{"id":117,"date":"2017-11-16T17:41:57","date_gmt":"2017-11-16T17:41:57","guid":{"rendered":"https:\/\/courses.lumenlearning.com\/suny-geneseo-psychologyresearchmethods\/chapter\/12-3-expressing-your-results\/"},"modified":"2017-11-16T17:41:57","modified_gmt":"2017-11-16T17:41:57","slug":"12-3-expressing-your-results","status":"publish","type":"chapter","link":"https:\/\/courses.lumenlearning.com\/suny-psychologyresearchmethods\/chapter\/12-3-expressing-your-results\/","title":{"raw":"12.3 Expressing Your Results","rendered":"12.3 Expressing Your Results"},"content":{"raw":"<div class=\"bcc-box bcc-highlight\" id=\"price_1.0-ch12_s03_n01\">\n        <h3 class=\"title\">Learning Objectives<\/h3>\n        <ol class=\"orderedlist\" id=\"price_1.0-ch12_s03_l01\"><li>Write out simple descriptive statistics in American Psychological Association (APA) style.<\/li>\n            <li>Interpret and create simple APA-style graphs\u2014including bar graphs, line graphs, and scatterplots.<\/li>\n            <li>Interpret and create simple APA-style tables\u2014including tables of group or condition means and correlation matrixes.<\/li>\n        <\/ol><\/div>\n    <p class=\"para editable block\" id=\"price_1.0-ch12_s03_p01\">Once you have conducted your descriptive statistical analyses, you will need to present them to others. In this section, we focus on presenting descriptive statistical results in writing, in graphs, and in tables\u2014following American Psychological Association (APA) guidelines for written research reports. These principles can be adapted easily to other presentation formats such as posters and slide show presentations.<\/p>\n    <div class=\"section\" id=\"price_1.0-ch12_s03_s01\">\n        <h2 class=\"title editable block\">Presenting Descriptive Statistics in Writing<\/h2>\n        <p class=\"para editable block\" id=\"price_1.0-ch12_s03_s01_p01\">When you have a small number of results to report, it is often most efficient to write them out. There are a few important APA style guidelines here. First, statistical results are always presented in the form of numerals rather than words and are usually rounded to two decimal places (e.g., \u201c2.00\u201d rather than \u201ctwo\u201d or \u201c2\u201d). They can be presented either in the narrative description of the results or parenthetically\u2014much like reference citations. Here are some examples:<\/p>\n        <span class=\"blockquote block\" id=\"price_1.0-ch12_s03_s01_bl01\">\n            The mean age of the participants was 22.43 years with a standard deviation of 2.34.\n        <\/span>\n        <span class=\"blockquote block\" id=\"price_1.0-ch12_s03_s01_bl02\">\n            Among the low self-esteem participants, those in a negative mood expressed stronger intentions to have unprotected sex (<em class=\"emphasis\">M<\/em> = 4.05, <em class=\"emphasis\">SD<\/em> = 2.32) than those in a positive mood (<em class=\"emphasis\">M<\/em> = 2.15, <em class=\"emphasis\">SD<\/em> = 2.27).\n        <\/span>\n        <span class=\"blockquote block\" id=\"price_1.0-ch12_s03_s01_bl03\">\n            The treatment group had a mean of 23.40 (<em class=\"emphasis\">SD<\/em> = 9.33), while the control group had a mean of 20.87 (<em class=\"emphasis\">SD<\/em> = 8.45).\n        <\/span>\n        <span class=\"blockquote block\" id=\"price_1.0-ch12_s03_s01_bl04\">\n            The test-retest correlation was .96.\n        <\/span>\n        <span class=\"blockquote block\" id=\"price_1.0-ch12_s03_s01_bl05\">\n            There was a moderate negative correlation between the alphabetical position of respondents\u2019 last names and their response time (<em class=\"emphasis\">r<\/em> = \u2212.27).\n        <\/span>\n        <p class=\"para editable block\" id=\"price_1.0-ch12_s03_s01_p07\">Notice that when presented in the narrative, the terms <em class=\"emphasis\">mean<\/em> and <em class=\"emphasis\">standard deviation<\/em> are written out, but when presented parenthetically, the symbols <em class=\"emphasis\">M<\/em> and <em class=\"emphasis\">SD<\/em> are used instead. Notice also that it is especially important to use parallel construction to express similar or comparable results in similar ways. The third example is <em class=\"emphasis\">much<\/em> better than the following nonparallel alternative:<\/p>\n        <span class=\"blockquote block\" id=\"price_1.0-ch12_s03_s01_bl06\">\n            The treatment group had a mean of 23.40 (<em class=\"emphasis\">SD<\/em> = 9.33), while 20.87 was the mean of the control group, which had a standard deviation of 8.45.\n        <\/span>\n    <\/div>\n    <div class=\"section\" id=\"price_1.0-ch12_s03_s02\">\n        <h2 class=\"title editable block\">Presenting Descriptive Statistics in Graphs<\/h2>\n        <p class=\"para editable block\" id=\"price_1.0-ch12_s03_s02_p01\">When you have a large number of results to report, you can often do it more clearly and efficiently with a graph. When you prepare graphs for an APA-style research report, there are some general guidelines that you should keep in mind. First, the graph should always add important information rather than repeat information that already appears in the text or in a table. (If a graph presents information more clearly or efficiently, then you should keep the graph and eliminate the text or table.) Second, graphs should be as simple as possible. For example, the <em class=\"emphasis\">Publication Manual<\/em> discourages the use of color unless it is absolutely necessary (although color can still be an effective element in posters, slide show presentations, or textbooks.) Third, graphs should be interpretable on their own. A reader should be able to understand the basic result based only on the graph and its caption and should not have to refer to the text for an explanation.<\/p>\n        <p class=\"para editable block\" id=\"price_1.0-ch12_s03_s02_p02\">There are also several more technical guidelines for graphs that include the following:<\/p>\n        <ul class=\"itemizedlist editable block\" id=\"price_1.0-ch12_s03_s02_l01\"><li>\n                <p class=\"para\">Layout<\/p>\n                <ul class=\"itemizedlist\" id=\"price_1.0-ch12_s03_s02_l02\"><li>The graph should be slightly wider than it is tall.<\/li>\n                    <li>The independent variable should be plotted on the <em class=\"emphasis\">x-<\/em>axis and the dependent variable on the <em class=\"emphasis\">y-<\/em>axis.<\/li>\n                    <li>Values should increase from left to right on the <em class=\"emphasis\">x-<\/em>axis and from bottom to top on the <em class=\"emphasis\">y-<\/em>axis.<\/li>\n                <\/ul><\/li>\n            <li>\n                <p class=\"para\">Axis Labels and Legends<\/p>\n                <ul class=\"itemizedlist\" id=\"price_1.0-ch12_s03_s02_l03\"><li>Axis labels should be clear and concise and include the units of measurement if they do not appear in the caption.<\/li>\n                    <li>Axis labels should be parallel to the axis.<\/li>\n                    <li>Legends should appear within the boundaries of the graph.<\/li>\n                    <li>Text should be in the same simple font throughout and differ by no more than four points.<\/li>\n                <\/ul><\/li>\n            <li>\n                <p class=\"para\">Captions<\/p>\n                <ul class=\"itemizedlist\" id=\"price_1.0-ch12_s03_s02_l04\"><li>Captions should briefly describe the figure, explain any abbreviations, and include the units of measurement if they do not appear in the axis labels.<\/li>\n                    <li>Captions in an APA manuscript should be typed on a separate page that appears at the end of the manuscript. See <a class=\"xref\" href=\"..\/11-presenting-your-research\/#price_1.0-ch11\">Chapter 11 \"Presenting Your Research\"<\/a> for more information.<\/li>\n                <\/ul><\/li>\n        <\/ul><div class=\"section\" id=\"price_1.0-ch12_s03_s02_s01\">\n            <h2 class=\"title editable block\">Bar Graphs<\/h2>\n            <p class=\"para editable block\" id=\"price_1.0-ch12_s03_s02_s01_p01\">As we have seen throughout this book, <span class=\"margin_term\"><b>bar graphs<\/b><\/span> are generally used to present and compare the mean scores for two or more groups or conditions. The bar graph in <a class=\"xref\" href=\"#price_1.0-ch12_s03_s02_s01_f01\">Figure 12.12 \"Sample APA-Style Bar Graph, With Error Bars Representing the Standard Errors, Based on Research by Ollendick and Colleagues\"<\/a> is an APA-style version of <a class=\"xref\" href=\"#price_1.0-ch12_s02_s01_f01\">Figure 12.5 \"Bar Graph Showing Mean Clinician Phobia Ratings for Children in Two Treatment Conditions\"<\/a>. Notice that it conforms to all the guidelines listed. A new element in <a class=\"xref\" href=\"#price_1.0-ch12_s03_s02_s01_f01\">Figure 12.12 \"Sample APA-Style Bar Graph, With Error Bars Representing the Standard Errors, Based on Research by Ollendick and Colleagues\"<\/a> is the smaller vertical bars that extend both upward and downward from the top of each main bar. These are <span class=\"margin_term\"><b>error bars<\/b><\/span>, and they represent the variability in each group or condition. Although they sometimes extend one standard deviation in each direction, they are more likely to extend one standard error in each direction (as in <a class=\"xref\" href=\"#price_1.0-ch12_s03_s02_s01_f01\">Figure 12.12 \"Sample APA-Style Bar Graph, With Error Bars Representing the Standard Errors, Based on Research by Ollendick and Colleagues\"<\/a>). The <span class=\"margin_term\"><b>standard error<\/b><\/span> is the standard deviation of the group divided by the square root of the sample size of the group. The standard error is used because, in general, a difference between group means that is greater than two standard errors is statistically significant. Thus one can \u201csee\u201d whether a difference is statistically significant based on a bar graph with error bars.<\/p>\n            <div style=\"text-align: center; font-size: .8em;\" id=\"price_1.0-ch12_s03_s02_s01_f01\">\n                <p class=\"title\"><span class=\"title-prefix\">Figure 12.12<\/span> Sample APA-Style Bar Graph, With Error Bars Representing the Standard Errors, Based on Research by Ollendick and Colleagues<\/p>\n                <a href=\"\/psychologyresearchmethods\/wp-content\/uploads\/sites\/171\/2015\/07\/a9b0890d03b31292d8a171972db5d7b1.jpg\"><img src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/2714\/2017\/11\/16174144\/a9b0890d03b31292d8a171972db5d7b1.jpg\" alt=\"Sample APA-Style Bar Graph, With Error Bars Representing the Standard Errors, Based on Research by Ollendick and Colleagues\" style=\"max-width: 497px;\"\/><\/a><\/div>\n        <\/div>\n        <div class=\"section\" id=\"price_1.0-ch12_s03_s02_s02\">\n            <h2 class=\"title editable block\">Line Graphs<\/h2>\n            <p class=\"para editable block\" id=\"price_1.0-ch12_s03_s02_s02_p01\"><span class=\"margin_term\"><b>Line graphs<\/b><\/span> are used to present correlations between quantitative variables when the independent variable has, or is organized into, a relatively small number of distinct levels. Each point in a line graph represents the mean score on the dependent variable for participants at one level of the independent variable. <a class=\"xref\" href=\"#price_1.0-ch12_s03_s02_s02_f01\">Figure 12.13 \"Sample APA-Style Line Graph Based on Research by Carlson and Conard\"<\/a> is an APA-style version of the results of Carlson and Conard. Notice that it includes error bars representing the standard error and conforms to all the stated guidelines.<\/p>\n            <div style=\"text-align: center; font-size: .8em;\" id=\"price_1.0-ch12_s03_s02_s02_f01\">\n                <p class=\"title\"><span class=\"title-prefix\">Figure 12.13<\/span> Sample APA-Style Line Graph Based on Research by Carlson and Conard<\/p>\n                <a href=\"\/psychologyresearchmethods\/wp-content\/uploads\/sites\/171\/2015\/07\/eb0168bf6b5b1acd6e23ccc3c68723f7.jpg\"><img src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/2714\/2017\/11\/16174147\/eb0168bf6b5b1acd6e23ccc3c68723f7.jpg\" alt=\"Sample APA-Style Line Graph Based on Research by Carlson and Conard\" style=\"max-width: 497px;\"\/><\/a><\/div>\n            <p class=\"para editable block\" id=\"price_1.0-ch12_s03_s02_s02_p02\">In most cases, the information in a line graph could just as easily be presented in a bar graph. In <a class=\"xref\" href=\"#price_1.0-ch12_s03_s02_s02_f01\">Figure 12.13 \"Sample APA-Style Line Graph Based on Research by Carlson and Conard\"<\/a>, for example, one could replace each point with a bar that reaches up to the same level and leave the error bars right where they are. This emphasizes the fundamental similarity of the two types of statistical relationship. Both are differences in the average score on one variable across levels of another. The convention followed by most researchers, however, is to use a bar graph when the variable plotted on the <em class=\"emphasis\">x-<\/em>axis is categorical and a line graph when it is quantitative.<\/p>\n        <\/div>\n        <div class=\"section\" id=\"price_1.0-ch12_s03_s02_s03\">\n            <h2 class=\"title editable block\">Scatterplots<\/h2>\n            <p class=\"para editable block\" id=\"price_1.0-ch12_s03_s02_s03_p01\"><span class=\"margin_term\"><b>Scatterplots<\/b><\/span> are used to present relationships between quantitative variables when the variable on the <em class=\"emphasis\">x-<\/em>axis (typically the independent variable) has a large number of levels. Each point in a scatterplot represents an individual rather than the mean for a group of individuals, and there are no lines connecting the points. The graph in <a class=\"xref\" href=\"#price_1.0-ch12_s03_s02_s03_f01\">Figure 12.14 \"Sample APA-Style Scatterplot\"<\/a> is an APA-style version of <a class=\"xref\" href=\"#price_1.0-ch12_s02_s01_s01_f02\">Figure 12.8 \"Statistical Relationship Between Several College Students\u2019 Scores on the Rosenberg Self-Esteem Scale Given on Two Occasions a Week Apart\"<\/a>, which illustrates a few additional points. First, when the variables on the <em class=\"emphasis\">x-<\/em>axis and <em class=\"emphasis\">y<\/em>-axis are conceptually similar and measured on the same scale\u2014as here, where they are measures of the same variable on two different occasions\u2014this can be emphasized by making the axes the same length. Second, when two or more individuals fall at exactly the same point on the graph, one way this can be indicated is by offsetting the points slightly along the <em class=\"emphasis\">x-<\/em>axis. Other ways are by displaying the number of individuals in parentheses next to the point or by making the point larger or darker in proportion to the number of individuals. Finally, the straight line that best fits the points in the scatterplot, which is called the regression line, can also be included.<\/p>\n            <div style=\"text-align: center; font-size: .8em;\" id=\"price_1.0-ch12_s03_s02_s03_f01\">\n                <p class=\"title\"><span class=\"title-prefix\">Figure 12.14<\/span> Sample APA-Style Scatterplot<\/p>\n                <a href=\"\/psychologyresearchmethods\/wp-content\/uploads\/sites\/171\/2015\/07\/5aa18c715eefef58a1268ff172f68d5f.jpg\"><img src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/2714\/2017\/11\/16174149\/5aa18c715eefef58a1268ff172f68d5f.jpg\" alt=\"Sample APA-Style Scatterplot\" style=\"max-width: 497px;\"\/><\/a><\/div>\n        <\/div>\n    <\/div>\n    <div class=\"section\" id=\"price_1.0-ch12_s03_s03\">\n        <h2 class=\"title editable block\">Expressing Descriptive Statistics in Tables<\/h2>\n        <p class=\"para editable block\" id=\"price_1.0-ch12_s03_s03_p01\">Like graphs, tables can be used to present large amounts of information clearly and efficiently. The same general principles apply to tables as apply to graphs. They should add important information to the presentation of your results, be as simple as possible, and be interpretable on their own. Again, we focus here on tables for an APA-style manuscript.<\/p>\n        <p class=\"para editable block\" id=\"price_1.0-ch12_s03_s03_p02\">The most common use of tables is to present several means and standard deviations\u2014usually for complex research designs with multiple independent and dependent variables. <a class=\"xref\" href=\"#price_1.0-ch12_s03_s03_f01\">Figure 12.15 \"Sample APA-Style Table Presenting Means and Standard Deviations\"<\/a>, for example, shows the results of a hypothetical study similar to the one by MacDonald and Martineau (2002) discussed in <a class=\"xref\" href=\"..\/5-psychological-measurement\/#price_1.0-ch05\">Chapter 5 \"Psychological Measurement\"<\/a>. (The means in <a class=\"xref\" href=\"#price_1.0-ch12_s03_s03_f01\">Figure 12.15 \"Sample APA-Style Table Presenting Means and Standard Deviations\"<\/a> are the means reported by MacDonald and Martineau, but the standard errors are not). Recall that these researchers categorized participants as having low or high self-esteem, put them into a negative or positive mood, and measured their intentions to have unprotected sex. Although not mentioned in <a class=\"xref\" href=\"..\/5-psychological-measurement\/#price_1.0-ch05\">Chapter 5 \"Psychological Measurement\"<\/a>, they also measured participants\u2019 attitudes toward unprotected sex. Notice that the table includes horizontal lines spanning the entire table at the top and bottom, and just beneath the column headings. Furthermore, every column has a heading\u2014including the leftmost column\u2014and there are additional headings that span two or more columns that help to organize the information and present it more efficiently. Finally, notice that APA-style tables are numbered consecutively starting at 1 (Table 1, Table 2, and so on) and given a brief but clear and descriptive title.<\/p>\n        <div style=\"text-align: center; font-size: .8em;\" id=\"price_1.0-ch12_s03_s03_f01\">\n            <p class=\"title\"><span class=\"title-prefix\">Figure 12.15<\/span> Sample APA-Style Table Presenting Means and Standard Deviations<\/p>\n            <a href=\"\/psychologyresearchmethods\/wp-content\/uploads\/sites\/171\/2015\/07\/2b41d529c48a66c4a5447509ac926c8a.jpg\"><img src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/2714\/2017\/11\/16174152\/2b41d529c48a66c4a5447509ac926c8a.jpg\" alt=\"Sample APA-Style Table Presenting Means and Standard Deviations\" style=\"max-width: 497px;\"\/><\/a><\/div>\n        <p class=\"para editable block\" id=\"price_1.0-ch12_s03_s03_p03\">Another common use of tables is to present correlations\u2014usually measured by Pearson\u2019s <em class=\"emphasis\">r<\/em>\u2014among several variables. This is called a <span class=\"margin_term\"><b>correlation matrix<\/b><\/span>. <a class=\"xref\" href=\"#price_1.0-ch12_s03_s03_f02\">Figure 12.16 \"Sample APA-Style Table (Correlation Matrix) Based on Research by McCabe and Colleagues\"<\/a> is a correlation matrix based on a study by David McCabe and colleagues (McCabe, Roediger, McDaniel, Balota, &amp; Hambrick, 2010). They were interested in the relationships between working memory and several other variables. We can see from the table that the correlation between working memory and executive function, for example, was an extremely strong .96, that the correlation between working memory and vocabulary was a medium .27, and that all the measures except vocabulary tend to decline with age. Notice here that only half the table is filled in because the other half would have identical values. For example, the Pearson\u2019s <em class=\"emphasis\">r<\/em> value in the upper right corner (working memory and age) would be the same as the one in the lower left corner (age and working memory). The correlation of a variable with itself is always 1.00, so these values are replaced by dashes to make the table easier to read.<\/p>\n        <div style=\"text-align: center; font-size: .8em;\" id=\"price_1.0-ch12_s03_s03_f02\">\n            <p class=\"title\"><span class=\"title-prefix\">Figure 12.16<\/span> Sample APA-Style Table (Correlation Matrix) Based on Research by McCabe and Colleagues<\/p>\n            <a href=\"\/psychologyresearchmethods\/wp-content\/uploads\/sites\/171\/2015\/07\/917f3163477d7cc5ade2024721104474.jpg\"><img src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/2714\/2017\/11\/16174155\/917f3163477d7cc5ade2024721104474.jpg\" alt=\"Sample APA-Style Table (Correlation Matrix) Based on Research by McCabe and Colleagues\" style=\"max-width: 497px;\"\/><\/a><\/div>\n        <p class=\"para editable block\" id=\"price_1.0-ch12_s03_s03_p04\">As with graphs, precise statistical results that appear in a table do not need to be repeated in the text. Instead, the writer can note major trends and alert the reader to details (e.g., specific correlations) that are of particular interest.<\/p>\n        <div class=\"bcc-box bcc-success\" id=\"price_1.0-ch12_s03_s03_n01\">\n            <h3 class=\"title\">Key Takeaways<\/h3>\n            <ul class=\"itemizedlist\" id=\"price_1.0-ch12_s03_s03_l01\"><li>In an APA-style article, simple results are most efficiently presented in the text, while more complex results are most efficiently presented in graphs or tables.<\/li>\n                <li>APA style includes several rules for presenting numerical results in the text. These include using words only for numbers less than 10 that do not represent precise statistical results, and rounding results to two decimal places, using words (e.g., \u201cmean\u201d) in the text and symbols (e.g., \u201c<em class=\"emphasis\">M<\/em>\u201d) in parentheses.<\/li>\n                <li>APA style includes several rules for presenting results in graphs and tables. Graphs and tables should add information rather than repeating information, be as simple as possible, and be interpretable on their own with a descriptive caption (for graphs) or a descriptive title (for tables).<\/li>\n            <\/ul><\/div>\n        <div class=\"bcc-box bcc-info\" id=\"price_1.0-ch12_s03_s03_n02\">\n            <h3 class=\"title\">Exercise<\/h3>\n            <ol class=\"orderedlist\" id=\"price_1.0-ch12_s03_s03_l02\"><li>Practice: In a classic study, men and women rated the importance of physical attractiveness in both a short-term mate and a long-term mate (Buss &amp; Schmitt, 1993). The means and standard deviations are as follows. Men \/ Short Term: <em class=\"emphasis\">M<\/em> = 5.67, <em class=\"emphasis\">SD<\/em> = 2.34; Men \/ Long Term: <em class=\"emphasis\">M<\/em> = 4.43, <em class=\"emphasis\">SD<\/em> = 2.11; Women \/ Short Term: <em class=\"emphasis\">M<\/em> = 5.67, <em class=\"emphasis\">SD<\/em> = 2.48; Women \/ Long Term: <em class=\"emphasis\">M<\/em> = 4.22, <em class=\"emphasis\">SD<\/em> = 1.98. Present these results (a) in writing, (b) in a graph, and (c) in a table.<\/li>\n            <\/ol><\/div>\n    <\/div>\n\n\n<h2>References<\/h2>\n\nBuss, D. M., &amp; Schmitt, D. P. (1993). Sexual strategies theory: A contextual evolutionary analysis of human mating. <em class=\"emphasis\">Psychological Review, 100<\/em>, 204\u2013232.\n<br\/><br\/>\nMacDonald, T. K., &amp; Martineau, A. M. (2002). Self-esteem, mood, and intentions to use condoms: When does low self-esteem lead to risky health behaviors? <em class=\"emphasis\">Journal of Experimental Social Psychology, 38<\/em>, 299\u2013306.\n<br\/><br\/>\nMcCabe, D. P., Roediger, H. L., McDaniel, M. A., Balota, D. A., &amp; Hambrick, D. Z. (2010). The relationship between working memory capacity and executive functioning. <em class=\"emphasis\">Neuropsychology, 243<\/em>, 222\u2013243.","rendered":"<div class=\"bcc-box bcc-highlight\" id=\"price_1.0-ch12_s03_n01\">\n<h3 class=\"title\">Learning Objectives<\/h3>\n<ol class=\"orderedlist\" id=\"price_1.0-ch12_s03_l01\">\n<li>Write out simple descriptive statistics in American Psychological Association (APA) style.<\/li>\n<li>Interpret and create simple APA-style graphs\u2014including bar graphs, line graphs, and scatterplots.<\/li>\n<li>Interpret and create simple APA-style tables\u2014including tables of group or condition means and correlation matrixes.<\/li>\n<\/ol>\n<\/div>\n<p class=\"para editable block\" id=\"price_1.0-ch12_s03_p01\">Once you have conducted your descriptive statistical analyses, you will need to present them to others. In this section, we focus on presenting descriptive statistical results in writing, in graphs, and in tables\u2014following American Psychological Association (APA) guidelines for written research reports. These principles can be adapted easily to other presentation formats such as posters and slide show presentations.<\/p>\n<div class=\"section\" id=\"price_1.0-ch12_s03_s01\">\n<h2 class=\"title editable block\">Presenting Descriptive Statistics in Writing<\/h2>\n<p class=\"para editable block\" id=\"price_1.0-ch12_s03_s01_p01\">When you have a small number of results to report, it is often most efficient to write them out. There are a few important APA style guidelines here. First, statistical results are always presented in the form of numerals rather than words and are usually rounded to two decimal places (e.g., \u201c2.00\u201d rather than \u201ctwo\u201d or \u201c2\u201d). They can be presented either in the narrative description of the results or parenthetically\u2014much like reference citations. Here are some examples:<\/p>\n<p>        <span class=\"blockquote block\" id=\"price_1.0-ch12_s03_s01_bl01\"><br \/>\n            The mean age of the participants was 22.43 years with a standard deviation of 2.34.<br \/>\n        <\/span><br \/>\n        <span class=\"blockquote block\" id=\"price_1.0-ch12_s03_s01_bl02\"><br \/>\n            Among the low self-esteem participants, those in a negative mood expressed stronger intentions to have unprotected sex (<em class=\"emphasis\">M<\/em> = 4.05, <em class=\"emphasis\">SD<\/em> = 2.32) than those in a positive mood (<em class=\"emphasis\">M<\/em> = 2.15, <em class=\"emphasis\">SD<\/em> = 2.27).<br \/>\n        <\/span><br \/>\n        <span class=\"blockquote block\" id=\"price_1.0-ch12_s03_s01_bl03\"><br \/>\n            The treatment group had a mean of 23.40 (<em class=\"emphasis\">SD<\/em> = 9.33), while the control group had a mean of 20.87 (<em class=\"emphasis\">SD<\/em> = 8.45).<br \/>\n        <\/span><br \/>\n        <span class=\"blockquote block\" id=\"price_1.0-ch12_s03_s01_bl04\"><br \/>\n            The test-retest correlation was .96.<br \/>\n        <\/span><br \/>\n        <span class=\"blockquote block\" id=\"price_1.0-ch12_s03_s01_bl05\"><br \/>\n            There was a moderate negative correlation between the alphabetical position of respondents\u2019 last names and their response time (<em class=\"emphasis\">r<\/em> = \u2212.27).<br \/>\n        <\/span><\/p>\n<p class=\"para editable block\" id=\"price_1.0-ch12_s03_s01_p07\">Notice that when presented in the narrative, the terms <em class=\"emphasis\">mean<\/em> and <em class=\"emphasis\">standard deviation<\/em> are written out, but when presented parenthetically, the symbols <em class=\"emphasis\">M<\/em> and <em class=\"emphasis\">SD<\/em> are used instead. Notice also that it is especially important to use parallel construction to express similar or comparable results in similar ways. The third example is <em class=\"emphasis\">much<\/em> better than the following nonparallel alternative:<\/p>\n<p>        <span class=\"blockquote block\" id=\"price_1.0-ch12_s03_s01_bl06\"><br \/>\n            The treatment group had a mean of 23.40 (<em class=\"emphasis\">SD<\/em> = 9.33), while 20.87 was the mean of the control group, which had a standard deviation of 8.45.<br \/>\n        <\/span>\n    <\/div>\n<div class=\"section\" id=\"price_1.0-ch12_s03_s02\">\n<h2 class=\"title editable block\">Presenting Descriptive Statistics in Graphs<\/h2>\n<p class=\"para editable block\" id=\"price_1.0-ch12_s03_s02_p01\">When you have a large number of results to report, you can often do it more clearly and efficiently with a graph. When you prepare graphs for an APA-style research report, there are some general guidelines that you should keep in mind. First, the graph should always add important information rather than repeat information that already appears in the text or in a table. (If a graph presents information more clearly or efficiently, then you should keep the graph and eliminate the text or table.) Second, graphs should be as simple as possible. For example, the <em class=\"emphasis\">Publication Manual<\/em> discourages the use of color unless it is absolutely necessary (although color can still be an effective element in posters, slide show presentations, or textbooks.) Third, graphs should be interpretable on their own. A reader should be able to understand the basic result based only on the graph and its caption and should not have to refer to the text for an explanation.<\/p>\n<p class=\"para editable block\" id=\"price_1.0-ch12_s03_s02_p02\">There are also several more technical guidelines for graphs that include the following:<\/p>\n<ul class=\"itemizedlist editable block\" id=\"price_1.0-ch12_s03_s02_l01\">\n<li>\n<p class=\"para\">Layout<\/p>\n<ul class=\"itemizedlist\" id=\"price_1.0-ch12_s03_s02_l02\">\n<li>The graph should be slightly wider than it is tall.<\/li>\n<li>The independent variable should be plotted on the <em class=\"emphasis\">x-<\/em>axis and the dependent variable on the <em class=\"emphasis\">y-<\/em>axis.<\/li>\n<li>Values should increase from left to right on the <em class=\"emphasis\">x-<\/em>axis and from bottom to top on the <em class=\"emphasis\">y-<\/em>axis.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p class=\"para\">Axis Labels and Legends<\/p>\n<ul class=\"itemizedlist\" id=\"price_1.0-ch12_s03_s02_l03\">\n<li>Axis labels should be clear and concise and include the units of measurement if they do not appear in the caption.<\/li>\n<li>Axis labels should be parallel to the axis.<\/li>\n<li>Legends should appear within the boundaries of the graph.<\/li>\n<li>Text should be in the same simple font throughout and differ by no more than four points.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p class=\"para\">Captions<\/p>\n<ul class=\"itemizedlist\" id=\"price_1.0-ch12_s03_s02_l04\">\n<li>Captions should briefly describe the figure, explain any abbreviations, and include the units of measurement if they do not appear in the axis labels.<\/li>\n<li>Captions in an APA manuscript should be typed on a separate page that appears at the end of the manuscript. See <a class=\"xref\" href=\"..\/11-presenting-your-research\/#price_1.0-ch11\">Chapter 11 &#8220;Presenting Your Research&#8221;<\/a> for more information.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<div class=\"section\" id=\"price_1.0-ch12_s03_s02_s01\">\n<h2 class=\"title editable block\">Bar Graphs<\/h2>\n<p class=\"para editable block\" id=\"price_1.0-ch12_s03_s02_s01_p01\">As we have seen throughout this book, <span class=\"margin_term\"><b>bar graphs<\/b><\/span> are generally used to present and compare the mean scores for two or more groups or conditions. The bar graph in <a class=\"xref\" href=\"#price_1.0-ch12_s03_s02_s01_f01\">Figure 12.12 &#8220;Sample APA-Style Bar Graph, With Error Bars Representing the Standard Errors, Based on Research by Ollendick and Colleagues&#8221;<\/a> is an APA-style version of <a class=\"xref\" href=\"#price_1.0-ch12_s02_s01_f01\">Figure 12.5 &#8220;Bar Graph Showing Mean Clinician Phobia Ratings for Children in Two Treatment Conditions&#8221;<\/a>. Notice that it conforms to all the guidelines listed. A new element in <a class=\"xref\" href=\"#price_1.0-ch12_s03_s02_s01_f01\">Figure 12.12 &#8220;Sample APA-Style Bar Graph, With Error Bars Representing the Standard Errors, Based on Research by Ollendick and Colleagues&#8221;<\/a> is the smaller vertical bars that extend both upward and downward from the top of each main bar. These are <span class=\"margin_term\"><b>error bars<\/b><\/span>, and they represent the variability in each group or condition. Although they sometimes extend one standard deviation in each direction, they are more likely to extend one standard error in each direction (as in <a class=\"xref\" href=\"#price_1.0-ch12_s03_s02_s01_f01\">Figure 12.12 &#8220;Sample APA-Style Bar Graph, With Error Bars Representing the Standard Errors, Based on Research by Ollendick and Colleagues&#8221;<\/a>). The <span class=\"margin_term\"><b>standard error<\/b><\/span> is the standard deviation of the group divided by the square root of the sample size of the group. The standard error is used because, in general, a difference between group means that is greater than two standard errors is statistically significant. Thus one can \u201csee\u201d whether a difference is statistically significant based on a bar graph with error bars.<\/p>\n<div style=\"text-align: center; font-size: .8em;\" id=\"price_1.0-ch12_s03_s02_s01_f01\">\n<p class=\"title\"><span class=\"title-prefix\">Figure 12.12<\/span> Sample APA-Style Bar Graph, With Error Bars Representing the Standard Errors, Based on Research by Ollendick and Colleagues<\/p>\n<p>                <a href=\"\/psychologyresearchmethods\/wp-content\/uploads\/sites\/171\/2015\/07\/a9b0890d03b31292d8a171972db5d7b1.jpg\"><img decoding=\"async\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/2714\/2017\/11\/16174144\/a9b0890d03b31292d8a171972db5d7b1.jpg\" alt=\"Sample APA-Style Bar Graph, With Error Bars Representing the Standard Errors, Based on Research by Ollendick and Colleagues\" style=\"max-width: 497px;\" \/><\/a><\/div>\n<\/p><\/div>\n<div class=\"section\" id=\"price_1.0-ch12_s03_s02_s02\">\n<h2 class=\"title editable block\">Line Graphs<\/h2>\n<p class=\"para editable block\" id=\"price_1.0-ch12_s03_s02_s02_p01\"><span class=\"margin_term\"><b>Line graphs<\/b><\/span> are used to present correlations between quantitative variables when the independent variable has, or is organized into, a relatively small number of distinct levels. Each point in a line graph represents the mean score on the dependent variable for participants at one level of the independent variable. <a class=\"xref\" href=\"#price_1.0-ch12_s03_s02_s02_f01\">Figure 12.13 &#8220;Sample APA-Style Line Graph Based on Research by Carlson and Conard&#8221;<\/a> is an APA-style version of the results of Carlson and Conard. Notice that it includes error bars representing the standard error and conforms to all the stated guidelines.<\/p>\n<div style=\"text-align: center; font-size: .8em;\" id=\"price_1.0-ch12_s03_s02_s02_f01\">\n<p class=\"title\"><span class=\"title-prefix\">Figure 12.13<\/span> Sample APA-Style Line Graph Based on Research by Carlson and Conard<\/p>\n<p>                <a href=\"\/psychologyresearchmethods\/wp-content\/uploads\/sites\/171\/2015\/07\/eb0168bf6b5b1acd6e23ccc3c68723f7.jpg\"><img decoding=\"async\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/2714\/2017\/11\/16174147\/eb0168bf6b5b1acd6e23ccc3c68723f7.jpg\" alt=\"Sample APA-Style Line Graph Based on Research by Carlson and Conard\" style=\"max-width: 497px;\" \/><\/a><\/div>\n<p class=\"para editable block\" id=\"price_1.0-ch12_s03_s02_s02_p02\">In most cases, the information in a line graph could just as easily be presented in a bar graph. In <a class=\"xref\" href=\"#price_1.0-ch12_s03_s02_s02_f01\">Figure 12.13 &#8220;Sample APA-Style Line Graph Based on Research by Carlson and Conard&#8221;<\/a>, for example, one could replace each point with a bar that reaches up to the same level and leave the error bars right where they are. This emphasizes the fundamental similarity of the two types of statistical relationship. Both are differences in the average score on one variable across levels of another. The convention followed by most researchers, however, is to use a bar graph when the variable plotted on the <em class=\"emphasis\">x-<\/em>axis is categorical and a line graph when it is quantitative.<\/p>\n<\/p><\/div>\n<div class=\"section\" id=\"price_1.0-ch12_s03_s02_s03\">\n<h2 class=\"title editable block\">Scatterplots<\/h2>\n<p class=\"para editable block\" id=\"price_1.0-ch12_s03_s02_s03_p01\"><span class=\"margin_term\"><b>Scatterplots<\/b><\/span> are used to present relationships between quantitative variables when the variable on the <em class=\"emphasis\">x-<\/em>axis (typically the independent variable) has a large number of levels. Each point in a scatterplot represents an individual rather than the mean for a group of individuals, and there are no lines connecting the points. The graph in <a class=\"xref\" href=\"#price_1.0-ch12_s03_s02_s03_f01\">Figure 12.14 &#8220;Sample APA-Style Scatterplot&#8221;<\/a> is an APA-style version of <a class=\"xref\" href=\"#price_1.0-ch12_s02_s01_s01_f02\">Figure 12.8 &#8220;Statistical Relationship Between Several College Students\u2019 Scores on the Rosenberg Self-Esteem Scale Given on Two Occasions a Week Apart&#8221;<\/a>, which illustrates a few additional points. First, when the variables on the <em class=\"emphasis\">x-<\/em>axis and <em class=\"emphasis\">y<\/em>-axis are conceptually similar and measured on the same scale\u2014as here, where they are measures of the same variable on two different occasions\u2014this can be emphasized by making the axes the same length. Second, when two or more individuals fall at exactly the same point on the graph, one way this can be indicated is by offsetting the points slightly along the <em class=\"emphasis\">x-<\/em>axis. Other ways are by displaying the number of individuals in parentheses next to the point or by making the point larger or darker in proportion to the number of individuals. Finally, the straight line that best fits the points in the scatterplot, which is called the regression line, can also be included.<\/p>\n<div style=\"text-align: center; font-size: .8em;\" id=\"price_1.0-ch12_s03_s02_s03_f01\">\n<p class=\"title\"><span class=\"title-prefix\">Figure 12.14<\/span> Sample APA-Style Scatterplot<\/p>\n<p>                <a href=\"\/psychologyresearchmethods\/wp-content\/uploads\/sites\/171\/2015\/07\/5aa18c715eefef58a1268ff172f68d5f.jpg\"><img decoding=\"async\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/2714\/2017\/11\/16174149\/5aa18c715eefef58a1268ff172f68d5f.jpg\" alt=\"Sample APA-Style Scatterplot\" style=\"max-width: 497px;\" \/><\/a><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"section\" id=\"price_1.0-ch12_s03_s03\">\n<h2 class=\"title editable block\">Expressing Descriptive Statistics in Tables<\/h2>\n<p class=\"para editable block\" id=\"price_1.0-ch12_s03_s03_p01\">Like graphs, tables can be used to present large amounts of information clearly and efficiently. The same general principles apply to tables as apply to graphs. They should add important information to the presentation of your results, be as simple as possible, and be interpretable on their own. Again, we focus here on tables for an APA-style manuscript.<\/p>\n<p class=\"para editable block\" id=\"price_1.0-ch12_s03_s03_p02\">The most common use of tables is to present several means and standard deviations\u2014usually for complex research designs with multiple independent and dependent variables. <a class=\"xref\" href=\"#price_1.0-ch12_s03_s03_f01\">Figure 12.15 &#8220;Sample APA-Style Table Presenting Means and Standard Deviations&#8221;<\/a>, for example, shows the results of a hypothetical study similar to the one by MacDonald and Martineau (2002) discussed in <a class=\"xref\" href=\"..\/5-psychological-measurement\/#price_1.0-ch05\">Chapter 5 &#8220;Psychological Measurement&#8221;<\/a>. (The means in <a class=\"xref\" href=\"#price_1.0-ch12_s03_s03_f01\">Figure 12.15 &#8220;Sample APA-Style Table Presenting Means and Standard Deviations&#8221;<\/a> are the means reported by MacDonald and Martineau, but the standard errors are not). Recall that these researchers categorized participants as having low or high self-esteem, put them into a negative or positive mood, and measured their intentions to have unprotected sex. Although not mentioned in <a class=\"xref\" href=\"..\/5-psychological-measurement\/#price_1.0-ch05\">Chapter 5 &#8220;Psychological Measurement&#8221;<\/a>, they also measured participants\u2019 attitudes toward unprotected sex. Notice that the table includes horizontal lines spanning the entire table at the top and bottom, and just beneath the column headings. Furthermore, every column has a heading\u2014including the leftmost column\u2014and there are additional headings that span two or more columns that help to organize the information and present it more efficiently. Finally, notice that APA-style tables are numbered consecutively starting at 1 (Table 1, Table 2, and so on) and given a brief but clear and descriptive title.<\/p>\n<div style=\"text-align: center; font-size: .8em;\" id=\"price_1.0-ch12_s03_s03_f01\">\n<p class=\"title\"><span class=\"title-prefix\">Figure 12.15<\/span> Sample APA-Style Table Presenting Means and Standard Deviations<\/p>\n<p>            <a href=\"\/psychologyresearchmethods\/wp-content\/uploads\/sites\/171\/2015\/07\/2b41d529c48a66c4a5447509ac926c8a.jpg\"><img decoding=\"async\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/2714\/2017\/11\/16174152\/2b41d529c48a66c4a5447509ac926c8a.jpg\" alt=\"Sample APA-Style Table Presenting Means and Standard Deviations\" style=\"max-width: 497px;\" \/><\/a><\/div>\n<p class=\"para editable block\" id=\"price_1.0-ch12_s03_s03_p03\">Another common use of tables is to present correlations\u2014usually measured by Pearson\u2019s <em class=\"emphasis\">r<\/em>\u2014among several variables. This is called a <span class=\"margin_term\"><b>correlation matrix<\/b><\/span>. <a class=\"xref\" href=\"#price_1.0-ch12_s03_s03_f02\">Figure 12.16 &#8220;Sample APA-Style Table (Correlation Matrix) Based on Research by McCabe and Colleagues&#8221;<\/a> is a correlation matrix based on a study by David McCabe and colleagues (McCabe, Roediger, McDaniel, Balota, &amp; Hambrick, 2010). They were interested in the relationships between working memory and several other variables. We can see from the table that the correlation between working memory and executive function, for example, was an extremely strong .96, that the correlation between working memory and vocabulary was a medium .27, and that all the measures except vocabulary tend to decline with age. Notice here that only half the table is filled in because the other half would have identical values. For example, the Pearson\u2019s <em class=\"emphasis\">r<\/em> value in the upper right corner (working memory and age) would be the same as the one in the lower left corner (age and working memory). The correlation of a variable with itself is always 1.00, so these values are replaced by dashes to make the table easier to read.<\/p>\n<div style=\"text-align: center; font-size: .8em;\" id=\"price_1.0-ch12_s03_s03_f02\">\n<p class=\"title\"><span class=\"title-prefix\">Figure 12.16<\/span> Sample APA-Style Table (Correlation Matrix) Based on Research by McCabe and Colleagues<\/p>\n<p>            <a href=\"\/psychologyresearchmethods\/wp-content\/uploads\/sites\/171\/2015\/07\/917f3163477d7cc5ade2024721104474.jpg\"><img decoding=\"async\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/2714\/2017\/11\/16174155\/917f3163477d7cc5ade2024721104474.jpg\" alt=\"Sample APA-Style Table (Correlation Matrix) Based on Research by McCabe and Colleagues\" style=\"max-width: 497px;\" \/><\/a><\/div>\n<p class=\"para editable block\" id=\"price_1.0-ch12_s03_s03_p04\">As with graphs, precise statistical results that appear in a table do not need to be repeated in the text. Instead, the writer can note major trends and alert the reader to details (e.g., specific correlations) that are of particular interest.<\/p>\n<div class=\"bcc-box bcc-success\" id=\"price_1.0-ch12_s03_s03_n01\">\n<h3 class=\"title\">Key Takeaways<\/h3>\n<ul class=\"itemizedlist\" id=\"price_1.0-ch12_s03_s03_l01\">\n<li>In an APA-style article, simple results are most efficiently presented in the text, while more complex results are most efficiently presented in graphs or tables.<\/li>\n<li>APA style includes several rules for presenting numerical results in the text. These include using words only for numbers less than 10 that do not represent precise statistical results, and rounding results to two decimal places, using words (e.g., \u201cmean\u201d) in the text and symbols (e.g., \u201c<em class=\"emphasis\">M<\/em>\u201d) in parentheses.<\/li>\n<li>APA style includes several rules for presenting results in graphs and tables. Graphs and tables should add information rather than repeating information, be as simple as possible, and be interpretable on their own with a descriptive caption (for graphs) or a descriptive title (for tables).<\/li>\n<\/ul>\n<\/div>\n<div class=\"bcc-box bcc-info\" id=\"price_1.0-ch12_s03_s03_n02\">\n<h3 class=\"title\">Exercise<\/h3>\n<ol class=\"orderedlist\" id=\"price_1.0-ch12_s03_s03_l02\">\n<li>Practice: In a classic study, men and women rated the importance of physical attractiveness in both a short-term mate and a long-term mate (Buss &amp; Schmitt, 1993). The means and standard deviations are as follows. Men \/ Short Term: <em class=\"emphasis\">M<\/em> = 5.67, <em class=\"emphasis\">SD<\/em> = 2.34; Men \/ Long Term: <em class=\"emphasis\">M<\/em> = 4.43, <em class=\"emphasis\">SD<\/em> = 2.11; Women \/ Short Term: <em class=\"emphasis\">M<\/em> = 5.67, <em class=\"emphasis\">SD<\/em> = 2.48; Women \/ Long Term: <em class=\"emphasis\">M<\/em> = 4.22, <em class=\"emphasis\">SD<\/em> = 1.98. Present these results (a) in writing, (b) in a graph, and (c) in a table.<\/li>\n<\/ol>\n<\/div><\/div>\n<h2>References<\/h2>\n<p>Buss, D. M., &amp; Schmitt, D. P. (1993). Sexual strategies theory: A contextual evolutionary analysis of human mating. <em class=\"emphasis\">Psychological Review, 100<\/em>, 204\u2013232.<\/p>\n<p>MacDonald, T. K., &amp; Martineau, A. M. (2002). Self-esteem, mood, and intentions to use condoms: When does low self-esteem lead to risky health behaviors? <em class=\"emphasis\">Journal of Experimental Social Psychology, 38<\/em>, 299\u2013306.<\/p>\n<p>McCabe, D. P., Roediger, H. L., McDaniel, M. A., Balota, D. A., &amp; Hambrick, D. Z. (2010). The relationship between working memory capacity and executive functioning. <em class=\"emphasis\">Neuropsychology, 243<\/em>, 222\u2013243.<\/p>\n\n\t\t\t <section class=\"citations-section\" role=\"contentinfo\">\n\t\t\t <h3>Candela Citations<\/h3>\n\t\t\t\t\t <div>\n\t\t\t\t\t\t <div id=\"citation-list-117\">\n\t\t\t\t\t\t\t <div class=\"licensing\"><div class=\"license-attribution-dropdown-subheading\">CC licensed content, Shared previously<\/div><ul class=\"citation-list\"><li>Research Methods in Psychology. <strong>Provided by<\/strong>: University of Minnesota Libraries Publishing. <strong>Located at<\/strong>: <a target=\"_blank\" href=\"http:\/\/open.lib.umn.edu\/psychologyresearchmethods\/\">http:\/\/open.lib.umn.edu\/psychologyresearchmethods\/<\/a>. <strong>License<\/strong>: <em><a target=\"_blank\" rel=\"license\" href=\"https:\/\/creativecommons.org\/licenses\/by-nc-sa\/4.0\/\">CC BY-NC-SA: Attribution-NonCommercial-ShareAlike<\/a><\/em><\/li><\/ul><\/div>\n\t\t\t\t\t\t <\/div>\n\t\t\t\t\t <\/div>\n\t\t\t <\/section>","protected":false},"author":23485,"menu_order":3,"template":"","meta":{"_candela_citation":"[{\"type\":\"cc\",\"description\":\"Research Methods in Psychology\",\"author\":\"\",\"organization\":\"University of Minnesota Libraries Publishing\",\"url\":\"http:\/\/open.lib.umn.edu\/psychologyresearchmethods\/\",\"project\":\"\",\"license\":\"cc-by-nc-sa\",\"license_terms\":\"\"}]","CANDELA_OUTCOMES_GUID":"","pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"class_list":["post-117","chapter","type-chapter","status-publish","hentry"],"part":111,"_links":{"self":[{"href":"https:\/\/courses.lumenlearning.com\/suny-psychologyresearchmethods\/wp-json\/pressbooks\/v2\/chapters\/117","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/courses.lumenlearning.com\/suny-psychologyresearchmethods\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/courses.lumenlearning.com\/suny-psychologyresearchmethods\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/suny-psychologyresearchmethods\/wp-json\/wp\/v2\/users\/23485"}],"version-history":[{"count":0,"href":"https:\/\/courses.lumenlearning.com\/suny-psychologyresearchmethods\/wp-json\/pressbooks\/v2\/chapters\/117\/revisions"}],"part":[{"href":"https:\/\/courses.lumenlearning.com\/suny-psychologyresearchmethods\/wp-json\/pressbooks\/v2\/parts\/111"}],"metadata":[{"href":"https:\/\/courses.lumenlearning.com\/suny-psychologyresearchmethods\/wp-json\/pressbooks\/v2\/chapters\/117\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/courses.lumenlearning.com\/suny-psychologyresearchmethods\/wp-json\/wp\/v2\/media?parent=117"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/suny-psychologyresearchmethods\/wp-json\/pressbooks\/v2\/chapter-type?post=117"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/suny-psychologyresearchmethods\/wp-json\/wp\/v2\/contributor?post=117"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/suny-psychologyresearchmethods\/wp-json\/wp\/v2\/license?post=117"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}