apa research paper results section example

Formatting Guides

APA Results Section: Full Guide + Tips + Example

Speech Topics
Basics of Essay Writing
Essay Topics
Other Essays
Main Academic Essays
Research Paper Topics
Basics of Research Paper Writing
Miscellaneous
Chicago/ Turabian
Data & Statistics
Methodology
Admission Writing Tips
Admission Advice
Other Guides
Student Life
Studying Tips
Understanding Plagiarism
Academic Writing Tips
Basics of Dissertation & Thesis Writing

Essay Guides
Research Paper Guides
Basics of Research Process
Admission Guides
Dissertation & Thesis Guides

Table of contents

Use our free Readability checker

The APA results section is a part of a research paper where the findings and statistical analyses are presented. You should briefly summarize the research outcomes stivking to specific APA style guidelines.

By now you probably have conducted your research and all that’s left is to share your findings in APA Results section. American Psychological Association has established multiple rules for designing your research outcomes. Chances are that you have numerous questions regarding this part of a paper, but only a limited time to find any sound answers. That’s why we have prepared this quick guide. Keep reading and find out what goes in the Result section and how to properly format it in APA writing style .

APA Results Section: Basics

APA Results section is a part of a research paper where scientists share their findings. After all, it is impossible to tell otherwise about the work’s significance. There is no need to elaborate on your research topic. Rather it just focuses on statistics and numerical data. APA Results section should provide data that answers your research question. Here’s what you should include in this part of a paper:

Number of participants
Descriptive statistical data
Inferential statistical data
Missing details
Side effects
Written reports.

You should maintain a consistent structure and offer an easy-to-follow flow of ideas. It’s usually written using the past tense. You must present the outcomes of a study that has already been finished.

How to Write Results Section: APA

When designing an APA format Results section, you should work out each block step by step. Let us walk you through each stage of the writing process:

Preliminary discussion
Analysis of obtained data
Presenting your research findings.

Note that these details should only be summarized. Keep interpretations for your Discussion section.

Preliminary Discussion in Your APA Results Section

APA Results section of a research paper should start with a brief reminder. Briefly restate your main goal and hypotheses that you wanted to test. (We have the whole blog on how to write a hypothesis .) Then, you should mention a number of participants, excluded data (if there is any) and adverse effects. Report how many people participated in your research. A number of participants may vary depending on each stage of your study. This being said, you should explain the reasons for attrition to ensure internal validity. Your research depends much on how complete your data is. But sometimes, you might lack some necessary equipment or have things going the way you don’t expect. That’s why you should inform your readers about any missing data and reasons behind this. If it’s a clinical research, you should also report any side effects that have happened. Pay extra attention to reporting style, as you must convince readers that your research was conducted according to set conditions. Without this, it won’t be possible to achieve a desired result. Wonder how to cite a report APA ? We have a special blog that contains all rules with every detail.

APA Results Section: Summarize Your Data Analysis

Writing the APA results section relies on preparing an explanation of your outcomes. Dry statistics isn’t your best option. Instead, you should make a descriptive analysis of data that you have collected. Introduce descriptive statistics for each type of analysis – preliminary, secondary and subgroup one. Make sure you properly report descriptive statistics in your APA Results section. The means of reporting may vary depending on the nature of your data and conditions.

Means of reporting data

Besides, you should also include such elements:

Sample sizes
Measures of central tendency
Measures of variability (for point estimate).

Provide verified information from trusted sources. Losing your readers’ trust is easy. APA recommends using citations in cases when rare statistics is integrated. However, you shouldn’t bother citing common knowledge.

Presenting Outcomes in Your APA Results Section

To introduce outcomes in your APA results section, report hypothesis tests. Then, mention if it was confirmed by presenting numbers. Make sure you specify such information:

Test statistic
Degree of freedom
Your p -value
Magnitude and direction.

Readers don’t have to guess what details you have omitted and should be able to draw conclusions based on real data. Besides, you should estimate effect sizes and provide information on confidence intervals. There is one good way to organize your statistical results – moving from the most important to the least important. First, you should focus on the primary questions and then address secondary research questions until you cover subgroups. Follow this structure and provide information in stages. Your work formatting is one of the most important steps to success. So, follow American Psychological statistics to cope with numbers.

APA Results Section: How to Format

After having decided on the format of an APA results section, you should consider the general requirements. The manual contains information about such details:

Font: Times New Roman.
Size: 12 pt. font size.
Spacing: Double-spaced.
Margins: 1 inch on all sides.

You might also want to integrate visual elements to enhance your research. For example, you can use figures, graphs, charts or tables to present numerical data. According to APA 7th edition, you should create an appendix and make respective references. Number figures and graphs in the order they appear in your APA results section.

APA Results Section: Writing Tips

Before writing the APA results section, make sure that the data is meaningful and can potentially contribute to further research. Academic writing is peculiar as the presentation of information should be carried out according to all rules and requirements. However, this is not the end. A few tips will help to write a worthwhile Results section. Consider the following:

Tense All outcomes of a study must be described in the past tense, because the objective is to describe the obtained results.
Brevity Any deviation from a topic is unacceptable, nor the provision of useless information is. Staying on point and being concise is the right decision.
Objectivity Present an unbiased synopsis of outcomes, as this will allow you to present information in a convenient and useful format. Readers will be grateful.

Preparing a paper takes a lot of effort and this is a good reason to take advantage of the advice from academic professionals.

Example of APA Results Section

Sometimes, all you need to get started is an APA results section example. A decent sample is easy to find here. Pay attention to the key points and keep them in mind as you write. Moreover, you can use this template to format this paper’s part with APA requirements in mind.

APA Results Section: Final Thoughts

The APA results section requires a special attention from students. Hypothesis and presentation of evidence are the basis for project development. Reporting your main findings in this section will help you prove your hypothesis and enhance your stuy.

Delegate this tedious task to StudyCrumb and get skilled writers to write paper . Our experts have got a solid track record in delivering high-quality research papers in a timely manner and will be eager to help you, too.

Frequently Asked Questions About APA Results Section

1. how many words should an apa results section contain.

An APA results section is presented in a concise style, so the number of words is limited. It shouldn’t exceed 1000 words, which is 2-3 pages of double spaced text. Be specific and don’t deviate from your main point.

2. What’s the difference between APA Results section and APA Discussion section?

APA results section presents the outcomes of research. Here, you should focus on the results, statistical and other data as proof of your hypothesis. A Discussion section, in turn, involves an analysis of findings. In this part of your study, you should evaluate hypotheses and interpret your results.

3. When should I use tables or figures to present numbers in my APA results section?

APA results section includes not only textual information about your research outcomes, but also other ways of presenting information. Create tables, figures and archives to present your findings. Here are several rules you should keep in mind before using visual elements:

Use sentences to talk about numbers up to 3 components;
As for converting numbers greater than 20, use a table;
Charts are worth saving for when there are more than 20 figures.

4. What tense should I use in my results section?

Writing the Results section requires another rule one must follow. Everything should be written in past tense. This way, you will indicate that your research project is complete and that all presented findings are obtained empirically.

Emma Flores knows all about formatting standards. She shares with StudyCrumb readers tips on creating academic papers that will meet high-quality standards.

Your Step to Success

Plagiarism Check within 10min

Printing & Binding with 3D Live Preview

APA Results Section – Explanation & Examples

How do you like this article cancel reply.

Save my name, email, and website in this browser for the next time I comment.

The APA results section summarizes data and includes reporting statistics in a quantitative research study. The APA results section is an essential part of your research paper and typically begins with a brief overview of the data followed by a systematic and detailed reporting of each hypothesis tested. The interpreted results will then be presented in the discussion sections. Ensure you adhere to APA style guidelines consistently throughout the paper.

Inhaltsverzeichnis

1 APA Results Section – In a Nutshell
2 Definition: APA results section
3 What’s included in the APA results section?
4 APA results section: Introducing the data
5 APA results section: Summarizing the data
6 APA results section: Reporting the results
7 APA results section: Formatting numbers
8 APA results section: Don’t include these

APA Results Section – In a Nutshell

The APA results section of empirical manuscripts reports the quantitative results of a study conducted on a data set.
The APA results section provides concrete evidence to disprove or confirm the hypothesis.

Definition: APA results section

The American Psychological Association recommends the APA style guide for presenting results in a manuscript. A research manuscript’s APA results section describes the researcher’s findings following a thorough data analysis and interpretation of the results. It uses obtained data to test or refute the theory of a research study.

What’s included in the APA results section?

The APA results section includes preliminary details on the data, participants, statistics , and the results of the explanatory analysis , as discussed below.

Participants – The number of participants is reported at every study stage
Missing data – Identifying the amount of data excluded from the final analysis.
Adverse effects – Report any unforeseen events for clinical studies
Descriptive statistics – Summarize the secondary and primary outcomes of a study
Inferential statistics – Helps researchers draw conclusions and make predictions from the data.
Confidence interval and effect size – Confidence intervals are a range of possible values for the data set mean.
Results of explanatory analysis – An exploratory research investigates data to test a hypothesis, check assumptions, and find anomalies.

APA results section: Introducing the data

Before you discuss your research findings, start by clearly describing the participants at each study stage. If any data was excluded from the eventual analysis, indicate that too.

Participants

Recruitment, participant flow, and attrition should be reported. Attrition bias affects external and internal validity and produces erroneous results.

A flow chart is often the best way to report the number of participants per group per stage and their reasons for attrition. Below is an example of how to report participant flow.

25% of the 400 participants who signed up and completed the first survey were eliminated for not fitting the research criteria.
15% didn’t use fiber optics internet exclusively.
10% did not have internet access.
300 participants progressed to the final survey round for a gift bag.
52 people didn’t complete the survey.

This resulted in 248 research participants.

Missing data & adverse effects

In any study, missing data must be reported. Unexpected events, poor storage, and equipment failures can cause missing data. In any instance, clearly explain why you couldn’t use the data.

Data outliers can be excluded from the final study, but you must explain why. Include how you handled missing data. Standard procedures include mean-value imputation, interpolation, extrapolation, and substitution.

Results of 33 participants were excluded from the study as they did not meet the research criteria.
The data for another 4 participants were lost due to human error.

APA results section: Summarizing the data

It is important to note that you should provide a summary of your study’s results. However, you can create a supplemental archive for other researchers to access raw data. 2

Descriptive Statistics

Descriptive statistics are concise coefficients that summarize a specific data collection , such as a population sample or APA results section. APA results section can include descriptive statistics such as:

Central tendency measures describe a data set by identifying the center of the data set. ( mode , median, mean )
Measures of variability describe the score dispersion within a data set. ( standard deviation , range, variance , and interquartile range )
Sample sizes
Variables of interest, which are measured, changing quantities in experimental studies. Be sure to explain how you operationalized any variable of interest you use.
20 athletes in five trials were given 400 mg of a performance-enhancing substance to measure their speed (m/s ) and reaction time(s).
After averaging each athlete’s speed and response time, the group’s averages were calculated.

The group that used the performance-enhancing drug had a higher speed (m/s) than the group that did not use the drug ( M = 4, SD=1.25 )

APA results section: Reporting the results

APA journal standards require all the appropriate hypothesis tests, confidence intervals, and effect size estimates to be reported in the APA results section.

Inferential statistics

Inferential statistics help researchers draw conclusions and make predictions based on the data.

When you are reporting the inferential statistics in the APA results section, use the following:

Degrees of freedom
Test statistic (includes the z-score, t-value, and f-ratio )
Error term (if needed, though it is not included in correlations and non-parametric tests.)
The exact p-value (unless . 001)

In keeping with the hypotheses, athletes who take performance-enhancing drugs have increased reaction times, and speeds, t (20) = 1s , p .001

Confidence intervals & effect sizes

A confidence interval can be described as a range of possible values for the mean derived from the sample data. It helps show the variability that is around point estimates. You should include confidence intervals any time you report estimates for population parameters.

Night guards consume an average of 600 mg of caffeine weekly, 93% CI [90, 200}

Effect size measures an experiment’s magnitude. It explains the research’s significance. Since effect size is an estimate, confidence intervals should be included.

Moderate amounts of performance-enhancing drugs increase speed significantly, Cohen’s d =1.4, 93% CI [0.92, 1.57]

Subgroup & exploratory analyses

Exploratory analysis tests a hypothesis, checks assumptions , and finds patterns and anomalies in data . If you find notable results, report them as exploratory, not confirming, to avoid overstating their value.

APA results section: Formatting numbers

Use figures, text, and tables to show numbers in APA results sections properly.

✓ For three or fewer numbers, use a sentence, a table for 4 and 20 numbers, and a figure for more than 20 .

✓ Number and title the APA tables and figures , as well as relevant notes. If you have already presented the data in a table, do not repeat it in a figure and vice versa.

✓ Statistics in your APA results section must be abbreviated, capitalized, and italicized.

✓ Use APA norms for reporting statistics and writing numbers.

✓ Look up these guidelines if you are unsure how to present certain symbols.

APA results section: Don’t include these

Besides knowing what to include in an APA results section, it is just as important to know what not to have. Below is an outline of what you should exclude from an APA results section.

What should be included in the APA results section?

The APA results section should include details on the participants, descriptive statistics and inferential statistics , missing data , and the results of any exploratory analysis.

What tense should I use to write my results?

Write the APA results section in the past tense.

When should I include tables and figures?

Include tables and figures if you will discuss them in the body text of the APA results section.

We use cookies on our website. Some of them are essential, while others help us to improve this website and your experience.

External Media

Individual Privacy Preferences

Cookie Details Privacy Policy Imprint

Here you will find an overview of all cookies used. You can give your consent to whole categories or display further information and select certain cookies.

Accept all Save

Essential cookies enable basic functions and are necessary for the proper function of the website.

Show Cookie Information Hide Cookie Information

Statistics cookies collect information anonymously. This information helps us to understand how our visitors use our website.

Content from video platforms and social media platforms is blocked by default. If External Media cookies are accepted, access to those contents no longer requires manual consent.

Purdue Online Writing Lab Purdue OWL® College of Liberal Arts

APA Sample Paper

Welcome to the Purdue OWL

This page is brought to you by the OWL at Purdue University. When printing this page, you must include the entire legal notice.

Copyright ©1995-2018 by The Writing Lab & The OWL at Purdue and Purdue University. All rights reserved. This material may not be published, reproduced, broadcast, rewritten, or redistributed without permission. Use of this site constitutes acceptance of our terms and conditions of fair use.

Note: This page reflects the latest version of the APA Publication Manual (i.e., APA 7), which released in October 2019. The equivalent resource for the older APA 6 style can be found here .

Media Files: APA Sample Student Paper , APA Sample Professional Paper

This resource is enhanced by Acrobat PDF files. Download the free Acrobat Reader

Note: The APA Publication Manual, 7 th Edition specifies different formatting conventions for student and professional papers (i.e., papers written for credit in a course and papers intended for scholarly publication). These differences mostly extend to the title page and running head. Crucially, citation practices do not differ between the two styles of paper.

However, for your convenience, we have provided two versions of our APA 7 sample paper below: one in student style and one in professional style.

Note: For accessibility purposes, we have used "Track Changes" to make comments along the margins of these samples. Those authored by [AF] denote explanations of formatting and [AWC] denote directions for writing and citing in APA 7.

APA 7 Student Paper:

Apa 7 professional paper:.

Want to create or adapt books like this? Learn more about how Pressbooks supports open publishing practices.

Chapter 11: Presenting Your Research

Writing a Research Report in American Psychological Association (APA) Style

Learning Objectives

Identify the major sections of an APA-style research report and the basic contents of each section.
Plan and write an effective APA-style research report.

In this section, we look at how to write an APA-style empirical research report , an article that presents the results of one or more new studies. Recall that the standard sections of an empirical research report provide a kind of outline. Here we consider each of these sections in detail, including what information it contains, how that information is formatted and organized, and tips for writing each section. At the end of this section is a sample APA-style research report that illustrates many of these principles.

Sections of a Research Report

Title page and abstract.

An APA-style research report begins with a title page . The title is centred in the upper half of the page, with each important word capitalized. The title should clearly and concisely (in about 12 words or fewer) communicate the primary variables and research questions. This sometimes requires a main title followed by a subtitle that elaborates on the main title, in which case the main title and subtitle are separated by a colon. Here are some titles from recent issues of professional journals published by the American Psychological Association.

Sex Differences in Coping Styles and Implications for Depressed Mood
Effects of Aging and Divided Attention on Memory for Items and Their Contexts
Computer-Assisted Cognitive Behavioural Therapy for Child Anxiety: Results of a Randomized Clinical Trial
Virtual Driving and Risk Taking: Do Racing Games Increase Risk-Taking Cognitions, Affect, and Behaviour?

Below the title are the authors’ names and, on the next line, their institutional affiliation—the university or other institution where the authors worked when they conducted the research. As we have already seen, the authors are listed in an order that reflects their contribution to the research. When multiple authors have made equal contributions to the research, they often list their names alphabetically or in a randomly determined order.

In some areas of psychology, the titles of many empirical research reports are informal in a way that is perhaps best described as “cute.” They usually take the form of a play on words or a well-known expression that relates to the topic under study. Here are some examples from recent issues of the Journal Psychological Science .

“Smells Like Clean Spirit: Nonconscious Effects of Scent on Cognition and Behavior”
“Time Crawls: The Temporal Resolution of Infants’ Visual Attention”
“Scent of a Woman: Men’s Testosterone Responses to Olfactory Ovulation Cues”
“Apocalypse Soon?: Dire Messages Reduce Belief in Global Warming by Contradicting Just-World Beliefs”
“Serial vs. Parallel Processing: Sometimes They Look Like Tweedledum and Tweedledee but They Can (and Should) Be Distinguished”
“How Do I Love Thee? Let Me Count the Words: The Social Effects of Expressive Writing”

Individual researchers differ quite a bit in their preference for such titles. Some use them regularly, while others never use them. What might be some of the pros and cons of using cute article titles?

For articles that are being submitted for publication, the title page also includes an author note that lists the authors’ full institutional affiliations, any acknowledgments the authors wish to make to agencies that funded the research or to colleagues who commented on it, and contact information for the authors. For student papers that are not being submitted for publication—including theses—author notes are generally not necessary.

The abstract is a summary of the study. It is the second page of the manuscript and is headed with the word Abstract . The first line is not indented. The abstract presents the research question, a summary of the method, the basic results, and the most important conclusions. Because the abstract is usually limited to about 200 words, it can be a challenge to write a good one.

Introduction

The introduction begins on the third page of the manuscript. The heading at the top of this page is the full title of the manuscript, with each important word capitalized as on the title page. The introduction includes three distinct subsections, although these are typically not identified by separate headings. The opening introduces the research question and explains why it is interesting, the literature review discusses relevant previous research, and the closing restates the research question and comments on the method used to answer it.

The Opening

The opening , which is usually a paragraph or two in length, introduces the research question and explains why it is interesting. To capture the reader’s attention, researcher Daryl Bem recommends starting with general observations about the topic under study, expressed in ordinary language (not technical jargon)—observations that are about people and their behaviour (not about researchers or their research; Bem, 2003 [1] ). Concrete examples are often very useful here. According to Bem, this would be a poor way to begin a research report:

Festinger’s theory of cognitive dissonance received a great deal of attention during the latter part of the 20th century (p. 191)

The following would be much better:

The individual who holds two beliefs that are inconsistent with one another may feel uncomfortable. For example, the person who knows that he or she enjoys smoking but believes it to be unhealthy may experience discomfort arising from the inconsistency or disharmony between these two thoughts or cognitions. This feeling of discomfort was called cognitive dissonance by social psychologist Leon Festinger (1957), who suggested that individuals will be motivated to remove this dissonance in whatever way they can (p. 191).

After capturing the reader’s attention, the opening should go on to introduce the research question and explain why it is interesting. Will the answer fill a gap in the literature? Will it provide a test of an important theory? Does it have practical implications? Giving readers a clear sense of what the research is about and why they should care about it will motivate them to continue reading the literature review—and will help them make sense of it.

Breaking the Rules

Researcher Larry Jacoby reported several studies showing that a word that people see or hear repeatedly can seem more familiar even when they do not recall the repetitions—and that this tendency is especially pronounced among older adults. He opened his article with the following humourous anecdote:

A friend whose mother is suffering symptoms of Alzheimer’s disease (AD) tells the story of taking her mother to visit a nursing home, preliminary to her mother’s moving there. During an orientation meeting at the nursing home, the rules and regulations were explained, one of which regarded the dining room. The dining room was described as similar to a fine restaurant except that tipping was not required. The absence of tipping was a central theme in the orientation lecture, mentioned frequently to emphasize the quality of care along with the advantages of having paid in advance. At the end of the meeting, the friend’s mother was asked whether she had any questions. She replied that she only had one question: “Should I tip?” (Jacoby, 1999, p. 3)

Although both humour and personal anecdotes are generally discouraged in APA-style writing, this example is a highly effective way to start because it both engages the reader and provides an excellent real-world example of the topic under study.

The Literature Review

Immediately after the opening comes the literature review , which describes relevant previous research on the topic and can be anywhere from several paragraphs to several pages in length. However, the literature review is not simply a list of past studies. Instead, it constitutes a kind of argument for why the research question is worth addressing. By the end of the literature review, readers should be convinced that the research question makes sense and that the present study is a logical next step in the ongoing research process.

Like any effective argument, the literature review must have some kind of structure. For example, it might begin by describing a phenomenon in a general way along with several studies that demonstrate it, then describing two or more competing theories of the phenomenon, and finally presenting a hypothesis to test one or more of the theories. Or it might describe one phenomenon, then describe another phenomenon that seems inconsistent with the first one, then propose a theory that resolves the inconsistency, and finally present a hypothesis to test that theory. In applied research, it might describe a phenomenon or theory, then describe how that phenomenon or theory applies to some important real-world situation, and finally suggest a way to test whether it does, in fact, apply to that situation.

Looking at the literature review in this way emphasizes a few things. First, it is extremely important to start with an outline of the main points that you want to make, organized in the order that you want to make them. The basic structure of your argument, then, should be apparent from the outline itself. Second, it is important to emphasize the structure of your argument in your writing. One way to do this is to begin the literature review by summarizing your argument even before you begin to make it. “In this article, I will describe two apparently contradictory phenomena, present a new theory that has the potential to resolve the apparent contradiction, and finally present a novel hypothesis to test the theory.” Another way is to open each paragraph with a sentence that summarizes the main point of the paragraph and links it to the preceding points. These opening sentences provide the “transitions” that many beginning researchers have difficulty with. Instead of beginning a paragraph by launching into a description of a previous study, such as “Williams (2004) found that…,” it is better to start by indicating something about why you are describing this particular study. Here are some simple examples:

Another example of this phenomenon comes from the work of Williams (2004).

Williams (2004) offers one explanation of this phenomenon.

An alternative perspective has been provided by Williams (2004).

We used a method based on the one used by Williams (2004).

Finally, remember that your goal is to construct an argument for why your research question is interesting and worth addressing—not necessarily why your favourite answer to it is correct. In other words, your literature review must be balanced. If you want to emphasize the generality of a phenomenon, then of course you should discuss various studies that have demonstrated it. However, if there are other studies that have failed to demonstrate it, you should discuss them too. Or if you are proposing a new theory, then of course you should discuss findings that are consistent with that theory. However, if there are other findings that are inconsistent with it, again, you should discuss them too. It is acceptable to argue that the balance of the research supports the existence of a phenomenon or is consistent with a theory (and that is usually the best that researchers in psychology can hope for), but it is not acceptable to ignore contradictory evidence. Besides, a large part of what makes a research question interesting is uncertainty about its answer.

The Closing

The closing of the introduction—typically the final paragraph or two—usually includes two important elements. The first is a clear statement of the main research question or hypothesis. This statement tends to be more formal and precise than in the opening and is often expressed in terms of operational definitions of the key variables. The second is a brief overview of the method and some comment on its appropriateness. Here, for example, is how Darley and Latané (1968) [2] concluded the introduction to their classic article on the bystander effect:

These considerations lead to the hypothesis that the more bystanders to an emergency, the less likely, or the more slowly, any one bystander will intervene to provide aid. To test this proposition it would be necessary to create a situation in which a realistic “emergency” could plausibly occur. Each subject should also be blocked from communicating with others to prevent his getting information about their behaviour during the emergency. Finally, the experimental situation should allow for the assessment of the speed and frequency of the subjects’ reaction to the emergency. The experiment reported below attempted to fulfill these conditions. (p. 378)

Thus the introduction leads smoothly into the next major section of the article—the method section.

The method section is where you describe how you conducted your study. An important principle for writing a method section is that it should be clear and detailed enough that other researchers could replicate the study by following your “recipe.” This means that it must describe all the important elements of the study—basic demographic characteristics of the participants, how they were recruited, whether they were randomly assigned, how the variables were manipulated or measured, how counterbalancing was accomplished, and so on. At the same time, it should avoid irrelevant details such as the fact that the study was conducted in Classroom 37B of the Industrial Technology Building or that the questionnaire was double-sided and completed using pencils.

The method section begins immediately after the introduction ends with the heading “Method” (not “Methods”) centred on the page. Immediately after this is the subheading “Participants,” left justified and in italics. The participants subsection indicates how many participants there were, the number of women and men, some indication of their age, other demographics that may be relevant to the study, and how they were recruited, including any incentives given for participation.

Three ways of organizing an APA-style method. Long description available.

After the participants section, the structure can vary a bit. Figure 11.1 shows three common approaches. In the first, the participants section is followed by a design and procedure subsection, which describes the rest of the method. This works well for methods that are relatively simple and can be described adequately in a few paragraphs. In the second approach, the participants section is followed by separate design and procedure subsections. This works well when both the design and the procedure are relatively complicated and each requires multiple paragraphs.

What is the difference between design and procedure? The design of a study is its overall structure. What were the independent and dependent variables? Was the independent variable manipulated, and if so, was it manipulated between or within subjects? How were the variables operationally defined? The procedure is how the study was carried out. It often works well to describe the procedure in terms of what the participants did rather than what the researchers did. For example, the participants gave their informed consent, read a set of instructions, completed a block of four practice trials, completed a block of 20 test trials, completed two questionnaires, and were debriefed and excused.

In the third basic way to organize a method section, the participants subsection is followed by a materials subsection before the design and procedure subsections. This works well when there are complicated materials to describe. This might mean multiple questionnaires, written vignettes that participants read and respond to, perceptual stimuli, and so on. The heading of this subsection can be modified to reflect its content. Instead of “Materials,” it can be “Questionnaires,” “Stimuli,” and so on.

The results section is where you present the main results of the study, including the results of the statistical analyses. Although it does not include the raw data—individual participants’ responses or scores—researchers should save their raw data and make them available to other researchers who request them. Several journals now encourage the open sharing of raw data online.

Although there are no standard subsections, it is still important for the results section to be logically organized. Typically it begins with certain preliminary issues. One is whether any participants or responses were excluded from the analyses and why. The rationale for excluding data should be described clearly so that other researchers can decide whether it is appropriate. A second preliminary issue is how multiple responses were combined to produce the primary variables in the analyses. For example, if participants rated the attractiveness of 20 stimulus people, you might have to explain that you began by computing the mean attractiveness rating for each participant. Or if they recalled as many items as they could from study list of 20 words, did you count the number correctly recalled, compute the percentage correctly recalled, or perhaps compute the number correct minus the number incorrect? A third preliminary issue is the reliability of the measures. This is where you would present test-retest correlations, Cronbach’s α, or other statistics to show that the measures are consistent across time and across items. A final preliminary issue is whether the manipulation was successful. This is where you would report the results of any manipulation checks.

The results section should then tackle the primary research questions, one at a time. Again, there should be a clear organization. One approach would be to answer the most general questions and then proceed to answer more specific ones. Another would be to answer the main question first and then to answer secondary ones. Regardless, Bem (2003) [3] suggests the following basic structure for discussing each new result:

Remind the reader of the research question.
Give the answer to the research question in words.
Present the relevant statistics.
Qualify the answer if necessary.
Summarize the result.

Notice that only Step 3 necessarily involves numbers. The rest of the steps involve presenting the research question and the answer to it in words. In fact, the basic results should be clear even to a reader who skips over the numbers.

The discussion is the last major section of the research report. Discussions usually consist of some combination of the following elements:

Summary of the research
Theoretical implications
Practical implications
Limitations
Suggestions for future research

The discussion typically begins with a summary of the study that provides a clear answer to the research question. In a short report with a single study, this might require no more than a sentence. In a longer report with multiple studies, it might require a paragraph or even two. The summary is often followed by a discussion of the theoretical implications of the research. Do the results provide support for any existing theories? If not, how can they be explained? Although you do not have to provide a definitive explanation or detailed theory for your results, you at least need to outline one or more possible explanations. In applied research—and often in basic research—there is also some discussion of the practical implications of the research. How can the results be used, and by whom, to accomplish some real-world goal?

The theoretical and practical implications are often followed by a discussion of the study’s limitations. Perhaps there are problems with its internal or external validity. Perhaps the manipulation was not very effective or the measures not very reliable. Perhaps there is some evidence that participants did not fully understand their task or that they were suspicious of the intent of the researchers. Now is the time to discuss these issues and how they might have affected the results. But do not overdo it. All studies have limitations, and most readers will understand that a different sample or different measures might have produced different results. Unless there is good reason to think they would have, however, there is no reason to mention these routine issues. Instead, pick two or three limitations that seem like they could have influenced the results, explain how they could have influenced the results, and suggest ways to deal with them.

Most discussions end with some suggestions for future research. If the study did not satisfactorily answer the original research question, what will it take to do so? What new research questions has the study raised? This part of the discussion, however, is not just a list of new questions. It is a discussion of two or three of the most important unresolved issues. This means identifying and clarifying each question, suggesting some alternative answers, and even suggesting ways they could be studied.

Finally, some researchers are quite good at ending their articles with a sweeping or thought-provoking conclusion. Darley and Latané (1968) [4] , for example, ended their article on the bystander effect by discussing the idea that whether people help others may depend more on the situation than on their personalities. Their final sentence is, “If people understand the situational forces that can make them hesitate to intervene, they may better overcome them” (p. 383). However, this kind of ending can be difficult to pull off. It can sound overreaching or just banal and end up detracting from the overall impact of the article. It is often better simply to end when you have made your final point (although you should avoid ending on a limitation).

The references section begins on a new page with the heading “References” centred at the top of the page. All references cited in the text are then listed in the format presented earlier. They are listed alphabetically by the last name of the first author. If two sources have the same first author, they are listed alphabetically by the last name of the second author. If all the authors are the same, then they are listed chronologically by the year of publication. Everything in the reference list is double-spaced both within and between references.

Appendices, Tables, and Figures

Appendices, tables, and figures come after the references. An appendix is appropriate for supplemental material that would interrupt the flow of the research report if it were presented within any of the major sections. An appendix could be used to present lists of stimulus words, questionnaire items, detailed descriptions of special equipment or unusual statistical analyses, or references to the studies that are included in a meta-analysis. Each appendix begins on a new page. If there is only one, the heading is “Appendix,” centred at the top of the page. If there is more than one, the headings are “Appendix A,” “Appendix B,” and so on, and they appear in the order they were first mentioned in the text of the report.

After any appendices come tables and then figures. Tables and figures are both used to present results. Figures can also be used to illustrate theories (e.g., in the form of a flowchart), display stimuli, outline procedures, and present many other kinds of information. Each table and figure appears on its own page. Tables are numbered in the order that they are first mentioned in the text (“Table 1,” “Table 2,” and so on). Figures are numbered the same way (“Figure 1,” “Figure 2,” and so on). A brief explanatory title, with the important words capitalized, appears above each table. Each figure is given a brief explanatory caption, where (aside from proper nouns or names) only the first word of each sentence is capitalized. More details on preparing APA-style tables and figures are presented later in the book.

Sample APA-Style Research Report

Figures 11.2, 11.3, 11.4, and 11.5 show some sample pages from an APA-style empirical research report originally written by undergraduate student Tomoe Suyama at California State University, Fresno. The main purpose of these figures is to illustrate the basic organization and formatting of an APA-style empirical research report, although many high-level and low-level style conventions can be seen here too.

Key Takeaways

An APA-style empirical research report consists of several standard sections. The main ones are the abstract, introduction, method, results, discussion, and references.
The introduction consists of an opening that presents the research question, a literature review that describes previous research on the topic, and a closing that restates the research question and comments on the method. The literature review constitutes an argument for why the current study is worth doing.
The method section describes the method in enough detail that another researcher could replicate the study. At a minimum, it consists of a participants subsection and a design and procedure subsection.
The results section describes the results in an organized fashion. Each primary result is presented in terms of statistical results but also explained in words.
The discussion typically summarizes the study, discusses theoretical and practical implications and limitations of the study, and offers suggestions for further research.
Practice: Look through an issue of a general interest professional journal (e.g., Psychological Science ). Read the opening of the first five articles and rate the effectiveness of each one from 1 ( very ineffective ) to 5 ( very effective ). Write a sentence or two explaining each rating.
Practice: Find a recent article in a professional journal and identify where the opening, literature review, and closing of the introduction begin and end.
Practice: Find a recent article in a professional journal and highlight in a different colour each of the following elements in the discussion: summary, theoretical implications, practical implications, limitations, and suggestions for future research.

Long Descriptions

Figure 11.1 long description: Table showing three ways of organizing an APA-style method section.

In the simple method, there are two subheadings: “Participants” (which might begin “The participants were…”) and “Design and procedure” (which might begin “There were three conditions…”).

In the typical method, there are three subheadings: “Participants” (“The participants were…”), “Design” (“There were three conditions…”), and “Procedure” (“Participants viewed each stimulus on the computer screen…”).

In the complex method, there are four subheadings: “Participants” (“The participants were…”), “Materials” (“The stimuli were…”), “Design” (“There were three conditions…”), and “Procedure” (“Participants viewed each stimulus on the computer screen…”). [Return to Figure 11.1]

Bem, D. J. (2003). Writing the empirical journal article. In J. M. Darley, M. P. Zanna, & H. R. Roediger III (Eds.), The compleat academic: A practical guide for the beginning social scientist (2nd ed.). Washington, DC: American Psychological Association. ↵
Darley, J. M., & Latané, B. (1968). Bystander intervention in emergencies: Diffusion of responsibility. Journal of Personality and Social Psychology, 4 , 377–383. ↵

A type of research article which describes one or more new empirical studies conducted by the authors.

The page at the beginning of an APA-style research report containing the title of the article, the authors’ names, and their institutional affiliation.

A summary of a research study.

The third page of a manuscript containing the research question, the literature review, and comments about how to answer the research question.

An introduction to the research question and explanation for why this question is interesting.

A description of relevant previous research on the topic being discusses and an argument for why the research is worth addressing.

The end of the introduction, where the research question is reiterated and the method is commented upon.

The section of a research report where the method used to conduct the study is described.

The main results of the study, including the results from statistical analyses, are presented in a research article.

Section of a research report that summarizes the study's results and interprets them by referring back to the study's theoretical background.

Part of a research report which contains supplemental material.

Research Methods in Psychology - 2nd Canadian Edition by Paul C. Price, Rajiv Jhangiani, & I-Chant A. Chiang is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License , except where otherwise noted.

Share This Book

apa research paper results section example

Plagiarism checker Do The Check
Academic editing Ask For Help
Samples database View Samples Base

How to Write the Results Section for an APA-Format Research Paper

15 Jun 2021

Quick Navigation

How to write the qualitative results section.

What is the difference between the results and discussions sections in a research paper?

Tips to Write the Qualitative Results Section

Help in writing the results section of an apa-format research paper.

If you are creating a qualitative research paper , you must provide readers with the outcomes of your work in this document. The most important objective of this paper is to summarize the presented data and document the information received from the work. We have made this useful guide to help you in organizing your research findings properly. All you have to do is just follow these rules and produce great work to impress your readers!

You may recognize that in the discussion section of the research, there should be some sources you have used regarding research on the topic, including dialogues, and conflicts. Research findings must reveal the personal ideas that you have come up with while writing your work. The difference between the two sections mentioned above is that discussions reveal the information that has been investigated by scholars before you, and the results are your personal outcomes. It is recommended that you use the past tense in all the paper’s chapters.

Need help with writing a research paper?

Get your paper written by a professional writer

You have to remember that the results section of a research paper contains both an illustrative section of information (like graphs, tables, pictures), and text. Of course, you can buy your work from a reliable term paper writing service , but if you decided to do it on your own, here are our tips for creating this part of your document:

All data written in this partition must justify your claims.
Don’t omit negative results! If some data doesn’t support your hypothesis, it doesn’t mean this data isn’t important.
You need to make a summary, but don't include only data in this part. Make it clear and legible for your readers.
Add various tables and figures in the document to put data logically. After creating a table or an illustration, you have to make a short supportive text to explain the table or the illustration to the audience.
Report only the data received during your work in this partition. There is no need to explain here how you had obtained it.
Use font sizes recommended by the APA instructions to show the audience the importance of this document.

The results section is a crucial part of any research paper, and it requires clear and concise writing. This section should present all the relevant statistics, tables, graphs, and collected data. To ensure that this section is well-written and comprehensive, it's best to seek the help of an essay writing service that specializes in research papers. Such services can provide high-quality results, accurately presenting all the necessary data.

Keep reading our article to get more hints on how to write the results section!

Stuck with finding the right title?

Get plenty of fresh and catchy topic ideas and pick the perfect one with PapersOwl Title Generator.

What is the difference between the results and discussion sections in a research paper?

You have to bear in mind that in the results section of a research paper you need only to share with readers all the data received during your work. Of course, you may explain some obtained data here, but the largest part of discussing your received data should be written in the discussion section of the document. This is the main difference between the results and discussion sections: in the first partition, you have to put research findings, and in the discussion partition you can analyze and discuss all data you have received.

If you have to create a correlational research paper results section in APA format, don’t forget to view the main guidelines of this style, or ask your teacher about the main instructions. This format is widely used to cite papers in sociology, psychology, and education. You must write a scientific research paper in accordance with the instructions of the APA format if you want to get a high grade. These are the most valuable tips on writing a results section of your paper.

Is writing essays your hobby?

Participate in our "Independence Day of the United States" essay writing competition and get a 12-month Quizlet subscription.

Deadline: July 24, 2023
Topic: Declaration of Independence
Language: English
Length: 1000-5000 words
Font size: 11 or 12

Here are more useful hints o how to find sources for research paper and how to write the results section properly:

We recommend writing this part in the past tense .
Key aspects of writing this partition are keeping it concise and making it legible for the audience. Try to be objective and provide only received data here. Remember you should only share clear and understandable data received during your work in this part. You will be able to explain more about your research findings later.
Follow the APA guide to format your document correctly.
Visit a library or surf the Internet to find more sources for your work as well as look at how other authors write this partition. This is a great way to draft a proper example of results section and do your own work in accordance with the requirements.
If you don’t understand something clearly, don’t hesitate to ask your teacher for help! Your own interpretation of the results may be inaccurate, or the body text might not properly demonstrate your findings.

Remember this partition will be the shortest part of your work. Make sure you don’t explain or discuss any data here. Your task is only to provide readers with well-structured information you have obtained during your work and to organize this information properly.

Needless to say, if it’s hard for you to write this partition on your own, you can find a results section of a research paper sample on the Internet and create your document using the example. You can easily use our guide to write it, and you can use other articles to create all parts of your research paper. It’s possible to find a lot of examples of method sections and discussion parts online, but what to do if it’s very difficult for you to create your own paper?

The best decision for you is to contact a reliable writing service. It is very simple and fast to order your work online and to get an excellent paper just in the term! Whether your writing skills are poor for making a strong work, or you have no time to make this important work, it is possible to ask qualified writers to do the job for you. Trust professional specialists that know how to write the results section of your document!

Was this article helpful?

Thanks for your feedback.

Prof. Linda Mia

I’ve worked for the past eight years as a content editor, creative writer, and professional essay writer. Every day, I work hard to make sure my clients are satisfied with the projects and papers I write for them. My areas of expertise are wide, ranging from Psychology and Sociology to Political Science and World History.

Readers also enjoyed

Feminist research topics for students.

Research Paper Writing Guides 11 likes

Food Research Topics

Research Paper Writing Guides 13 likes

Sports Research Paper Topics and Ideas

Research Paper Writing Guides 14 likes

WHY WAIT? PLACE AN ORDER RIGHT NOW!

Simply fill out the form, click the button, and have no worries!

Privacy Policy
SignUp/Login

Home » Research Results Section – Writing Guide and Examples

Research Results Section – Writing Guide and Examples

Table of Contents

Research Results

Research results refer to the findings and conclusions derived from a systematic investigation or study conducted to answer a specific question or hypothesis. These results are typically presented in a written report or paper and can include various forms of data such as numerical data, qualitative data, statistics, charts, graphs, and visual aids.

Results Section in Research

The results section of the research paper presents the findings of the study. It is the part of the paper where the researcher reports the data collected during the study and analyzes it to draw conclusions.

In the results section, the researcher should describe the data that was collected, the statistical analysis performed, and the findings of the study. It is important to be objective and not interpret the data in this section. Instead, the researcher should report the data as accurately and objectively as possible.

Structure of Research Results Section

The structure of the research results section can vary depending on the type of research conducted, but in general, it should contain the following components:

Introduction: The introduction should provide an overview of the study, its aims, and its research questions. It should also briefly explain the methodology used to conduct the study.
Data presentation : This section presents the data collected during the study. It may include tables, graphs, or other visual aids to help readers better understand the data. The data presented should be organized in a logical and coherent way, with headings and subheadings used to help guide the reader.
Data analysis: In this section, the data presented in the previous section are analyzed and interpreted. The statistical tests used to analyze the data should be clearly explained, and the results of the tests should be presented in a way that is easy to understand.
Discussion of results : This section should provide an interpretation of the results of the study, including a discussion of any unexpected findings. The discussion should also address the study’s research questions and explain how the results contribute to the field of study.
Limitations: This section should acknowledge any limitations of the study, such as sample size, data collection methods, or other factors that may have influenced the results.
Conclusions: The conclusions should summarize the main findings of the study and provide a final interpretation of the results. The conclusions should also address the study’s research questions and explain how the results contribute to the field of study.
Recommendations : This section may provide recommendations for future research based on the study’s findings. It may also suggest practical applications for the study’s results in real-world settings.

Outline of Research Results Section

The following is an outline of the key components typically included in the Results section:

I. Introduction

A brief overview of the research objectives and hypotheses
A statement of the research question

II. Descriptive statistics

Summary statistics (e.g., mean, standard deviation) for each variable analyzed
Frequencies and percentages for categorical variables

III. Inferential statistics

Results of statistical analyses, including tests of hypotheses
Tables or figures to display statistical results

IV. Effect sizes and confidence intervals

Effect sizes (e.g., Cohen’s d, odds ratio) to quantify the strength of the relationship between variables
Confidence intervals to estimate the range of plausible values for the effect size

V. Subgroup analyses

Results of analyses that examined differences between subgroups (e.g., by gender, age, treatment group)

VI. Limitations and assumptions

Discussion of any limitations of the study and potential sources of bias
Assumptions made in the statistical analyses

VII. Conclusions

A summary of the key findings and their implications
A statement of whether the hypotheses were supported or not
Suggestions for future research

Example of Research Results Section

An Example of a Research Results Section could be:

This study sought to examine the relationship between sleep quality and academic performance in college students.
Hypothesis : College students who report better sleep quality will have higher GPAs than those who report poor sleep quality.
Methodology : Participants completed a survey about their sleep habits and academic performance.

II. Participants

Participants were college students (N=200) from a mid-sized public university in the United States.
The sample was evenly split by gender (50% female, 50% male) and predominantly white (85%).
Participants were recruited through flyers and online advertisements.

III. Results

Participants who reported better sleep quality had significantly higher GPAs (M=3.5, SD=0.5) than those who reported poor sleep quality (M=2.9, SD=0.6).
See Table 1 for a summary of the results.
Participants who reported consistent sleep schedules had higher GPAs than those with irregular sleep schedules.

IV. Discussion

The results support the hypothesis that better sleep quality is associated with higher academic performance in college students.
These findings have implications for college students, as prioritizing sleep could lead to better academic outcomes.
Limitations of the study include self-reported data and the lack of control for other variables that could impact academic performance.

V. Conclusion

College students who prioritize sleep may see a positive impact on their academic performance.
These findings highlight the importance of sleep in academic success.
Future research could explore interventions to improve sleep quality in college students.

Example of Research Results in Research Paper :

Our study aimed to compare the performance of three different machine learning algorithms (Random Forest, Support Vector Machine, and Neural Network) in predicting customer churn in a telecommunications company. We collected a dataset of 10,000 customer records, with 20 predictor variables and a binary churn outcome variable.

Our analysis revealed that all three algorithms performed well in predicting customer churn, with an overall accuracy of 85%. However, the Random Forest algorithm showed the highest accuracy (88%), followed by the Support Vector Machine (86%) and the Neural Network (84%).

Furthermore, we found that the most important predictor variables for customer churn were monthly charges, contract type, and tenure. Random Forest identified monthly charges as the most important variable, while Support Vector Machine and Neural Network identified contract type as the most important.

Overall, our results suggest that machine learning algorithms can be effective in predicting customer churn in a telecommunications company, and that Random Forest is the most accurate algorithm for this task.

Example 3 :

Title : The Impact of Social Media on Body Image and Self-Esteem

Abstract : This study aimed to investigate the relationship between social media use, body image, and self-esteem among young adults. A total of 200 participants were recruited from a university and completed self-report measures of social media use, body image satisfaction, and self-esteem.

Results: The results showed that social media use was significantly associated with body image dissatisfaction and lower self-esteem. Specifically, participants who reported spending more time on social media platforms had lower levels of body image satisfaction and self-esteem compared to those who reported less social media use. Moreover, the study found that comparing oneself to others on social media was a significant predictor of body image dissatisfaction and lower self-esteem.

Conclusion : These results suggest that social media use can have negative effects on body image satisfaction and self-esteem among young adults. It is important for individuals to be mindful of their social media use and to recognize the potential negative impact it can have on their mental health. Furthermore, interventions aimed at promoting positive body image and self-esteem should take into account the role of social media in shaping these attitudes and behaviors.

Importance of Research Results

Research results are important for several reasons, including:

Advancing knowledge: Research results can contribute to the advancement of knowledge in a particular field, whether it be in science, technology, medicine, social sciences, or humanities.
Developing theories: Research results can help to develop or modify existing theories and create new ones.
Improving practices: Research results can inform and improve practices in various fields, such as education, healthcare, business, and public policy.
Identifying problems and solutions: Research results can identify problems and provide solutions to complex issues in society, including issues related to health, environment, social justice, and economics.
Validating claims : Research results can validate or refute claims made by individuals or groups in society, such as politicians, corporations, or activists.
Providing evidence: Research results can provide evidence to support decision-making, policy-making, and resource allocation in various fields.

How to Write Results in A Research Paper

Here are some general guidelines on how to write results in a research paper:

Organize the results section: Start by organizing the results section in a logical and coherent manner. Divide the section into subsections if necessary, based on the research questions or hypotheses.
Present the findings: Present the findings in a clear and concise manner. Use tables, graphs, and figures to illustrate the data and make the presentation more engaging.
Describe the data: Describe the data in detail, including the sample size, response rate, and any missing data. Provide relevant descriptive statistics such as means, standard deviations, and ranges.
Interpret the findings: Interpret the findings in light of the research questions or hypotheses. Discuss the implications of the findings and the extent to which they support or contradict existing theories or previous research.
Discuss the limitations : Discuss the limitations of the study, including any potential sources of bias or confounding factors that may have affected the results.
Compare the results : Compare the results with those of previous studies or theoretical predictions. Discuss any similarities, differences, or inconsistencies.
Avoid redundancy: Avoid repeating information that has already been presented in the introduction or methods sections. Instead, focus on presenting new and relevant information.
Be objective: Be objective in presenting the results, avoiding any personal biases or interpretations.

When to Write Research Results

Here are situations When to Write Research Results”

After conducting research on the chosen topic and obtaining relevant data, organize the findings in a structured format that accurately represents the information gathered.
Once the data has been analyzed and interpreted, and conclusions have been drawn, begin the writing process.
Before starting to write, ensure that the research results adhere to the guidelines and requirements of the intended audience, such as a scientific journal or academic conference.
Begin by writing an abstract that briefly summarizes the research question, methodology, findings, and conclusions.
Follow the abstract with an introduction that provides context for the research, explains its significance, and outlines the research question and objectives.
The next section should be a literature review that provides an overview of existing research on the topic and highlights the gaps in knowledge that the current research seeks to address.
The methodology section should provide a detailed explanation of the research design, including the sample size, data collection methods, and analytical techniques used.
Present the research results in a clear and concise manner, using graphs, tables, and figures to illustrate the findings.
Discuss the implications of the research results, including how they contribute to the existing body of knowledge on the topic and what further research is needed.
Conclude the paper by summarizing the main findings, reiterating the significance of the research, and offering suggestions for future research.

Purpose of Research Results

The purposes of Research Results are as follows:

Informing policy and practice: Research results can provide evidence-based information to inform policy decisions, such as in the fields of healthcare, education, and environmental regulation. They can also inform best practices in fields such as business, engineering, and social work.
Addressing societal problems : Research results can be used to help address societal problems, such as reducing poverty, improving public health, and promoting social justice.
Generating economic benefits : Research results can lead to the development of new products, services, and technologies that can create economic value and improve quality of life.
Supporting academic and professional development : Research results can be used to support academic and professional development by providing opportunities for students, researchers, and practitioners to learn about new findings and methodologies in their field.
Enhancing public understanding: Research results can help to educate the public about important issues and promote scientific literacy, leading to more informed decision-making and better public policy.
Evaluating interventions: Research results can be used to evaluate the effectiveness of interventions, such as treatments, educational programs, and social policies. This can help to identify areas where improvements are needed and guide future interventions.
Contributing to scientific progress: Research results can contribute to the advancement of science by providing new insights and discoveries that can lead to new theories, methods, and techniques.
Informing decision-making : Research results can provide decision-makers with the information they need to make informed decisions. This can include decision-making at the individual, organizational, or governmental levels.
Fostering collaboration : Research results can facilitate collaboration between researchers and practitioners, leading to new partnerships, interdisciplinary approaches, and innovative solutions to complex problems.

Advantages of Research Results

Some Advantages of Research Results are as follows:

Improved decision-making: Research results can help inform decision-making in various fields, including medicine, business, and government. For example, research on the effectiveness of different treatments for a particular disease can help doctors make informed decisions about the best course of treatment for their patients.
Innovation : Research results can lead to the development of new technologies, products, and services. For example, research on renewable energy sources can lead to the development of new and more efficient ways to harness renewable energy.
Economic benefits: Research results can stimulate economic growth by providing new opportunities for businesses and entrepreneurs. For example, research on new materials or manufacturing techniques can lead to the development of new products and processes that can create new jobs and boost economic activity.
Improved quality of life: Research results can contribute to improving the quality of life for individuals and society as a whole. For example, research on the causes of a particular disease can lead to the development of new treatments and cures, improving the health and well-being of millions of people.

About the author

Muhammad Hassan

Researcher, Academic Writer, Web developer

Assignment – Types, Examples and Writing Guide

References in Research – Types, Examples and...

Figures in Research Paper – Examples and Guide

Delimitations in Research – Types, Examples and...

Research Findings – Types Examples and Writing...

Research Paper – Structure, Examples and Writing...

Have a language expert improve your writing

Run a free plagiarism check in 10 minutes, generate accurate citations for free.

Knowledge Base
Research paper
How to Write a Discussion Section | Tips & Examples

How to Write a Discussion Section | Tips & Examples

Published on August 21, 2022 by Shona McCombes . Revised on July 18, 2023.

The discussion section is where you delve into the meaning, importance, and relevance of your results .

It should focus on explaining and evaluating what you found, showing how it relates to your literature review and paper or dissertation topic , and making an argument in support of your overall conclusion. It should not be a second results section.

There are different ways to write this section, but you can focus your writing around these key elements:

Summary : A brief recap of your key results
Interpretations: What do your results mean?
Implications: Why do your results matter?
Limitations: What can’t your results tell us?
Recommendations: Avenues for further studies or analyses

What not to include in your discussion section, step 1: summarize your key findings, step 2: give your interpretations, step 3: discuss the implications, step 4: acknowledge the limitations, step 5: share your recommendations, discussion section example, other interesting articles, frequently asked questions about discussion sections.

There are a few common mistakes to avoid when writing the discussion section of your paper.

Don’t introduce new results: You should only discuss the data that you have already reported in your results section .
Don’t make inflated claims: Avoid overinterpretation and speculation that isn’t directly supported by your data.
Don’t undermine your research: The discussion of limitations should aim to strengthen your credibility, not emphasize weaknesses or failures.

Receive feedback on language, structure, and formatting

Professional editors proofread and edit your paper by focusing on:

Academic style
Vague sentences
Style consistency

See an example

Start this section by reiterating your research problem and concisely summarizing your major findings. To speed up the process you can use a summarizer to quickly get an overview of all important findings. Don’t just repeat all the data you have already reported—aim for a clear statement of the overall result that directly answers your main research question . This should be no more than one paragraph.

Many students struggle with the differences between a discussion section and a results section . The crux of the matter is that your results sections should present your results, and your discussion section should subjectively evaluate them. Try not to blend elements of these two sections, in order to keep your paper sharp.

The results indicate that…
The study demonstrates a correlation between…
This analysis supports the theory that…
The data suggest that…

The meaning of your results may seem obvious to you, but it’s important to spell out their significance for your reader, showing exactly how they answer your research question.

The form of your interpretations will depend on the type of research, but some typical approaches to interpreting the data include:

Identifying correlations , patterns, and relationships among the data
Discussing whether the results met your expectations or supported your hypotheses
Contextualizing your findings within previous research and theory
Explaining unexpected results and evaluating their significance
Considering possible alternative explanations and making an argument for your position

You can organize your discussion around key themes, hypotheses, or research questions, following the same structure as your results section. Alternatively, you can also begin by highlighting the most significant or unexpected results.

In line with the hypothesis…
Contrary to the hypothesized association…
The results contradict the claims of Smith (2022) that…
The results might suggest that x . However, based on the findings of similar studies, a more plausible explanation is y .

As well as giving your own interpretations, make sure to relate your results back to the scholarly work that you surveyed in the literature review . The discussion should show how your findings fit with existing knowledge, what new insights they contribute, and what consequences they have for theory or practice.

Ask yourself these questions:

Do your results support or challenge existing theories? If they support existing theories, what new information do they contribute? If they challenge existing theories, why do you think that is?
Are there any practical implications?

Your overall aim is to show the reader exactly what your research has contributed, and why they should care.

These results build on existing evidence of…
The results do not fit with the theory that…
The experiment provides a new insight into the relationship between…
These results should be taken into account when considering how to…
The data contribute a clearer understanding of…
While previous research has focused on x , these results demonstrate that y .

Here's why students love Scribbr's proofreading services

Discover proofreading & editing

Even the best research has its limitations. Acknowledging these is important to demonstrate your credibility. Limitations aren’t about listing your errors, but about providing an accurate picture of what can and cannot be concluded from your study.

Limitations might be due to your overall research design, specific methodological choices , or unanticipated obstacles that emerged during your research process.

Here are a few common possibilities:

If your sample size was small or limited to a specific group of people, explain how generalizability is limited.
If you encountered problems when gathering or analyzing data, explain how these influenced the results.
If there are potential confounding variables that you were unable to control, acknowledge the effect these may have had.

After noting the limitations, you can reiterate why the results are nonetheless valid for the purpose of answering your research question.

The generalizability of the results is limited by…
The reliability of these data is impacted by…
Due to the lack of data on x , the results cannot confirm…
The methodological choices were constrained by…
It is beyond the scope of this study to…

Based on the discussion of your results, you can make recommendations for practical implementation or further research. Sometimes, the recommendations are saved for the conclusion .

Suggestions for further research can lead directly from the limitations. Don’t just state that more studies should be done—give concrete ideas for how future work can build on areas that your own research was unable to address.

Further research is needed to establish…
Future studies should take into account…
Avenues for future research include…

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

Research bias

Anchoring bias
Halo effect
The Baader–Meinhof phenomenon
The placebo effect
Nonresponse bias
Deep learning
Generative AI
Machine learning
Reinforcement learning
Supervised vs. unsupervised learning

(AI) Tools

Grammar Checker
Paraphrasing Tool
Text Summarizer
AI Detector
Plagiarism Checker
Citation Generator

In the discussion , you explore the meaning and relevance of your research results , explaining how they fit with existing research and theory. Discuss:

Your interpretations : what do the results tell us?
The implications : why do the results matter?
The limitation s : what can’t the results tell us?

The results chapter or section simply and objectively reports what you found, without speculating on why you found these results. The discussion interprets the meaning of the results, puts them in context, and explains why they matter.

In qualitative research , results and discussion are sometimes combined. But in quantitative research , it’s considered important to separate the objective results from your interpretation of them.

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

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

Cite this Scribbr article

If you want to cite this source, you can copy and paste the citation or click the “Cite this Scribbr article” button to automatically add the citation to our free Citation Generator.

McCombes, S. (2023, July 18). How to Write a Discussion Section | Tips & Examples. Scribbr. Retrieved November 16, 2023, from https://www.scribbr.com/dissertation/discussion/

Is this article helpful?

Shona McCombes

Other students also liked, how to write a literature review | guide, examples, & templates, what is a research methodology | steps & tips, how to write a results section | tips & examples, what is your plagiarism score.

Social Anxiety Disorder
Bipolar Disorder
Kids Mental Health
Therapy Center
When To See a Therapist
Types of Therapy
Best Online Therapy
Best Couples Therapy
Best Family Therapy
Managing Stress
Sleep and Dreaming
Understanding Emotions
Self-Improvement
Healthy Relationships
Relationships in 2023
Student Resources
Personality Types
Verywell Mind Insights
2023 Verywell Mind 25
Mental Health in the Classroom
Editorial Process
Meet Our Review Board
Crisis Support

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."

By clicking “Accept All Cookies”, you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts.

IMAGES

Definition Essay: Sample results section apa
Apa Format Example Paper Conclusion
How to Write a Research Paper in APA Format
FREE 5+ Sample Research Paper Templates in PDF
How To Write The Discussion Section Of A Research Paper Apa Ee
Writing a Research Report in American Psychological Association (APA) Style

COMMENTS

Reporting Research Results in APA Style
Reporting Research Results in APA Style | Tips & Examples Published on December 21, 2020 by Pritha Bhandari . Revised on July 9, 2022. The results section of a quantitative research paper is where you summarize your data and report the findings of any relevant statistical analyses.
How to Write a Results Section
Dissertation How to Write a Results Section | Tips & Examples How to Write a Results Section | Tips & Examples Published on August 30, 2022 by Tegan George . Revised on July 18, 2023. A results section is where you report the main findings of the data collection and analysis you conducted for your thesis or dissertation.
APA Results Section: Guidelines & Examples
The APA results section is a part of a research paper where the findings and statistical analyses are presented. You should briefly summarize the research outcomes stivking to specific APA style guidelines. ... When designing an APA format Results section, you should work out each block step by step. Let us walk you through each stage of the ...
APA Sample Paper: Experimental Psychology
Rhetorical Considerations and Style in Psychology Writing. Writing the Experimental Report: Overview, Introductions, and Literature Reviews. Writing the Experimental Report: Methods, Results, and Discussion. Tables, Appendices, Footnotes and Endnotes. References and Sources for More Information. APA Sample Paper: Experimental Psychology.
Experimental Reports 2
Subject-Specific Writing Writing in the Social Sciences Writing in Psychology: Experimental Report Writing Writing the Experimental Report: Methods, Results, and Discussion Writing the Experimental Report: Methods, Results, and Discussion Method section Your method section provides a detailed overview of how you conducted your research.
APA Results Section ~ Explanation & Examples
APA Results Section - Explanation & Examples 21.12.22 APA structure & sections Time to read: 6min How do you like this article? 0 Reviews The APA results section summarizes data and includes reporting statistics in a quantitative research study.
APA Sample Paper
APA Sample Paper Note: This page reflects the latest version of the APA Publication Manual (i.e., APA 7), which released in October 2019. The equivalent resource for the older APA 6 style can be found here. Media Files: APA Sample Student Paper , APA Sample Professional Paper Cite your source automatically in APA Cite
How to Write an APA Results Section
The results section of an APA-style psychology paper summarizes the data that was collected and the statistical analyses that were performed. The goal of this section is to report the results of your study or experiment without any type of subjective interpretation.
PDF Reporting Results of Common Statistical Tests in APA Format
Example: F(1, 24) = 44.4, p < .01. You may also report the exact p value (the a posteriori probability that the result that you obtained, or one more extreme, occurred by chance). Example: t(33) = 2.10, p = .03. If your exact p value is less than .001, it is conventional to state merely p < .001.
Reporting Statistics in APA Style
Example: Reporting z test results. The participants' scores were higher than the population average, z = 2.48, p = .013. ... In the methods section of an APA research paper, you report in detail the participants, measures, and procedure of your study. 237. APA format for academic papers and essays
How to Write an APA Methods Section
Example of an APA methods section Other interesting articles Frequently asked questions about writing an APA methods section Structuring an APA methods section The main heading of "Methods" should be centered, boldfaced, and capitalized. Subheadings within this section are left-aligned, boldfaced, and in title case.
How to Write an APA Research Paper
An APA-style paper includes the following sections: title page, abstract, introduction, method, results, discussion, and references. Your paper may also include one or more tables and/or figures. Different types of information about your study are addressed in each of the sections, as described below. General formatting rules are as follows:
Sample papers
The following two sample papers were published in annotated form in the Publication Manual and are reproduced here as PDFs for your ease of use. The annotations draw attention to content and formatting and provide the relevant sections of the Publication Manual (7th ed.) to consult for more information.
Writing a Research Report in American Psychological Association (APA
The results section should then tackle the primary research questions, one at a time. Again, there should be a clear organization. ... Sample APA-Style Research Report. Figures 11.2, 11.3, 11.4, and 11.5 show some sample pages from an APA-style empirical research report originally written by undergraduate student Tomoe Suyama at California ...
How to Write the Results Section in a Research Paper
15 Jun 2021 Quick Navigation How to Write the Qualitative Results Section What is the difference between the results and discussions sections in a research paper? Tips to Write the Qualitative Results Section Help in Writing the Results Section of an APA-Format Research Paper
Research Results Section
Research results refer to the findings and conclusions derived from a systematic investigation or study conducted to answer a specific question or hypothesis. These results are typically presented in a written report or paper and can include various forms of data such as numerical data, qualitative data, statistics, charts, graphs, and visual aids.
PDF 7th Edition Discussion Phrases Guide
Discussion Phrases Guide Papers usually end with a concluding section, often called the "Discussion." The Discussion is your opportunity to evaluate and interpret the results of your study or paper, draw inferences and conclusions from it, and communicate its contributions to science and/or society.
PDF Reporting Qualitative Research in Psychology
Chapters 4 through 7 consider the typical sections of a qualitative research paper— the introductory sections, Method, Results, and Discussion. These chapters emphasize aspects of reporting that are unique to qualitative research. They describe the general elements that should be reported in qualitative papers and can assist authors in devel-
How to Write a Discussion Section
The discussion section is where you delve into the meaning, importance, and relevance of your results.. It should focus on explaining and evaluating what you found, showing how it relates to your literature review and paper or dissertation topic, and making an argument in support of your overall conclusion.It should not be a second results section.. There are different ways to write this ...
PDF Heading Levels Template: Student Paper, APA Style 7th Edition
level of heading, even if one section has fewer levels of subheading than another section. For example, in a paper with Level 1 Method, Results, and Discussion headings, the Method and Results sections may each have two levels of subheading (Levels 2 and 3), and the Discussion section may have only one level of subheading (Level 2).
PDF Sample Student Paper
Sample Student Paper (continued) 66 • PAPER ELEMENTS AND FORMAT journal article reference, 10.1 YouTube video reference, 10.12 short URL, 9.36 book reference, 10.2 report reference, 10.4 blog post reference, 10.1 conference presentation reference, 10.5 edited book chapter reference, 10.3 shortDOI, 9.36 ELEMENTS & FORMAT
How to Write a Methods Section of an APA Paper
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 ...
CRediT author statement
CRediT author statement. CRediT (Contributor Roles Taxonomy) was introduced with the intention of recognizing individual author contributions, reducing authorship disputes and facilitating collaboration. The idea came about following a 2012 collaborative workshop led by Harvard University and the Wellcome Trust, with input from researchers, the ...
APA Research Paper
An APA-style paper includes the following sections: title page, abstract, introduction, method, results, discussion, and references. Your paper may also include one or more tables and/or figures. Different types of information about your study are addressed in each of the sections, as described below. General formatting rules are as follows:

APA Results Section: Full Guide + Tips + Example

APA Results Section: Basics

How to Write Results Section: APA

Preliminary Discussion in Your APA Results Section

APA Results Section: Summarize Your Data Analysis

Presenting Outcomes in Your APA Results Section

APA Results Section: How to Format

APA Results Section: Writing Tips

Example of APA Results Section

APA Results Section: Final Thoughts

Frequently Asked Questions About APA Results Section

2. What’s the difference between APA Results section and APA Discussion section?

3. When should I use tables or figures to present numbers in my APA results section?

4. What tense should I use in my results section?

You may also like

Your Step to Success

APA Results Section – Explanation & Examples

APA Results Section – In a Nutshell

Definition: APA results section

What’s included in the APA results section?

APA results section: Introducing the data

Participants

Missing data & adverse effects

APA results section: Summarizing the data

Descriptive Statistics

APA results section: Reporting the results

Inferential statistics

Confidence intervals & effect sizes

Subgroup & exploratory analyses

APA results section: Formatting numbers

APA results section: Don’t include these

What should be included in the APA results section?

What tense should I use to write my results?

When should I include tables and figures?

APA Sample Paper

Welcome to the Purdue OWL

APA 7 Student Paper:

Writing a Research Report in American Psychological Association (APA) Style

Sections of a Research Report

Introduction

The Opening

The Literature Review

The Closing

Appendices, Tables, and Figures

Sample APA-Style Research Report

Long Descriptions

Share This Book

How to Write the Results Section for an APA-Format Research Paper

Quick Navigation

Tips to Write the Qualitative Results Section

Need help with writing a research paper?

Stuck with finding the right title?

What is the difference between the results and discussion sections in a research paper?

Is writing essays your hobby?

Was this article helpful?

Prof. Linda Mia

Readers also enjoyed

Food Research Topics

Sports Research Paper Topics and Ideas

WHY WAIT? PLACE AN ORDER RIGHT NOW!

Research Results Section – Writing Guide and Examples

Research Results

Results Section in Research

Structure of Research Results Section

Outline of Research Results Section

Example of Research Results Section

Importance of Research Results

How to Write Results in A Research Paper

When to Write Research Results

Purpose of Research Results

Advantages of Research Results

About the author

Muhammad Hassan

You may also like

Assignment – Types, Examples and Writing Guide

References in Research – Types, Examples and...

Figures in Research Paper – Examples and Guide

Delimitations in Research – Types, Examples and...

Research Findings – Types Examples and Writing...

Research Paper – Structure, Examples and Writing...