the past tense : Always write the method section in the past tense.
Be descriptive : Provide enough detail that another researcher could replicate your experiment, but focus on brevity. Avoid unnecessary detail that is not relevant to the outcome of the experiment.
Use an academic tone : Use formal language and avoid slang or colloquial expressions. Word choice is also important. Refer to the people in your experiment or study as "participants" rather than "subjects."
Use APA format : Keep a style guide on hand as you write your method section. The Publication Manual of the American Psychological Association is the official source for APA style.
Make connections : Read through each section of your paper for agreement with other sections. If you mention procedures in the method section, these elements should be discussed in the results and discussion sections.
Proofread : Check your paper for grammar, spelling, and punctuation errors.. typos, grammar problems, and spelling errors. Although a spell checker is a handy tool, there are some errors only you can catch.

After writing a draft of your method section, be sure to get a second opinion. You can often become too close to your work to see errors or lack of clarity. Take a rough draft of your method section to your university's writing lab for additional assistance.

A Word From Verywell

The method section is one of the most important components of your APA format paper. The goal of your paper should be to clearly detail what you did in your experiment. Provide enough detail that another researcher could replicate your study if they wanted.

Finally, if you are writing your paper for a class or for a specific publication, be sure to keep in mind any specific instructions provided by your instructor or by the journal editor. Your instructor may have certain requirements that you need to follow while writing your method section.

Frequently Asked Questions

While the subsections can vary, the three components that should be included are sections on the participants, the materials, and the procedures.

Describe who the participants were in the study and how they were selected.
Define and describe the materials that were used including any equipment, tests, or assessments
Describe how the data was collected

To write your methods section in APA format, describe your participants, materials, study design, and procedures. Keep this section succinct, and always write in the past tense. The main heading of this section should be labeled "Method" and it should be centered, bolded, and capitalized. Each subheading within this section should be bolded, left-aligned and in title case.

The purpose of the methods section is to describe what you did in your experiment. It should be brief, but include enough detail that someone could replicate your experiment based on this information. Your methods section should detail what you did to answer your research question. Describe how the study was conducted, the study design that was used and why it was chosen, and how you collected the data and analyzed the results.

Erdemir F. How to write a materials and methods section of a scientific article ? Turk J Urol . 2013;39(Suppl 1):10-5. doi:10.5152/tud.2013.047

Kallet RH. How to write the methods section of a research paper . Respir Care . 2004;49(10):1229-32. PMID: 15447808.

American Psychological Association. Publication Manual of the American Psychological Association (7th ed.). Washington DC: The American Psychological Association; 2019.

American Psychological Association. APA Style Journal Article Reporting Standards . Published 2020.

By Kendra Cherry, MSEd Kendra Cherry, MS, is a psychosocial rehabilitation specialist, psychology educator, and author of the "Everything Psychology Book."

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Tags: Academic Writing , Essay , Essay Writing

Knowing how to write an essay can help you out significantly in both, your academic and professional life. An essay is a highly versatile nonfiction piece of writing that not only tests your knowledge of a topic but also your literary and argumentative skills.

Each essay requires the same basic process of planning, writing, and editing. Naturally, we’ve used these stages to group our steps on how to write an essay. So w ithout further ado, let’s get into it! Here are the eight steps to write an essay:

Stage 1: Planning

1. Pick an appropriate research topic

In certain cases, your teacher or professor may assign you a topic. However, in many cases, students have the freedom to select a topic of their choice. Make sure you choose a topic that you’re well versed in and have significant knowledge of.

Having prior knowledge of the topic will help you determine the subsequent steps to write an essay. It will also make your research process considerably easier.

2. Form an appropriate thesis statement

A thesis statement is the central idea or premise your essay is based on. It is usually a sentence or two long and is included in the introduction of the essay. The scope of your thesis statement depends on the type of your essay and its length.

For instance, the scope of the thesis statement for a 500–1000 word school essay will be narrower than a 1000–5000 word college essay. A rule of thumb is that your essay topic should be broad enough to gather enough information, but narrow enough to address specific points and not be vague. Here’s an example:

The invention of the airplane by the Wright Brothers in 1903 revolutionized transportation and paved the way for modern aviation. It represents a monumental achievement in human history that forever changed the course of human civilization.

3. Create an essay outline

Creating a well-organized essay outline not only gives structure and flow to your essay but also makes it more impactful and easy to understand. The idea is to collect the main points of information that support or elaborate on your thesis statement. You can also include references or examples under these main points.

For example, if your thesis statement revolves around the invention of the airplane, your main points will include travel before the invention of the airplane, how it was invented, and its effects on modern-day travel. Take a look:

The Wright Brothers’ invention had a massive impact on modern-day travel. The subsequent growth of the aviation industry led to increased accessibility of air travel to the general public.

Stage 2: Writing

4. Write a comprehensive introduction

After creating the basic outline, it is important to know how to write an essay. Begin your essay by introducing your voice and point of view to the reader. An introduction is usually a paragraph or two long and consists of three main parts:

Background information
Thesis statement

Let’s better understand this with the help of an example:

The Wright Brothers’ invention of the airplane in 1903 revolutionized the way humans travel and explore the world. Prior to this invention, transportation relied on trains, boats, and cars, which limited the distance and speed of travel. However, the airplane made air travel a reality, allowing people to reach far-off destinations in mere hours. This breakthrough paved the way for modern-day air travel, transforming the world into a smaller, more connected place. In this essay, we will explore the impact of the Wright Brothers’ invention on modern-day travel, including the growth of the aviation industry, increased accessibility of air travel to the general public, and the economic and cultural benefits of air travel.

Let’s understand how to construct each of these sections in more detail.

A. Construct an attractive hook

The opening sentence of an essay, also known as the hook, should include a powerful or startling statement that captures the reader’s attention. Depending on the type of your essay, it can be an interesting fact, a surprising statistic, or an engaging anecdote.

B. Provide relevant background information

While writing the introduction, it’s important to provide context or background information before including the thesis statement. The background information may include the time before a groundbreaking invention, the pros and cons of a significant discovery, or the short- and long-term effects of an event.

C. Edit the thesis statement

If you’ve constructed your thesis statement during the outlining stage, it’s time to edit it based on the background information you’ve provided. Observe the slight changes we’ve made to the scope of the thesis statement in the example above. This accommodates the bits of information we’ve provided in the background history.

5. Form relevant body paragraphs

Body paragraphs play a crucial role in supporting and expanding the central argument presented in the thesis statement. The number of body paragraphs depends on the type of essay as well as the scope of the thesis statement.

Most school-level essays contain three body paragraphs while college-level essays can vary in length depending on the assignment.

A well-crafted body paragraph consists of the following parts:

A topic sentence
Supporting information
An analysis of the information
A smooth transition to the next paragraph

Let’s understand this with the help of an example.

The Wright Brothers’ invention of the airplane revolutionized air travel. They achieved the first-ever successful powered flight with the Wright Flyer in 1903, after years of conducting experiments and studying flight principles. Despite their first flight lasting only 12 seconds, it was a significant milestone that paved the way for modern aviation. The Wright Brothers’ success can be attributed to their systematic approach to problem-solving, which included numerous experiments with gliders, the development of a wind tunnel to test their designs, and meticulous analysis and recording of their results. Their dedication and ingenuity forever changed the way we travel, making modern aviation possible.

Here’s a detailed overview of how to construct each of these sections.

A. Construct appropriate topic sentences

A topic sentence is the title of the body paragraph that elaborates on the thesis statement. It is the main idea on which the body paragraph is developed. Ensure that each topic sentence is relevant to the thesis statement and makes the essay flow seamlessly.

The order of topic sentences is key in creating an impactful essay. This order varies depending on the type of essay you choose to write. These sentences may be arranged chronologically, in the order of importance, or in a cause-and-effect format.

B. Provide supporting information

It is necessary to provide relevant supporting information and evidence to validate your topic statement. This may include examples, relevant statistics, history, or even personal anecdotes.

You should also remember to cite your sources wherever you use them to substantiate your arguments. Always give researchers and authors credit for their work!

C. Analyze the supporting information

After presenting the appropriate evidence, the next step is to conduct an in-depth analysis. Establish connections and provide additional details to strengthen the link between your topic sentence and the supporting information.

Depending on the type of essay, this step may also involve sharing your subjective opinions and key takeaways.

D. Create a smooth transition

In case you plan to create multiple body paragraphs, it is crucial to create a seamless transition between them. Transitional statements not only make the essay less jarring to read but also guide the reader in the right direction.

However, these statements need not be too lengthy and complicated. Use words such as “however”, “in addition to”, and “therefore” to convey transitions.

6. Construct an impactful conclusion

An impactful conclusion creates a lasting impression on the mind of the reader. Although it varies in length depending on the specific essay, the conclusion is typically a paragraph long.

It consists of

A restated thesis statement
Summary of the main points
The broader implications of the thesis statement

Here’s an example of a well-structured conclusion:

The Wright Brothers’ invention of the airplane forever changed history by paving the way for modern aviation and countless aerospace advancements. Their persistence, innovation, and dedication to problem-solving led to the first successful powered flight in 1903, sparking a revolution in transportation that transformed the world. Today, air travel remains an integral part of our globalized society, highlighting the undeniable impact of the Wright Brothers’ contribution to human civilization.

Let’s take a closer look at how to construct each of these sections.

A. Restate the thesis statement

Your conclusion should call back to your original argument or thesis statement.

However, this does not mean repeating the thesis statement as is. The essence of your argument should remain the same, but it should also be modified and evolved as per the information presented in your essay.

B. Summarize important points

A powerful conclusion not only lingers in the reader’s mind but also provokes thought. You can create a strong impression on the reader by highlighting the most impactful points of your essay.

C. State the greater implications

End your essay with the most powerful and impactful part: the larger perspective. This can‌ include a question you’d like to leave the reader with, the broader implications and impact of your thesis statement, or the long-term, lingering effects of your experience.

Make sure to include no new evidence or arguments, or to undermine your findings in any way.

Stage 3: Editing

7. Review your essay

Knowing how to write an essay is just one part of essay writing. Properly reviewing and editing your essay is just as important. Make sure to spend enough time going over your essay and adding any bits of information that you’ve missed.

This is also a good time to make minor structural changes in your essay.

8. Thoroughly proofread your essay

After making the necessary structural changes, recheck your essay word by word. It is important to not only correct major grammatical and spelling errors but also minor errors regarding the phrasing or tone of voice.

You can either choose to do this by yourself, ask a friend for assistance, or hire an essay proofreading service to go over your writing. To construct a fool-proof, error-free essay, it is helpful to have a trained pair of eyes go over it. Professional proofreaders can spot errors that are not visible to most people and set the right tone for your essay.

Now that you know the basics of how to write an essay, it’s time to learn about the specifics. Feel free to dig into the articles below and keep reading!

How to Write an Essay Header in 4 Steps
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How to Start an Essay

Frequently Asked Questions

What are the steps to write an essay, what is the best essay writing style, how do i start an essay introduction, what are the tips for effective essay writing, what makes a good essay.

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The Block Method on Writing an Essay

Therese rochon.

There are many ways of organizing a comparison and contrast essay. One of the most popular is the block method, also known as the summary approach or the one side at a time approach. The writer provides an introduction stating the comparisons, the contrasts and the thesis statement. Then, the writer provides body paragraphs detailing the similarities and another body paragraphs explaining the differences. Following the body paragraphs is a conclusion that paraphrases the essay and the thesis statement.

Explore this article

Doing the Block Method
Brainstorming
Ensuring Unity
Other Methods

1 Doing the Block Method

The block method works best on short papers about simple topics. To do the block method, first write an introduction. In the introduction, draw the reader’s attention, give background information, state the two things being compared and contrasted, and provide a thesis statement. Using the introduction as a blueprint, write paragraphs about the comparisons. Then, write paragraphs about the differences. After completing all body paragraphs, write a conclusion that ties in all your points and restates your thesis. In addition to comparison and contrast essays, you can use the block method in essays weighing disadvantages and advantages.

2 Brainstorming

If you are planning to write an essay in the block format, you must first brainstorm for ideas. The most common method for a comparison and contrast is a Venn diagram. To do a Venn diagram, draw two big circles that overlap in the middle. In the circle on the left, write the unique features of side A. In the circle on the right, write the unique features of side B. In the middle, the place of overlap, write the similar features of sides A and B.

Other brainstorming methods are simply listing all the thoughts that come to mind with little attention paid to organization. Another, more organized, brainstorming method is arranging ideas into clusters.

While brainstorming, do not censor yourself. Get something down on paper as quickly as possible.

3 Ensuring Unity

Although essays written in block format can be well written and effective, the biggest hurdle is disunity. You never want to jump from point to point. To avoid disunity, use transitional phrases, such as “in addition,” “furthermore,” “moreover,” “in contrast,” “similarly,” “however,” and “nevertheless” from paragraph to paragraph. Another way to transition is by linking ideas. For example, briefly mention the very last idea from a previous paragraph in the first few sentences of the next paragraph.

4 Other Methods

The block method is not the only way of writing a comparison and contrast essay. In the point-by-point method, each paragraph gives a point (or idea) and its similarities and contrasts. In the combination method, you combine the point-by-point method with the block method.

1 Comparison and Contrast Essays
2 How do I Write a Comparison and Contrast Essay

About the Author

Therese Rochon is a college student and freelance writer from St. Louis. She is studying English and Spanish literature at Washington University and plans to attend law school in the future. She speaks two languages and, in 2011, will au pair in Europe to learn two more languages. She has been writing online since 2005.

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Paragraph Development with PIE

Paragraph Development with PIE Podcast

Paragraph development with pie transcript.

Greetings everyone. This is Kurtis Clements with another effective writing podcast. In this episode, I am going to talk about developing body paragraphs with a technique called PIE.

In my experience, writers often have one of two problem areas related to paragraph development: not enough development or not enough of the right kind of development. What I mean by the latter is the idea that just because a paragraph contains a lot of content does not necessarily mean that content is doing the best job developing the idea of the paragraph.

One good way to go about developing paragraphs is to use the PIE method, which is an approach that has been around in some form or another I imagine since the time of Aristotle. So for a long time. PIE is an acronym that stands for develop a limited point (that’s the P) in a paragraph; illustrate (that’s the I”) the point with supporting information; the E stands for explain how the evidence supports the point of the paragraph and relates to the thesis of the essay.

Restated: P = Point I = Illustrate E = Explain

Paragraphs need to make clear and focused points. I mean, that’s the point of a paragraph right? To make a point. Whether or not you use a topic sentence at the start of the paragraph does not matter, for the paragraph still needs to make a point.

In order to make a point, you have to illustrate the point by using evidence—details, facts, statistics, testimony, examples, and the like. Supporting information helps readers understand the point you are trying to make in a paragraph.

Evidence alone will not help you develop the point. What every paragraph needs is elaboration where you explain the relevance of the information presented as it relates to the point of the paragraph as well as the essay as a whole. As the writer, you need to offer thoughtful commentary of the supporting details you use to illustrate the point. This last part is critical to the success of a paragraph, for its this kind of commentary where the writer offers analysis and interpretation of the content as it relates to their point. It’s also how the writer connects the point of the paragraph to the larger point of the essay.

I am going to read a sample paragraph and as I do, listen for the elements of PIE that may be missing:

What did you hear? Or, should I ask, what did you not hear? The paragraph starts out with a clear focus—the proud history of the postal service—and that point is illustrated with some good examples. But what’s it all add up to? Is there any explanation that discusses how the information relates to the point of the paragraph and to the larger point of the essay? Do you have any sense of what this paragraph as a whole is trying to support? Do you sense a connectedness to a thesis? I don’t think so. I see this paragraph as just floating in the sea.

This is how PIE can help you. If you think about your paragraphs as needing those three parts—Point, Illustration, and Explanation—then you are more likely to notice that what is lacking in the paragraph I read is explanation, language that helps readers understand the relevance of the information as it relates to the point of the paragraph and to the larger point, the thesis, of the essay. Listen to the revised version of the paragraph:

The United States Postal Service has a proud history. Benjamin Franklin was named Postmaster General in 1775 even before The Declaration of Independence was signed in 1776 (USPS, 2007). Through the evolution of the service, the mission of the USPS has remained the same: “provide universal service to all Americans. From the bottom of the Grand Canyon to the furthermost point in Alaska, mail gets through” (USPS, 2010,para. 4). In addition to those accomplishments, the USPS also provides nearly 600,000 jobs and has donated over $70 million to breast cancer research through its breast cancer awareness stamps (USPS, 2010). The United States Postal Service has been an important institution and provided valuable services for over two hundred and thirty years—all at no cost to U.S. taxpayers. While the post office needs to redefine how it conducts business in the electronic age, eliminating the service is not the answer. In fact, there is no reason the postal service cannot, once again, change with the times and continue to add to its rich history and accomplishments.

What do you think? Better? Did it seem as if the paragraph was trying to develop a point and that point was connected to a bigger idea? Was there enough explanation—that is, was there enough commentary on the information presented so that you understand better the point of the paragraph as well as how the paragraph relates to the thesis? When you offer explanation, you are, in a sense, taking a step back and examining-analyzing—the information presented and making sure readers understand how the information relates to the point of the paragraph and to the larger point of the essay. The revision offers language such as the “in addition to those accomplishments” and “also” in the sentence “In addition to those accomplishments, the USPS also provides nearly 600,000 jobs and has donated over 70 million dollars to breast cancer research” thereby creating the sense that the USPS already has many accomplishments and on top of those, the postal service also has other accomplishments. The language connects the new piece of information to other pieces of information which are all connected to the idea of proud accomplishments.

The revision also includes three full sentences of explanation after the last piece of information—all of which work to connect that information to the point of the paragraph and to what the essay as a whole is trying to communicate. Listen:

The first version of the paragraph stops after the sentence “The United States Postal Service provides nearly 600.000 jobs and has donated over $70 million to breast cancer research.” That’s it—a paragraph floating in an ocean, insignificant and hardly noticed. But listen to what happens when the writer explains the importance of the information:

In addition to those accomplishments, the United States Postal Service also provides nearly 600,000 jobs and has donated over $70 million to breast cancer research through its breast cancer awareness stamps (USPS, 2010). The United States Postal Service has been an important institution and provided valuable services for over two hundred and thirty years—all at no cost to U.S. taxpayers. While the post office needs to redefine how it conducts business in the electronic age, eliminating the service is not the answer. In fact, there is no reason the postal service cannot, once again, change with the times and continue to add to its rich history and accomplishments.

Do hear the difference? Do you understand the importance not just making a point and illustrating a point but also—perhaps most importantly—explaining the importance of that information through commentary and analysis? The revised paragraph, which is only three sentences and maybe five words longer than the original is better by leaps and bounds.

When you are working on an essay and developing body paragraphs, keep PIE in mind—the idea that body paragraphs need to make a point, information presented needs to illustrate that point, and commentary and analysis is essential to explain the significance of the point. Indeed, PIE is an effective method for developing healthy paragraphs. Thanks for listening, everyone.

Happy writing!

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How To Write An Essay: Beginner Tips And Tricks

Updated: June 19, 2024

Published: June 22, 2021

How To Write An Essay # Beginner Tips And Tricks

Many students dread writing essays, but essay writing is an important skill to develop in high school, university, and even into your future career. By learning how to write an essay properly, the process can become more enjoyable and you’ll find you’re better able to organize and articulate your thoughts.

When writing an essay, it’s common to follow a specific pattern, no matter what the topic is. Once you’ve used the pattern a few times and you know how to structure an essay, it will become a lot more simple to apply your knowledge to every essay.

No matter which major you choose, you should know how to craft a good essay. Here, we’ll cover the basics of essay writing, along with some helpful tips to make the writing process go smoothly.

Ink pen on paper before writing an essay

Photo by Laura Chouette on Unsplash

Types of Essays

Think of an essay as a discussion. There are many types of discussions you can have with someone else. You can be describing a story that happened to you, you might explain to them how to do something, or you might even argue about a certain topic.

When it comes to different types of essays, it follows a similar pattern. Like a friendly discussion, each type of essay will come with its own set of expectations or goals.

For example, when arguing with a friend, your goal is to convince them that you’re right. The same goes for an argumentative essay.

Here are a few of the main essay types you can expect to come across during your time in school:

Narrative Essay

This type of essay is almost like telling a story, not in the traditional sense with dialogue and characters, but as if you’re writing out an event or series of events to relay information to the reader.

Persuasive Essay

Here, your goal is to persuade the reader about your views on a specific topic.

Descriptive Essay

This is the kind of essay where you go into a lot more specific details describing a topic such as a place or an event.

Argumentative Essay

In this essay, you’re choosing a stance on a topic, usually controversial, and your goal is to present evidence that proves your point is correct.

Expository Essay

Your purpose with this type of essay is to tell the reader how to complete a specific process, often including a step-by-step guide or something similar.

Compare and Contrast Essay

You might have done this in school with two different books or characters, but the ultimate goal is to draw similarities and differences between any two given subjects.

The Main Stages of Essay Writing

When it comes to writing an essay, many students think the only stage is getting all your ideas down on paper and submitting your work. However, that’s not quite the case.

There are three main stages of writing an essay, each one with its own purpose. Of course, writing the essay itself is the most substantial part, but the other two stages are equally as important.

So, what are these three stages of essay writing? They are:

Preparation

Before you even write one word, it’s important to prepare the content and structure of your essay. If a topic wasn’t assigned to you, then the first thing you should do is settle on a topic. Next, you want to conduct your research on that topic and create a detailed outline based on your research. The preparation stage will make writing your essay that much easier since, with your outline and research, you should already have the skeleton of your essay.

Writing is the most time-consuming stage. In this stage, you will write out all your thoughts and ideas and craft your essay based on your outline. You’ll work on developing your ideas and fleshing them out throughout the introduction, body, and conclusion (more on these soon).

In the final stage, you’ll go over your essay and check for a few things. First, you’ll check if your essay is cohesive, if all the points make sense and are related to your topic, and that your facts are cited and backed up. You can also check for typos, grammar and punctuation mistakes, and formatting errors.

The Five-Paragraph Essay

We mentioned earlier that essay writing follows a specific structure, and for the most part in academic or college essays , the five-paragraph essay is the generally accepted structure you’ll be expected to use.

The five-paragraph essay is broken down into one introduction paragraph, three body paragraphs, and a closing paragraph. However, that doesn’t always mean that an essay is written strictly in five paragraphs, but rather that this structure can be used loosely and the three body paragraphs might become three sections instead.

Let’s take a closer look at each section and what it entails.

Introduction

As the name implies, the purpose of your introduction paragraph is to introduce your idea. A good introduction begins with a “hook,” something that grabs your reader’s attention and makes them excited to read more.

Another key tenant of an introduction is a thesis statement, which usually comes towards the end of the introduction itself. Your thesis statement should be a phrase that explains your argument, position, or central idea that you plan on developing throughout the essay.

You can also include a short outline of what to expect in your introduction, including bringing up brief points that you plan on explaining more later on in the body paragraphs.

Here is where most of your essay happens. The body paragraphs are where you develop your ideas and bring up all the points related to your main topic.

In general, you’re meant to have three body paragraphs, or sections, and each one should bring up a different point. Think of it as bringing up evidence. Each paragraph is a different piece of evidence, and when the three pieces are taken together, it backs up your main point — your thesis statement — really well.

That being said, you still want each body paragraph to be tied together in some way so that the essay flows. The points should be distinct enough, but they should relate to each other, and definitely to your thesis statement. Each body paragraph works to advance your point, so when crafting your essay, it’s important to keep this in mind so that you avoid going off-track or writing things that are off-topic.

Many students aren’t sure how to write a conclusion for an essay and tend to see their conclusion as an afterthought, but this section is just as important as the rest of your work.

You shouldn’t be presenting any new ideas in your conclusion, but you should summarize your main points and show how they back up your thesis statement.

Essentially, the conclusion is similar in structure and content to the introduction, but instead of introducing your essay, it should be wrapping up the main thoughts and presenting them to the reader as a singular closed argument.

Photo by AMIT RANJAN on Unsplash

Steps to Writing an Essay

Now that you have a better idea of an essay’s structure and all the elements that go into it, you might be wondering what the different steps are to actually write your essay.

Don’t worry, we’ve got you covered. Instead of going in blind, follow these steps on how to write your essay from start to finish.

Understand Your Assignment

When writing an essay for an assignment, the first critical step is to make sure you’ve read through your assignment carefully and understand it thoroughly. You want to check what type of essay is required, that you understand the topic, and that you pay attention to any formatting or structural requirements. You don’t want to lose marks just because you didn’t read the assignment carefully.

Research Your Topic

Once you understand your assignment, it’s time to do some research. In this step, you should start looking at different sources to get ideas for what points you want to bring up throughout your essay.

Search online or head to the library and get as many resources as possible. You don’t need to use them all, but it’s good to start with a lot and then narrow down your sources as you become more certain of your essay’s direction.

Start Brainstorming

After research comes the brainstorming. There are a lot of different ways to start the brainstorming process . Here are a few you might find helpful:

Think about what you found during your research that interested you the most
Jot down all your ideas, even if they’re not yet fully formed
Create word clouds or maps for similar terms or ideas that come up so you can group them together based on their similarities
Try freewriting to get all your ideas out before arranging them

Create a Thesis

This is often the most tricky part of the whole process since you want to create a thesis that’s strong and that you’re about to develop throughout the entire essay. Therefore, you want to choose a thesis statement that’s broad enough that you’ll have enough to say about it, but not so broad that you can’t be precise.

Write Your Outline

Armed with your research, brainstorming sessions, and your thesis statement, the next step is to write an outline.

In the outline, you’ll want to put your thesis statement at the beginning and start creating the basic skeleton of how you want your essay to look.

A good way to tackle an essay is to use topic sentences . A topic sentence is like a mini-thesis statement that is usually the first sentence of a new paragraph. This sentence introduces the main idea that will be detailed throughout the paragraph.

If you create an outline with the topic sentences for your body paragraphs and then a few points of what you want to discuss, you’ll already have a strong starting point when it comes time to sit down and write. This brings us to our next step…

Write a First Draft

The first time you write your entire essay doesn’t need to be perfect, but you do need to get everything on the page so that you’re able to then write a second draft or review it afterward.

Everyone’s writing process is different. Some students like to write their essay in the standard order of intro, body, and conclusion, while others prefer to start with the “meat” of the essay and tackle the body, and then fill in the other sections afterward.

Make sure your essay follows your outline and that everything relates to your thesis statement and your points are backed up by the research you did.

Revise, Edit, and Proofread

The revision process is one of the three main stages of writing an essay, yet many people skip this step thinking their work is done after the first draft is complete.

However, proofreading, reviewing, and making edits on your essay can spell the difference between a B paper and an A.

After writing the first draft, try and set your essay aside for a few hours or even a day or two, and then come back to it with fresh eyes to review it. You might find mistakes or inconsistencies you missed or better ways to formulate your arguments.

Add the Finishing Touches

Finally, you’ll want to make sure everything that’s required is in your essay. Review your assignment again and see if all the requirements are there, such as formatting rules, citations, quotes, etc.

Go over the order of your paragraphs and make sure everything makes sense, flows well, and uses the same writing style .

Once everything is checked and all the last touches are added, give your essay a final read through just to ensure it’s as you want it before handing it in.

A good way to do this is to read your essay out loud since you’ll be able to hear if there are any mistakes or inaccuracies.

Essay Writing Tips

With the steps outlined above, you should be able to craft a great essay. Still, there are some other handy tips we’d recommend just to ensure that the essay writing process goes as smoothly as possible.

Start your essay early. This is the first tip for a reason. It’s one of the most important things you can do to write a good essay. If you start it the night before, then you won’t have enough time to research, brainstorm, and outline — and you surely won’t have enough time to review.
Don’t try and write it in one sitting. It’s ok if you need to take breaks or write it over a few days. It’s better to write it in multiple sittings so that you have a fresh mind each time and you’re able to focus.
Always keep the essay question in mind. If you’re given an assigned question, then you should always keep it handy when writing your essay to make sure you’re always working to answer the question.
Use transitions between paragraphs. In order to improve the readability of your essay, try and make clear transitions between paragraphs. This means trying to relate the end of one paragraph to the beginning of the next one so the shift doesn’t seem random.
Integrate your research thoughtfully. Add in citations or quotes from your research materials to back up your thesis and main points. This will show that you did the research and that your thesis is backed up by it.

Wrapping Up

Writing an essay doesn’t need to be daunting if you know how to approach it. Using our essay writing steps and tips, you’ll have better knowledge on how to write an essay and you’ll be able to apply it to your next assignment. Once you do this a few times, it will become more natural to you and the essay writing process will become quicker and easier.

If you still need assistance with your essay, check with a student advisor to see if they offer help with writing. At University of the People(UoPeople), we always want our students to succeed, so our student advisors are ready to help with writing skills when necessary.

At UoPeople, our blog writers are thinkers, researchers, and experts dedicated to curating articles relevant to our mission: making higher education accessible to everyone.

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How to structure paragraphs using the PEEL method

Sophia Gardner

Sep 1, 2023

You may have heard of the acronym PEEL for essays, but what exactly does it mean? And how can it help you? We’re here to explain it all, plus give you some tips on how to nail your next essay.

There’s certainly an art to writing essays. If you haven’t written one for a while, or if you would like to hone your academic writing skills, the PEEL paragraph method is an easy way to get your point across in a clear and concise way, that is easily digestible to the reader.

So, what exactly is PEEL ?

The PEEL paragraph method is a technique used in writing to help structure paragraphs in a way that presents a single clear and focused argument, which links back to the essay topic or thesis statement.

It’s good practice to dedicate each paragraph to one aspect of your argument, and the PEEL structure simplifies this for you.

It allows you to create a paragraph that is easy and accessible for others to understand. Remember, when you’re writing something, it’s not just you who is reading it - you need to consider the reader and how they are going to be digesting this new information.

What does PEEL stand for?

P = Point: start your paragraph with a clear topic sentence that establishes what your paragraph is going to be about. Your point should support your essay argument or thesis statement.

E = Evidence/Example: here you should use a piece of evidence or an example that helps to reaffirm your initial point and develop the argument.

E = Explain: next you need to explain exactly how your evidence/example supports your point, giving further information to ensure that your reader understands its relevance.

L = Link: to finish the paragraph off, you need to link the point you’ve just made back to your essay question, topic, or thesis.

Download a free PEEL paragraph planner below. 👇

Studiosity English specialist Ellen, says says students often underestimate the importance of a well-structured paragraph.

PEEL in practice

Here’s an example of what you might include in a PEEL structured paragraph:

Topic: Should infants be given iPads? Thesis/argument: Infants should not be given iPads.

Point : Infants should not be given iPads, because studies show children under two can face developmental delays if they are exposed to too much screen time.

Evidence/Example: A recent paediatric study showed that infants who are exposed to too much screen time may experience delays in speech development.

Explanation: The reason infants are facing these delays is because screen time is replacing other key developmental activities.

Link: The evidence suggests that infants who have a lot of screen time experience negative consequences in their speech development, and therefore they should not be exposed to iPads at such a young age.

Once you’ve written your PEEL paragraph, do a checklist to ensure you have covered off all four elements of the PEEL structure. Your point should be a clear introduction to the argument you are making in this paragraph; your example or evidence should be strong and relevant (ask yourself, have you chosen the best example?); your explanation should be demonstrate why your evidence is important and how it conveys meaning; and your link should summarise the point you’ve just made and link back to the broader essay argument or topic.

Keep your paragraphs clear, focused, and not too long. If you find your paragraphs are getting lengthy, take a look at how you could split them into multiple paragraphs, and ensure you’re creating a new paragraph for each new idea you introduce to the essay.

Finally, it’s important to always proofread your paragraph. Read it once, twice, and then read it again. Check your paragraph for spelling, grammar, language and sentence flow. A good way to do this is to read it aloud to yourself, and if it sounds clunky or unclear, consider rewriting it.

That’s it! We hope this helps explain the PEEL method and how it can help you with your next essay. 😊

You might also like: Proofreading vs editing: what's the difference? How to get easy marks in an exam 5 study hacks that actually work

Topics: English , Writing , Grammar

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Exam Tips: How to write a research methods essay

Travis Dixon March 17, 2019 Research Methodology , Revision and Exam Preparation

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Updated Feb 2021

One of the most difficult of the five types of exam questions to write about in IB Psychology is research methods. Like most other essay questions, students tend to focus on studies and miss other important aspects of the essay. In this post, I offer my best tips for how to write an excellent essay on research methods.

What-How-Why

IB Psychology - Teacher Support Pack - Chapter 6: Quantitative Methods

Our unit on Quantitative Methods is designed to help students answer these challenging questions.

These three simple questions are an excellent guideline for most of the IB Psych’ course. Research methods essays are no different. You want to show you:

Know what the research methods are
Understand how and why they’re used

The following helps you figure out how to address these key questions. However, the structure and content of your answer will depend on the specific question you’re answering and the materials you’ve used in your course.

Exam tips for writing about research methods and ethics
Biological Research Methods Example Essay (ERQ)
How to explain the use of a research method

Step 1: What?

The first thing to get right is the definition . It’s really important to have a clear, precise and accurate definition of the research method/s you’re writing about. This could be either in the introduction or in the first body paragraph of the essay (i.e. the central argument). After defining the method, the explanation of how and why should begin.

Step 2: How?

Every essay answer should have a central argument that shows knowledge and understanding of the topic in the question (watch this video for more essay advice). In the case of research methods questions, the central argument should be an explanation of how and why the particular method is used in that particular topic . This is a key part of the answer that many students miss.

For example, if you’re explaining the use of a true experiment the “how” would include the nature of the independent variables and perhaps common ways the dependent variable is measured. For instance, in true experiments on the brain the IV is commonly a factor hypothesized to affect brain activity like chemical messengers such as serotonin and the effects of the manipulation of this IV on the brain is measured using fMRI.

Tip: A detailed central argument explaining how and why the method is used is the key to scoring top marks in the “knowledge and understanding” section of the essay rubric. Your explanation of the method would be identical in an SAQ and an essay.

Step 3: Why?

This is straightforward – give reasons why this method is useful. Weak answers will be generic, such as “true experiments are helpful because they can establish causal relationships.” Stronger answers will focus on specific details of the field of psychology in question. For instance, an essay on true experiments might focus on animal experimentation and the benefits of manipulating brain activity in rodents and animals in ways that couldn’t be done in humans but provide valuable additional information alongside human quasi experiments and correlational studies.

Scroll on for more exam tips.

DOWNLOAD Example Research Methods Essay

Common Error: What is a “method”?

One of the biggest mistakes a student can make in a research method essay is writing about a method that actually isn’t a “ research method .” For example, if a student wrote about animal studies, twin studies, or brain imaging technology as a research method they would score very low marks because these are not research methods (according to the IB).

To quote the official IB FAQs document, “…the different research methods for the study of psychology at this level: case studies, naturalistic observations, interviews, experiments, field experiments, quasi-experiments, natural experiments, correlations studies.” Therefore, make sure the method/s you are writing about is from this list.

Tip: Prepare to write about true experiments and/or correlational studies for Paper 1 and 2. These are used in every topic and it simplifies the preparation for this tricky question. Our IB Psychology Revision Textbook follows this approach.

Research Methods from the IB Guide

This screen shot of the online IB Psychology guide shows the list of “research methods” that you have to choose from.

Link to the topic!

A common weakness in research methods essays is they do not fully address the question by explaining the use of the method in relation to the approach or the topic in the question. A good way to check if the answer has applied the explanation to the topic is to read the explanation and see if it could also be true of any topic in IB Psychology. If it’s generic enough so it could be used across multiple topics, then the application needs to be clearer. Another even easier way to check is to see if the topic or approach is even mentioned at all in the explanation!

Explain studies, don’t just describe them!

Examiner’s reports always complain that “there’s too much description in essays”. This is actually the wrong complaint. A lot of description is great, but it needs to be matched with explanation . So the real critique should be “there’s not enough explanation in essays.”

So how do you go beyond describing so you’re explaining a study? The key is in the final 1-3 sentences after the results when you make it clear what the results show about the question, i.e. what conclusions are we drawing from those results?

In research methods essays, however, it’s a little different. Many students make the mistake of explaining what the results show about behaviour , whereas in research methods essays you need to explain how the study shows the use of the method . For example, if using a study that’s a true experiment you explain how the manipulation of the IV in a controlled environment enabled causal conclusions to be drawn, or why it was useful in a correlational study to show the strength of a relationship between the two variables in the study, etc.

Remember : In ThemEd’s three levels of learning, describing means to summarize individual things and explaining means to show how they’re related. In this type of essay, this means explaining how the procedures of a research method are applied in a particular topic (see the example essay for a demonstration of this being done).

Evaluate the method, not the studies

To show critical thinking in a research methods essay, it’s important you can explain strengths and limitations of the research method you are writing about. So when you’re evaluating the studies, it’s not a good idea to explain the limitations of the study (e.g. lacking generalizability) without focusing on how the methods are limited in some way.

For example, if I was writing about Loftus and Palmer’s car crash study to show the use of a true experiment to study cognitive processes, it would not be that relevant to the question to explain a limitation of the study based on the characteristics of the participants (e.g. they had limited driving experience) because this isn’t really linked to the true experimental method. A far better evaluative point to make is to explain that maybe these results in a controlled environment might not be reflective of what happens in real life, possibly due to the fact that in this scenario there were no consequences for a wrong answer and the level of emotion is much lower than when witnessing real crimes. These are better points to make because they are focused on a key aspect of the true experiment – the controlled environment.

When explaining limitations of correlational studies, don’t just say “correlational doesn’t mean causation” but actually provide examples. For example, how could the relationship work in both directions, or what are some other factors that might explain the relationship? For example, if I was critiquing the use of correlational studies to study personal relationships, I might say that correlational studies (e.g. Gottman and Levenson) that show a correlational between marital satisfaction and communication could be explained in either direction (what we call bidirectional ambiguity): it could be that poor communication is leading to decreased marital satisfaction (being unhappy in a marriage), or that being unhappy in the marriage is causing more poor communication.

Tip: Go beyond one sentence explanations of limitations like “ecological validity.” This post explains exactly how to explain limitations of ecological in detail.

Often a third variable can explain the connection between two variables in a correlational study, like in this example of crime and ice-cream. Explaining possible links like this is an excellent way of highlighting the limitations in correlational studies.

Study one method in depth

My advice to students is to prep true experiments and correlational studies, but for every topic they should choose one of these to prep in depth. This is because there is a good chance you might be asked to write an essay about just one method. For example, if the question was “Evaluate the use of one method to study emotion and cognition.” If you revised two or more methods for this topic, then that would have been a wasted effort. By preparing to write about one in-depth (and perhaps having a second with just one study as an example), you are best-prepared to write an excellent essay.

This post about why depth is better than breadth in IB Psychology might help clarify this point.

Tip: Use one method to critique the other. This is another reason why I like true experiments and correlational studies – their strengths and limitations can be used to evaluate one-anothers.

Discuss vs evaluate – what’s the difference?

There is none. While some teachers will argue that these command terms require different content, I argue (and can demonstrate) that this is simply not the case, especially when it comes to research methods. You can read more about this on this blog post.

One method or two?

A common question is “do quasi and true experiments count as one method or two?” The truth is no-one yet knows how the IB is going to mark this in the exams. It appears from the IB materials that they are considered two (see quote and image above). However, this is another reason why prepping correlational studies and true experiments is a good idea because they are clearly two separate methods.

Example Essay

You can read an example essay that (I hope) follows the advice given in this blog pots. This essay has been taken from the resources in the Quantitative Methods Teacher Support Pack. Even if you’re not teaching using our textbooks, this TSP would still be useful.

Note to students: This has been submitted to turnitin and will be known by your teachers, so it would be very unwise to try to submit this as your own work.

Example Questions

You might be asked about research methods in relation to any of the topics in the IB Psychology curriculum. For example, you might be asked to evaluate the use of one research method used in the study of the brain and behaviour. However, you would not be asked to discuss the method used to study neuroplasticity, since this is a sub-content point related to the broader topic. It’s possible that the question might be linked to the approach as well.

Remember that essay questions will be either discuss, evaluate, to what extent or contrast. It is unlikely that the “to what extent” command term will be used for a research methods essay (but not impossible) and it’s also unlikely that “contrast” will be used as well because it is more likely you’ll be asked to write about “one or more” methods. So here are some example essay questions:

Evaluate the use of one research method used to study cognitive processes.
Discuss how and why one research method is used to study cultural origins of behaviour.
Discuss the use of one or more research methods used to study genes and behaviour.
Evaluate the use of one or more research methods used in the biological approach to understanding human behaviour.
Evaluate the use of one or more research methods used to study etiologies of psychological disorders.
Discuss the use of one research method used to study personal relationships.

Check the IB Guide or your textbooks for a list of the topics in the course.

Good luck and I hope this post was helpful. Remember to check out our store to find the latest revision materials and resources.

Was this helpful? Feel free to leave questions and comments.

Travis Dixon is an IB Psychology teacher, author, workshop leader, examiner and IA moderator.

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essay - Student Encyclopedia (Ages 11 and up)

essay , an analytic , interpretative, or critical literary composition usually much shorter and less systematic and formal than a dissertation or thesis and usually dealing with its subject from a limited and often personal point of view.

Some early treatises—such as those of Cicero on the pleasantness of old age or on the art of “divination,” Seneca on anger or clemency , and Plutarch on the passing of oracles—presage to a certain degree the form and tone of the essay, but not until the late 16th century was the flexible and deliberately nonchalant and versatile form of the essay perfected by the French writer Michel de Montaigne . Choosing the name essai to emphasize that his compositions were attempts or endeavours, a groping toward the expression of his personal thoughts and experiences, Montaigne used the essay as a means of self-discovery. His Essais , published in their final form in 1588, are still considered among the finest of their kind. Later writers who most nearly recall the charm of Montaigne include, in England, Robert Burton , though his whimsicality is more erudite , Sir Thomas Browne , and Laurence Sterne , and in France, with more self-consciousness and pose, André Gide and Jean Cocteau .

At the beginning of the 17th century, social manners, the cultivation of politeness, and the training of an accomplished gentleman became the theme of many essayists. This theme was first exploited by the Italian Baldassare Castiglione in his Il libro del cortegiano (1528; The Book of the Courtier ). The influence of the essay and of genres allied to it, such as maxims, portraits, and sketches, proved second to none in molding the behavior of the cultured classes, first in Italy, then in France, and, through French influence, in most of Europe in the 17th century. Among those who pursued this theme was the 17th-century Spanish Jesuit Baltasar Gracián in his essays on the art of worldly wisdom.

Keener political awareness in the 18th century, the age of Enlightenment , made the essay an all-important vehicle for the criticism of society and religion. Because of its flexibility, its brevity , and its potential both for ambiguity and for allusions to current events and conditions, it was an ideal tool for philosophical reformers. The Federalist Papers in America and the tracts of the French Revolutionaries are among the countless examples of attempts during this period to improve the human condition through the essay.

The genre also became the favoured tool of traditionalists of the 18th and 19th centuries, such as Edmund Burke and Samuel Taylor Coleridge , who looked to the short, provocative essay as the most potent means of educating the masses. Essays such as Paul Elmer More’s long series of Shelburne Essays (published between 1904 and 1935), T.S. Eliot ’s After Strange Gods (1934) and Notes Towards the Definition of Culture (1948), and others that attempted to reinterpret and redefine culture , established the genre as the most fitting to express the genteel tradition at odds with the democracy of the new world.

Whereas in several countries the essay became the chosen vehicle of literary and social criticism, in other countries the genre became semipolitical, earnestly nationalistic, and often polemical, playful, or bitter. Essayists such as Robert Louis Stevenson and Willa Cather wrote with grace on several lighter subjects, and many writers—including Virginia Woolf , Edmund Wilson , and Charles du Bos —mastered the essay as a form of literary criticism .

What is the Essay Method for Performance Appraisals?

While some would label it as the “grandfather” of performance appraisal methods, the essay method is still a commonly used appraisal method in a variety of business models. The essay method, sometimes known as the “free-form method,” is a performance review system where a superior creates a written review of the employee’s performance.

These essays are meant to describe and record an employee’s strengths and weaknesses in job performance, identifying problem areas and creating a plan of action to remedy them. Whether the essay is written by the appraiser alone, or in collaboration with the appraisee, essays provide supervisors the opportunity to assess behaviors and performance with greater complexity and attention to detail.

There are many reasons that the essay method--which was one of the first methods used to evaluate performance--is still effective today.

One of the most noteworthy aspects of essay appraisals is their free-form approach to performance reviews. Whereas some employers can feel limited by rigid performance appraisal criteria, the essay method takes a far less structured stance than typical rating scale methods. In so doing, the appraiser is able to examine any relevant issue or attribute of performance that is pertinent to an employee’s job description or overall company growth.

The essay method assumes that not all employee traits and behaviors can be neatly analyzed, dissected, and rated--instead, it allows appraisers to place varied degrees of emphasis on certain qualities, issues, or attributes that are appropriate. Rather than being locked into a fixed system, this open-ended method gives supervisors the freedom of expression and critical thought. For appraisers, there exist special services such as StudyCrumb , which help in writing accurate essays.

When preparing an essay, a supervisor may consider any of the following factors of an employee as they relate to the company and employee relationship: potential and job knowledge, understanding of the company’s policies, relationships with peers and supervisors, planning and organization, and general attitudes and perceptions. This thorough, non-quantitative assessment provides a good deal more information about an employee than most other performance appraisal techniques.

However, as with all performance appraisal methods, there are a few limitations that the essay method suffers from that are worth examining.

One of the major drawbacks of the essay method is its highly subjective nature--they are often subject to bias, and it can be difficult to separate the assessment of the employee from the bias of the evaluator. While the essay can provide a good deal of information about the employee, it tends to tell more about the evaluator than the one being evaluated.

Another element that essays leave out (that other appraisal methods rely heavily on) is comparative results. Instead of utilizing standardized, numeric questions, these appraisals rely only on open-ended questions. While the essay method gives managers the ability to provide detailed and circumstantial information on a specific employee’s performance, it removes the component of comparing performance with other employees. This often makes it difficult for HR to distinguish top performers.

Overall, the appraisal method’s greatest advantage--the freedom of expression for the evaluator--can also serve as its greatest handicap. Even the actual writing of the reviews can upset or distort the process of employee appraisals, as the introduction of inconsistent, unorganized, or poor writing styles can distort and upset the review process. An employee may be unfairly helped or harmed by an evaluator’s writing ability. An evaluator can also find themselves lacking sufficient time to prepare the essay, and can write an essay hurriedly without accurately assessing an employee’s performance.

What is the essay method best used for?

Appraisal by essay is generally most effective in performance reviews for employees with atypical job descriptions or non-numerical goals. While other appraisals work well in analyzing performance for jobs that are subject to goals based on numbers, essays offer a more subjective analysis of performance for employees with managerial or customer service positions.

When analyzing production, the essay method is most effective in combination with another appraisal method. Using a graphic rating scale along with essay appraisals allows one method to focus solely on numbers, while the essay portion can be used to analyze other performance goals.

Doing essay appraisals right

Here are 3 things to strive for in order to set your company up for success in essay performance appraisals:

Consistency.

Keeping a standard for style and length of essay appraisals can make the biggest difference in ensuring that your reviews are effective. Essays that are unstructured and unnecessarily complex can be detrimental to an employee’s rating, as well as using unspecific, flowery language that is not relevant to the employee’s performance. In order to remain efficient and effective, today’s evaluators should focus on making appraisal essays short and specific, ensuring that the entire review reflects the performance of the employee.

The appraiser should also ensure that they are making sufficient time in their schedule to prepare the essay. A busy evaluator may compromise an employee’s performance rating by writing a hurried essay, or running out of time to thoroughly assess employee performance. It’s important for all participants of essay appraisals to take enough time to write a consistent, accurate, and succinct review in order to set employees up for success.

2. Proficiency.

If you’ve chosen to use essay appraisals in your organization, it’s important to ensure that your appraisers possess the ability to write well. Even if an essay contains detailed, circumstantial information, it becomes difficult to extract valuable data from a poorly written essay. To ensure that nothing stands between an HR professional’s ability to assess an employee’s performance, evaluators should be trained as well-equipped writers.

Giving writing assistant tools or tips to supervisors can make all the difference in the accuracy and efficiency of an employee’s performance review.

2. Objectivity.

Subjectivity is both a strength and a weakness in essay appraisals. Not only are essays themselves often biased, but the misinterpretation of essays can even further distance the main evaluator from an accurate portrayal of an employee’s performance. Including objective standards in a performance review results in a more balanced and productive review process, and helps to eliminate the forming of incorrect conclusions about an employee’s behavior and performance.

Organizations often implement this goal by pairing essay appraisals with another appraisal method, such as graphic scale ratings, to draw more accurate conclusions and performance data. In so doing, evaluators can utilize all of the free expression and open-ended characteristics of an essay appraisal, while still maintaining accurate, easily translated results that are effective for the overall organization.

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UPSC Essays Simplified: How to write an introduction? – the fourth step

Introductions in essays are the first impression you will make on the examiner. but how to write an 'impressive' introduction in a good essay our expert has some tips. don't miss the essay exercise towards the end of the article..

UPSC Mains 2024 season has begun. One of the most popular questions in the aspirants’ minds for the mains preparation is: How to write essays for UPSC Civil Services Exams? We have an answer for you in the form of our new series.

In UPSC Essentials’ special series UPSC Essays Simplified , we take you through various steps of writing a good essay. While there is no set formula or fixed criteria prescribed, Manas Srivastava talks to Ravi Kapoor , our expert, in this new series who guides the aspirants with a simplified framework on how to write a good essay. Don’t miss ‘The Essay Exercise’ towards the end of the article.

Ravi Kapoor focuses on the following steps of pre-writing and writing stages which will help aspirants to write a ‘good essay’.

	(Previous article: )
	(Previous article: )
	(Previous article: )

Today, we will focus on Step 4, the first stage of writing stage for UPSC Essays.

About our Expert: Ravi Kapoor IRS (R) , has now ditched his coveted rank of deputy commissioner and has offered free quality mentorship to UPSC aspirants, drawing upon his ten years of experience to create customised and productive curriculum. Through a free mentorship programme, he integrates tailored educational materials, psychological principles, visual learning techniques, and a strong emphasis on mental well-being into his teaching skills granting aspirants a chance to learn from his expertise.

Why is a ‘good’ introduction very crucial for a ‘good’ UPSC Essay?

Ravi Kapoor: Introductions are the first impression you will make on the examiner. First impressions are not only the last impression but inform how we form judgments about the source of the object .

This is true for your essays as well. The introduction is the initial portion of your answer or an essay consisting of the first few sentences which the examiner will read before judging your answers.

Introduction sets expectations for the rest of the essay . Often, these expectations are maintained over time. So, your introduction is the opportunity to convince the examiner that your essays are superior – an expectation which the examiner will carry throughout the time your answer sheets are being judged.

How to write a good introduction for UPSC Essays?

To answer this question, let’s rephrase it:

What not to do while writing introductions?

1. Do not mention the conclusions of your essay in the introduction itself .

It is a fatal mistake to declare your conclusion at the beginning of your essay-answer. It shows a lack of foresight and does not make the reader want to read further. Moreover, you may realize while writing that you do not completely agree with your initial thoughts about the topic. It will be impossible to change the entire essay at a later stage since this is a timed paper-and-pen test.

2. Do not take a final stand about the topic at the beginning of the Essay

It follows from the point above that your opinion about the topic should be reserved for later in the Essay. Don’t simply agree with the Essay topic or disagree with it in the introduction. Take the reader through all the arguments and examples which lead to your conclusion. Declaring a one-sided opinion at the beginning of the essay will force you into a corner later.

What is an ‘impressive’ introduction for UPSC Essays?

A ‘good’ or an ‘impressive’ introduction must:

1. get to the heart of the issue in the Question. This means that you should avoid being indirect and Introduce the core issue of the question in clear language in the introduction itself. Tell the examiner that you have understood the core of the issue and will use the main body of the Essay to analyze the issue logically.

2. engage the reader without being ambiguous. This means that the introduction should arouse the interest of the examiner , but this does not mean creating suspense or mystery . Remember that the essay-answers should be logical, clear, and concise.

3. summaries the main approach of the Essay. Your main approach can be analytical or expressive. In the UPSC exam, your essays should always be analytical. The approach also means giving the examiner a sense of the structure of your answer.

4. tell the examiner what to expect if they read further. Your introduction should give glimpses into the main arguments . Tell the examiner that you have examined the pros and cons of the Essay topic and have arrived at a perfect understanding of the issues involved.

What may be the various types of introductions that can help in a good start of an UPSC essay?

1. With a hook: A hook is an unusual start which grabs the attention of the reader. For UPSC type essays, hooks can be an anecdote, quote, poem or anything creative which gets to the heart of the debate you are trying to address.

However, effective hooks are rare, and are NOT recommended for beginners and should only be used by experienced writers who can pull them off. Remember that the UPSC is a competitive exam and not a test of creative writing.

2. Without a hook: A simple but effective introduction that sets the tone for the rest of the essay. It defines the core concepts (see previous articles on deconstruction of core concepts) and creates a solid structure for the upcoming arguments ( see previous article on creating a good structure and flow )

How to form impactful and impressive introductions?

Having brainstormed 12-15 keywords about the core concepts in an essay ( see previous article on brainstorming and ideation of core concepts), we can now use the 4Q2 technique to produce an impactful introductions for your answer-essays.

Consider the essay topic:

Can capitalism bring inclusive growth

Following the 4Q2 method, I answered the 4 questions in one or two lines and made sure to use the keywords from the ‘Structure and Brainstorming’ articles.

Here is a snapshot of structured brainstorming using the 12 QC on the given essay topic. The images represent the images which came to my mind when I asked the 12 questions.

Keeping these words in front of me, I tried to answer the 4Q2 questions and produced the following sentences.


1. What do you understand by ‘	Capitalism is an economic system which allows for private ownership and profit-making.	1. What do you understand by and their importance
2. What do you understand by ‘	Inclusive growth is multi-dimensional growth which includes different sections of society, all genders, and the environment.	2. What do you understand by ‘
3. What is the relationship between Capitalism and Inclusive Growth, as mentioned in the question?	At first, it seems like the relationship between Capitalism and Inclusive growth is an incompatible one and they do not usually co-exist. However, it is a rich interplay of many factors which make this relationship complex.	3. What is the relationship between the 2 core concepts as mentioned in the essay topic?
4. Why is the relationship between Capitalism and Inclusive Growth important?	A harmonious relationship between Capitalism and Inclusive growth is of vital importance to the future of human society and the Environment.	4.Why is the relationship between the core concepts important?

Finally, after combining all the 4 answers in a sequence, we can obtain the following introduction:

Capitalism is an economic system which allows for private ownership and profit-making. Inclusive growth is multi-dimensional growth which includes different sections of society, all genders, and the environment. At first, it seems like the relationship between Capitalism and Inclusive growth is an incompatible one. However, it is a rich interplay of many factors which make this relationship complex. Nevertheless, a harmonious relationship between Capitalism and Inclusive growth is of vital importance to the future of human society and the Environment.

The Essay Exercise

Try the above method for the topic ‘ Forests are the best-case studies for economic excellence’. (Approximately 150 words)

How is the 4Q2 method useful in introductions?

1. I simply reused the keywords from the brainstorming sessions and did not need to produce any new ideas.

2. The introduction is packed with a lot of meaning . It directly defines the two main terms in the Essay topic and goes to the core of the issue which is- Can Capitalism and inclusive growth co-exist?

3. The introduction mentions the relationship and speaks of the importance of the wider context .

4. The introduction consists of about 80 words which is a good proportion to allocate for introduction for a 1000-word Essay.

5. I did not need to use a fancy hook or quote in the introduction.

6. This means that you don’t really need a lot of specialized knowledge to write a good essay.

The advantage of this method is that you do not need to generate many new ideas for a question topic because most of the clues are already there in the 12-15 keywords which you have produced during structured brainstorming.

Notably, the 4Q2 is of the Mains exam including Ethics, Essay, and General Studies. Regardless of where it is applied, the 4Q2 method will yield effective and powerful introductions to all your answer-essays.

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Manas Srivastava is currently working as deputy copy editor at The Indian Express and writes for UPSC and other competitive exams related projects.

Manas Srivastava is currently working as Deputy Copy Editor with The Indian Express (digital) and majorly writes for UPSC-related projects leading a unique initiative known as UPSC Essentials. In the past, Manas has represented India at the G-20 Youth Summit in Mexico. He is a former member of the Youth Council, GOI. A two-time topper/gold medallist in History (both in graduation and post-graduation) from Delhi University, he has mentored and taught UPSC aspirants for more than four years. His diverse role in The Indian Express consists of writing, editing, anchoring/ hosting, interviewing experts, and curating and simplifying news for the benefit of students. He hosts the YouTube talk show called ‘Art and Culture with Devdutt Pattanaik’ and a LIVE series on Instagram and YouTube called ‘You Ask We Answer’.His talks on ‘How to read a newspaper’ focus on newspaper reading as an essential habit for students. His articles and videos aim at finding solutions to the general queries of students and hence he believes in being students' editor, preparing them not just for any exam but helping them to become informed citizens. This is where he makes his teaching profession meet journalism. He is also currently working on a monthly magazine for UPSC Aspirants. He is a recipient of the Dip Chand Memorial Award, the Lala Ram Mohan Prize and Prof. Papiya Ghosh Memorial Prize for academic excellence. He was also awarded the University’s Post-Graduate Scholarship for pursuing M.A. in History where he chose to specialise in Ancient India due to his keen interest in Archaeology. He has also successfully completed a Certificate course on Women’s Studies by the Women’s Studies Development Centre, DU. As a part of N.S.S in the past, Manas has worked with national and international organisations and has shown keen interest and active participation in Social Service. He has led and been a part of projects involving areas such as gender sensitisation, persons with disability, helping slum dwellers, environment, adopting our heritage programme. He has also presented a case study on ‘Psychological stress among students’ at ICSQCC- Sri Lanka. As a compere for seminars and other events he likes to keep his orating hobby alive. His interests also lie in International Relations, Governance, Social issues, Essays and poetry. ... Read More

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Computer Science > Computer Vision and Pattern Recognition

Title: deep learning-based depth estimation methods from monocular image and videos: a comprehensive survey.

Abstract: Estimating depth from single RGB images and videos is of widespread interest due to its applications in many areas, including autonomous driving, 3D reconstruction, digital entertainment, and robotics. More than 500 deep learning-based papers have been published in the past 10 years, which indicates the growing interest in the task. This paper presents a comprehensive survey of the existing deep learning-based methods, the challenges they address, and how they have evolved in their architecture and supervision methods. It provides a taxonomy for classifying the current work based on their input and output modalities, network architectures, and learning methods. It also discusses the major milestones in the history of monocular depth estimation, and different pipelines, datasets, and evaluation metrics used in existing methods.

Comments:	46 pages, 10 figures, The paper has been accepted for publication in ACM Computing Surveys 2024
Subjects:	Computer Vision and Pattern Recognition (cs.CV)
classes:	I.2.10; I.4; I.5.1; I.4.8
Cite as:	[cs.CV]
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More From Forbes

ChatGPT Forces Universities To Adapt Or Retreat

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The University of Reading in the UK has revealed that ChatGPT can not only pass university exams but also outperform human students. This discovery is forcing institutions worldwide into an immediate dilemma. Do they fall back on traditional exams and risk irrelevance, or adapt?

The study paints a stark picture of AI's capabilities. Researchers created 33 fake student profiles and used ChatGPT to answer exam questions for first, second and third-year psychology modules.

The results were astonishing:

94% of AI-generated submissions went undetected by markers
AI consistently achieved higher grades than human students
Only in third-year exams requiring more abstract reasoning did human students outperform the AI

These findings raise significant concerns about the potential for students using AI to undermine academic integrity. The implications are far-reaching, challenging the foundations of how many university courses evaluate student learning.

Adapt Or Retreat?

Some institutions are taking action to mitigate the perceived threat. The University of Glasgow is transitioning from open-book online exams back to in-person exams that are invigilated, for third and fourth-year Life Science students. The university's aim is to assure students, accreditation bodies and future employers that the grades awarded are a true reflection of students' knowledge and abilities.

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While this approach may safeguard against immediate concerns, it raises questions about whether reverting to traditional methods prepares students for a world where AI is increasingly ubiquitous.

Reimagining Assessment

Many educators see this moment as an opportunity for transformative change. They argue that instead of retreating to outdated methods, universities should embrace this challenge as a catalyst for innovation in assessment practices. I asked educators on LinkedIn what they thought of the study.

Dr. Jennifer Chang Wathall, a part-time instructor at the University of Hong Kong, advocates for a complete overhaul of assessment practices. "We need to focus on the process of learning and growth over a period of time; celebrating the strengths and talents of every individual," she argues. "Assessment needs to be reframed as collecting evidence of student learning—a continuous process and measured against a set of qualitative criteria."

This perspective shifts the focus from single high-stakes exams to a more holistic evaluation of a student's learning journey. It acknowledges that in an AI-augmented world, the ability to apply knowledge creatively and adapt to new challenges may be more valuable than the mere retention of information.

Jason Gulya, professor of English at Berkeley College in New York, echoes this sentiment. He sees the rise of AI as a wake-up call for educators. "The answer is not going to be more exams or 'AI-Proof Exams'. The answer is going to be more authentic assessment that prioritizes practicing relevant skills, creativity and critical thinking."

Innovative Approaches

As universities grapple with these challenges, educators are proposing and experimenting with new forms of assessment that are less susceptible to AI manipulation and more aligned with real-world skills. Tim Mousel, a kinesiology professor at Lone Star College in Texas, suggests a range of alternatives to traditional essays:

"Some of the following approaches could replace a written essay: project-based assessments, problem-solving scenarios, oral presentations or debates, collaborative group projects, reflective journals or portfolios, experiential learning assignments, peer teaching or tutoring, creation of original content, interactive simulations or role-playing, and open-ended research projects."

These methods not only make it more difficult for AI to replicate human performance but also foster skills such as critical thinking, creativity, collaboration and communication - abilities that are highly valued in the workplace and less easily replicated by AI.

The Human Element

Despite the challenges posed by AI, many educators see cause for optimism. They argue that the rise of AI in education could actually enhance the value of uniquely human skills and perspectives.

Trey Conatser, director of CELT at the University of Kentucky, offers a nuanced perspective on the role of writing in education: "Findings like these can feel threatening, but they're a provocation to reflect on how writing functions as a way of assessing learning as well as the act of learning itself. We don't have students write to show us what they've already learned, but we have them write so that they can learn through a scaffolded process with meaningful feedback."

This view underscores the importance of the learning process itself, not just the end product. It suggests that even as AI becomes more sophisticated, the journey of learning—with its moments of struggle, breakthrough and growth—remains a uniquely human experience that cannot be replicated by machines.

The Road Ahead

The future of learning isn't about humans versus AI. It's humans working alongside AI to push the boundaries of knowledge and creativity. Universities that adapt their assessment methods to this new reality will be the ones shaping tomorrow's leaders.

The challenge for higher education institutions is to create assessment methods that prepare students for a world where AI is an integral part of professional and personal life. This may involve teaching students how to effectively and ethically use AI tools, while also honing the critical thinking and creative skills that remain uniquely human.

As the dust settles on this latest research, the future that is created needs to look very different from today. The race is on to define what that future will be. The stakes for students, educators and society as a whole could not be higher.

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Comics & Cartoon History: New Archives, Methods, and Discoveries

https://cxc-symposium.org

In conjunction with the 10th annual Cartoon Crossroads Columbus (CXC) festival, we will be hosting a scholarly symposium dedicated to comics history. As in our past symposia, we invite proposals from all who are working in the field, including university-employed scholars, independent scholars, and cartoonist-scholars.

The symposium will be held on the Ohio State University campus on Thursday September 26th and Friday September 27th. We are looking for papers that discuss new and innovative work in comics history, papers that raise new questions, correct errors in the received history, find comics history in unlikely archives, tell the history of understudied aspects of the medium, or explore new research methods. In general, we are hoping to pull together a conversation of folks obsessed with the history of the medium—a history with so much yet to be explored—so we can all learn more about the rich history of this medium we love. Since comics is of course a global medium with a complex global history, we welcome talks on the history of comics from anywhere cartoonists have worked. We also welcome talks that seek to push the boundaries of what “counts” as comics, recognizing that many of the formal definitions central to the academic study of comics are historically and culturally contingent. For this reason, we explicitly include cartoons and cartooning in our call, to open the door to the widest possible historical and formal range of topics.

Please send ~250 word abstracts along with a 2-3 page CV or biographical statement to [email protected] by July 15, 2024. The organizing committee will review proposals and distribute acceptances within ten days of the deadline.

CXC 2024 will be September 25 - 29. More information about the Cartoon Crossroads Columbus festival can be found at http://www.cartooncrossroadscolumbus.com .

The CXC Scholarly Symposium is sponsored by Popular Culture Studies @OSU and by the Billy Ireland Cartoon Library & Museum

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Journal of Materials Chemistry B

Thermosensitive curcumin/silver/montmorillonite-f127 hydrogels with synergistic photodynamic/photothermal/silver ions antibacterial activity †.

* Corresponding authors

a Research Group for Advanced Materials & Sustainable Catalysis (AMSC), State Key Laboratory Breeding Base of Green Chemistry-Synthesis Technology, College of Chemical Engineering, Zhejiang University of Technology, Hangzhou 310032, China E-mail: [email protected]

b Anhui International Exchange and Cooperation Base, Qing Yang Institute for Industrial Minerals, You Hua, Qing Yang, Chi Zhou 242804, China

c Key Laboratory of High Efficient Processing of Bamboo of Zhejiang Province, China National Bamboo Research Center, Hangzhou 310012, China

Bacterial infections and the emergence of super-resistant bacteria pose a significant risk to human health. Effective sterilization to prevent the development of bacterial drug resistance remains a challenge. Herein, curcumin/silver/montmorillonite (Cur/Ag/Mt) was prepared through a green chemical reduction method with montmorillonite as the carrier, curcumin as the reducing agent and the capping agent, and citric acid as the structure guide agent. Then, a novel dual light-responsive and thermosensitive Pluronic F127-based hydrogel (CAM-F) was prepared by encapsulating Cur/Ag/Mt within the F127 hydrogel. The Cur/Ag/Mt showed strong absorption in the near-infrared region that efficiently converts light into heat for photothermal therapy when the molar ratio of curcumin to silver nitrate was 2 : 1. Specifically, triangular silver nanoparticles reduced by curcumin were immobilized on the Mt layers, which could enhance photodynamic therapy by the metal-enhanced singlet oxygen and metal-enhanced fluorescence mechanisms. Upon combining 405 nm and 808 nm laser irradiation, the CAM-F hydrogel could simultaneously generate reactive oxygen species, increase the local temperature, and sustain the release of Ag + , thus displaying excellent bactericidal performance against Gram-negative and Gram-positive bacteria. The antibacterial rates of CAM-F hydrogels were 99.26 ± 0.95% and 99.95 ± 0.98% for Escherichia coli and Staphylococcus aureus , respectively. The findings suggest the potential of the CAM-F hydrogel as a stable, biologically safe, and broad-spectrum antimicrobial material. The thermosensitive CAM-F hydrogels for synergetic phototherapy may provide a promising strategy for solving clinical problems caused by pathogenic infections.

Graphical abstract: Thermosensitive curcumin/silver/montmorillonite-F127 hydrogels with synergistic photodynamic/photothermal/silver ions antibacterial activity

This article is part of the themed collection: Journal of Materials Chemistry B HOT Papers

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Thermosensitive curcumin/silver/montmorillonite-F127 hydrogels with synergistic photodynamic/photothermal/silver ions antibacterial activity

J. H. Liu, X. L. Chen, H. M. Yang, Y. R. Yin, A. Kurniawan and C. H. Zhou, J. Mater. Chem. B , 2024, Advance Article , DOI: 10.1039/D4TB00431K

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Methodology

Research Methods | Definitions, Types, Examples

Research methods are specific procedures for collecting and analyzing data. Developing your research methods is an integral part of your research design . When planning your methods, there are two key decisions you will make.

First, decide how you will collect data . Your methods depend on what type of data you need to answer your research question :

Qualitative vs. quantitative : Will your data take the form of words or numbers?
Primary vs. secondary : Will you collect original data yourself, or will you use data that has already been collected by someone else?
Descriptive vs. experimental : Will you take measurements of something as it is, or will you perform an experiment?

Second, decide how you will analyze the data .

For quantitative data, you can use statistical analysis methods to test relationships between variables.
For qualitative data, you can use methods such as thematic analysis to interpret patterns and meanings in the data.

Methods for collecting data, examples of data collection methods, methods for analyzing data, examples of data analysis methods, other interesting articles, frequently asked questions about research methods.

Data is the information that you collect for the purposes of answering your research question . The type of data you need depends on the aims of your research.

Qualitative vs. quantitative data

Your choice of qualitative or quantitative data collection depends on the type of knowledge you want to develop.

For questions about ideas, experiences and meanings, or to study something that can’t be described numerically, collect qualitative data .

If you want to develop a more mechanistic understanding of a topic, or your research involves hypothesis testing , collect quantitative data .


Qualitative		to broader populations. .
Quantitative		.

You can also take a mixed methods approach , where you use both qualitative and quantitative research methods.

Primary vs. secondary research

Primary research is any original data that you collect yourself for the purposes of answering your research question (e.g. through surveys , observations and experiments ). Secondary research is data that has already been collected by other researchers (e.g. in a government census or previous scientific studies).

If you are exploring a novel research question, you’ll probably need to collect primary data . But if you want to synthesize existing knowledge, analyze historical trends, or identify patterns on a large scale, secondary data might be a better choice.


Primary	.	methods.
Secondary

Descriptive vs. experimental data

In descriptive research , you collect data about your study subject without intervening. The validity of your research will depend on your sampling method .

In experimental research , you systematically intervene in a process and measure the outcome. The validity of your research will depend on your experimental design .

To conduct an experiment, you need to be able to vary your independent variable , precisely measure your dependent variable, and control for confounding variables . If it’s practically and ethically possible, this method is the best choice for answering questions about cause and effect.


Descriptive		. .
Experimental

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Research methods for collecting data
Research method	Primary or secondary?	Qualitative or quantitative?	When to use
	Primary	Quantitative	To test cause-and-effect relationships.
	Primary	Quantitative	To understand general characteristics of a population.
Interview/focus group	Primary	Qualitative	To gain more in-depth understanding of a topic.
Observation	Primary	Either	To understand how something occurs in its natural setting.
	Secondary	Either	To situate your research in an existing body of work, or to evaluate trends within a research topic.
	Either	Either	To gain an in-depth understanding of a specific group or context, or when you don’t have the resources for a large study.

Your data analysis methods will depend on the type of data you collect and how you prepare it for analysis.

Data can often be analyzed both quantitatively and qualitatively. For example, survey responses could be analyzed qualitatively by studying the meanings of responses or quantitatively by studying the frequencies of responses.

Qualitative analysis methods

Qualitative analysis is used to understand words, ideas, and experiences. You can use it to interpret data that was collected:

From open-ended surveys and interviews , literature reviews , case studies , ethnographies , and other sources that use text rather than numbers.
Using non-probability sampling methods .

Qualitative analysis tends to be quite flexible and relies on the researcher’s judgement, so you have to reflect carefully on your choices and assumptions and be careful to avoid research bias .

Quantitative analysis methods

Quantitative analysis uses numbers and statistics to understand frequencies, averages and correlations (in descriptive studies) or cause-and-effect relationships (in experiments).

You can use quantitative analysis to interpret data that was collected either:

During an experiment .
Using probability sampling methods .

Because the data is collected and analyzed in a statistically valid way, the results of quantitative analysis can be easily standardized and shared among researchers.

Research methods for analyzing data
Research method	Qualitative or quantitative?	When to use
	Quantitative	To analyze data collected in a statistically valid manner (e.g. from experiments, surveys, and observations).
Meta-analysis	Quantitative	To statistically analyze the results of a large collection of studies. Can only be applied to studies that collected data in a statistically valid manner.
	Qualitative	To analyze data collected from interviews, , or textual sources. To understand general themes in the data and how they are communicated.
	Either	To analyze large volumes of textual or visual data collected from surveys, literature reviews, or other sources. Can be quantitative (i.e. frequencies of words) or qualitative (i.e. meanings of words).

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If you want to know more about statistics , methodology , or research bias , make sure to check out some of our other articles with explanations and examples.

Chi square test of independence
Statistical power
Descriptive statistics
Degrees of freedom
Pearson correlation
Null hypothesis
Double-blind study
Case-control study
Research ethics
Data collection
Hypothesis testing
Structured interviews

Research bias

Hawthorne effect
Unconscious bias
Recall bias
Halo effect
Self-serving bias
Information bias

Quantitative research deals with numbers and statistics, while qualitative research deals with words and meanings.

Quantitative methods allow you to systematically measure variables and test hypotheses . Qualitative methods allow you to explore concepts and experiences in more detail.

In mixed methods research , you use both qualitative and quantitative data collection and analysis methods to answer your research question .

A sample is a subset of individuals from a larger population . Sampling means selecting the group that you will actually collect data from in your research. For example, if you are researching the opinions of students in your university, you could survey a sample of 100 students.

In statistics, sampling allows you to test a hypothesis about the characteristics of a population.

The research methods you use depend on the type of data you need to answer your research question .

If you want to measure something or test a hypothesis , use quantitative methods . If you want to explore ideas, thoughts and meanings, use qualitative methods .
If you want to analyze a large amount of readily-available data, use secondary data. If you want data specific to your purposes with control over how it is generated, collect primary data.
If you want to establish cause-and-effect relationships between variables , use experimental methods. If you want to understand the characteristics of a research subject, use descriptive methods.

Methodology refers to the overarching strategy and rationale of your research project . It involves studying the methods used in your field and the theories or principles behind them, in order to develop an approach that matches your objectives.

Methods are the specific tools and procedures you use to collect and analyze data (for example, experiments, surveys , and statistical tests ).

In shorter scientific papers, where the aim is to report the findings of a specific study, you might simply describe what you did in a methods section .

In a longer or more complex research project, such as a thesis or dissertation , you will probably include a methodology section , where you explain your approach to answering the research questions and cite relevant sources to support your choice of methods.

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To write your methods section in APA format, describe your participants, materials, study design, and procedures. Keep this section succinct, and always write in the past tense. The main heading of this section should be labeled "Method" and it should be centered, bolded, and capitalized. Each subheading within this section should be bolded ...
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The PEEL paragraph method is a technique used in writing to help structure paragraphs in a way that presents a single clear and focused argument, which links back to the essay topic or thesis statement. It's good practice to dedicate each paragraph to one aspect of your argument, and the PEEL structure simplifies this for you.
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Essay Structuring Patterns 1. Alternating method: Point-by-point pattern In the alternating method, you find related points common to your central subjects A and B, and alternate between A and B on the basis of these points (ABABAB …). For instance, a comparative essay on the French and Russian revolutions might examine how both
Exam Tips: How to write a research methods essay
So here are some example essay questions: Paper One. Evaluate the use of one research method used to study cognitive processes. Discuss how and why one research method is used to study cultural origins of behaviour. Discuss the use of one or more research methods used to study genes and behaviour.
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Essay writing process. The writing process of preparation, writing, and revisions applies to every essay or paper, but the time and effort spent on each stage depends on the type of essay.. For example, if you've been assigned a five-paragraph expository essay for a high school class, you'll probably spend the most time on the writing stage; for a college-level argumentative essay, on the ...
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It follows from the point above that your opinion about the topic should be reserved for later in the Essay.Don't simply agree with the Essay topic or disagree with it in the introduction. Take the reader through all the arguments and examples which lead to your conclusion.Declaring a one-sided opinion at the beginning of the essay will force you into a corner later.
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Methods in Ecology and Evolution is an open access journal publishing papers across a wide range of subdisciplines, disseminating new methods in ecology and evolution. This month's cover image shows the HawkEar, a bird-borne visual and acoustic platform for eavesdropping the behavior of mobile animals.
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We are looking for papers that discuss new and innovative work in comics history, papers that raise new questions, correct errors in the received history, find comics history in unlikely archives, tell the history of understudied aspects of the medium, or explore new research methods. In general, we are hoping to pull together a conversation of ...
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Thermosensitive curcumin/silver/montmorillonite-F127 hydrogels with
Bacterial infections and the emergence of super-resistant bacteria pose a significant risk to human health. Effective sterilization to prevent the development of bacterial drug resistance remains a challenge.
Research Methods
Methods are the specific tools and procedures you use to collect and analyze data (for example, experiments, surveys, and statistical tests). In shorter scientific papers, where the aim is to report the findings of a specific study, you might simply describe what you did in a methods section .

How to Write a Methods Section for a Psychology Paper

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How to Write an Essay in 8 Simple Steps (Examples Included)

Checklist: Dissertation Proposal

Examples: Edited Papers

1. Pick an appropriate research topic

2. Form an appropriate thesis statement

3. Create an essay outline

4. Write a comprehensive introduction

A. Construct an attractive hook

B. Provide relevant background information

C. Edit the thesis statement

5. Form relevant body paragraphs

A. Construct appropriate topic sentences

B. Provide supporting information

C. Analyze the supporting information

D. Create a smooth transition

6. Construct an impactful conclusion

A. Restate the thesis statement

B. Summarize important points

C. State the greater implications

7. Review your essay

8. Thoroughly proofread your essay

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The Block Method on Writing an Essay

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How To Write An Essay: Beginner Tips And Tricks

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