{"id":20242,"date":"2021-10-01T00:00:38","date_gmt":"2021-10-01T00:00:38","guid":{"rendered":"https:\/\/www.tamus.edu\/data-science\/?p=20242"},"modified":"2023-02-28T22:56:30","modified_gmt":"2023-02-28T22:56:30","slug":"does-student-faculty-similarity-improve-graduation-outcomes","status":"publish","type":"post","link":"https:\/\/www.tamus.edu\/data-science\/2021\/10\/01\/does-student-faculty-similarity-improve-graduation-outcomes\/","title":{"rendered":"Does student-faculty similarity improve graduation outcomes?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"20242\" class=\"elementor elementor-20242\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5936e85f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5936e85f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-178ebc78\" data-id=\"178ebc78\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-173cbb13 elementor-widget elementor-widget-text-editor\" data-id=\"173cbb13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3664dfa elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3664dfa\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-38d7076\" data-id=\"38d7076\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6545fcd elementor-widget elementor-widget-heading\" data-id=\"6545fcd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Does student-faculty similarity improve graduation outcomes?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-847ec5b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"847ec5b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8b7394d\" data-id=\"8b7394d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ab5ad94 elementor-drop-cap-yes elementor-drop-cap-view-default elementor-widget elementor-widget-text-editor\" data-id=\"ab5ad94\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;drop_cap&quot;:&quot;yes&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight );\">As has been the case with <a href=\"https:\/\/www.tamus.edu\/data-science\/\">past data blogs<\/a>, many of the conversations occurring in higher education are focused on the concepts associated with diversity, equity, and inclusion (DEI). Universities, systems, and state boards of higher education are grappling with the implications of DEI, especially in terms of identifying equity gaps in enrollment, persistence, and graduation, and plotting a course of action to continue closing those gaps. One such line of inquiry that has come to the forefront has been whether gaps exist between student and faculty demographic representation on campus. We briefly explored this concept in an <\/span><a href=\"https:\/\/www.tamus.edu\/data-science\/2021\/01\/15\/faculty-student-demographics-comparison-at-texas-public-universities\/\" style=\"font-size: 16px; font-family: var( --e-global-typography-text-font-family ), Sans-serif;\">earlier blog post<\/a><span style=\"font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight );\">,&nbsp;finding that, in general at Texas public universities, female faculty identified as Asian, African American, or Hispanic\/Latinx are underrepresented when compared with the proportion of students in the same demographic group, as are male faculty identified as African American or Hispanic\/Latinx.&nbsp;<\/span><span style=\"font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight );\">As an extension to the previous analysis, we now return to this concept of student-faculty representation in this blog post, which will start a series of posts that will attempt to answer the following question: <\/span><b style=\"font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;\">Does closing the representation gap promote increased student outcomes for historically underrepresented minority students?<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6e9f7c9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6e9f7c9\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-50efcd2\" data-id=\"50efcd2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-571e5ad elementor-widget elementor-widget-heading\" data-id=\"571e5ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Measuring Demographic Similarities: Location Quotient (LQ)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7ad356e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7ad356e\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b4f2bbc\" data-id=\"b4f2bbc\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-50f4913 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"50f4913\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-225be38\" data-id=\"225be38\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b900a38 elementor-widget elementor-widget-text-editor\" data-id=\"b900a38\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"font-size: 16px; background-color: #ffffff;\">Previously described in other blog posts, we are calculating the location quotient (LQ) that allows comparison across demographic groups within different grouping variables. As a \u201cratio of ratios\u201d metric, the LQ takes the percentage of faculty within a specific demographic as the numerator and uses the percentage of students in that same demographic as the denominator to calculate the LQ score.\u00a0Interpreting the LQ score is relatively straightforward:<\/p>\n<ul style=\"margin-left: 2.5em; background-color: #ffffff; list-style-position: outside; list-style-type: disc; font-size: 16px;\">\n<li style=\"font-size: 16px;\"><span style=\"font-size: 16px; font-weight: bold;\">LQ score = 1.0:\u00a0<\/span>faculty\u2019s concentration is\u00a0<span style=\"font-size: 16px; font-weight: bold;\">very similar<\/span>\u00a0to the student\u2019s concentration.<\/li>\n<li style=\"font-size: 16px;\"><span style=\"font-size: 16px; font-weight: bold;\">LQ score &gt; 1.0:<\/span>\u00a0faculty\u00a0<span style=\"font-size: 16px; font-weight: bold;\">over-represented <\/span><span style=\"font-size: 16px;\">when compared to student&#8217;s concentration<\/span>.<\/li>\n<li style=\"font-size: 16px;\"><span style=\"font-size: 16px; font-weight: bold;\">LQ score &lt; 1.0:<\/span>\u00a0faculty <b>under<\/b><span style=\"font-size: 16px; background-color: #ffffff; font-weight: bold;\">-represented\u00a0<\/span><span style=\"font-size: 16px; background-color: #ffffff;\">when compared to student&#8217;s concentration<\/span><span style=\"font-size: 16px; background-color: #ffffff;\">.<\/span><\/li>\n<\/ul>\n<p style=\"font-size: 16px; background-color: #ffffff;\">The visualization to the right shows the average LQ score for each race\/ethnicity category by Carnegie Classification for all public universities in the United States. The data show that\u00a0<span style=\"font-size: 16px; font-weight: bold;\">White faculty are over-represented, while Black or African American faculty and Hispanic or Latinx faculty are under-represented across all three Carnegie Classification groups.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-5845ec5\" data-id=\"5845ec5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ee964a1 elementor-widget elementor-widget-html\" data-id=\"ee964a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script type='text\/javascript' src='https:\/\/tableau.tamu.edu\/javascripts\/api\/viz_v1.js'><\/script><div class='tableauPlaceholder' style='width: 1281px; height: 400px;'><object class='tableauViz' width='1281' height='400' style='display:none;'><param name='host_url' value='https%3A%2F%2Ftableau.tamu.edu%2F' \/> <param name='embed_code_version' value='3' \/> <param name='site_root' value='&#47;t&#47;TAMUS' \/><param name='name' value='blog-2021-10-01-lq-scores&#47;LQScoresbyCarnegieGroup' \/><param name='tabs' value='no' \/><param name='toolbar' value='yes' \/><param name='showAppBanner' value='false' \/><\/object><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b040ee1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b040ee1\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b820ce5\" data-id=\"b820ce5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-397fca6 elementor-widget elementor-widget-heading\" data-id=\"397fca6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Is there a correlation between level of representation and graduation rates?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-72abcb5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"72abcb5\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-45a253b\" data-id=\"45a253b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-16bacc4 elementor-widget elementor-widget-text-editor\" data-id=\"16bacc4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>While we&#8217;ve established that there are gaps in level of representation for historically underrepresented student populations at public universities in the U.S., the question remains as to whether larger gaps (as indicated by lower LQ scores) lead to worse 6-year graduation rates for Black or African American and Hispanic or Latinx students. In the visualizations below, we show institution-level data for LQ Score (x-axis) and 6-Year Graduation Rate (y-axis) for all public universities in the IPEDS dataset. The first visualization shows data for Black or African American students and faculty, and the second one is for Hispanic or Latinx students and faculty. The size of each circle is based on the total undergraduate enrollment in fall 2019, while the color-coding scheme is associated with the six public university systems in Texas, the group of public independent universities in Texas, and out-of-state universities (light gray). The vertical line at the 1.00 mark on the x-axis shows where there is a perfect match between demographic representation of students and faculty. The line running left-to-right across the scatterplot shows the relationship between the two variables of interest: LQ Score and Graduation Rate.<\/p>\n<p><span style=\"font-size: 16px; background-color: #ffffff;\"><b><u>Black or African American Students and Faculty: First Tab<\/u><\/b><\/span><\/p>\n<ul style=\"margin-left: 2.5em; list-style-position: outside; list-style-type: disc;\">\n<li>The first thing that is readily apparent is that <b>higher representation of Black or African American faculty when compared to student representation on campus is positively correlated with higher graduation rates for Black or African American students.<\/b><\/li>\n<li><span style=\"font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight );\">Texas A&amp;M University is the only 4-year public university in Texas that has an LQ Score greater than 1.0.<\/span><\/li>\n<li style=\"font-size: 16px;\">Approximately 88-percent of the almost 600 public universities with data in the IPEDS database have an LQ Score for Black or African Americans that is below 1.0.\u00a0<\/li>\n<li style=\"font-size: 16px;\">The average 6-year graduation rate for African American students in the data was 48.1%, which trails Hispanic or Latinx students (53.8%) and White students (60.5%).<\/li>\n<\/ul>\n<p><span style=\"font-size: 16px; background-color: #ffffff;\"><b><u>Hispanic or Latinx Students and Faculty: Second Tab<\/u><\/b><\/span><\/p>\n<ul style=\"margin-left: 2.5em; font-size: 16px; background-color: #ffffff; list-style-position: outside; list-style-type: disc;\">\n<li style=\"font-size: 16px;\">In contrast to Black or African American students, there is a <b>negative correlation between\u00a0<\/b><span style=\"font-size: 16px; font-weight: bold;\">higher representation of Hispanic or Latinx faculty and graduation rates for Hispanic or Latinx students<\/span><span style=\"font-size: 16px;\">\u00a0in the IPEDS data.<\/span><\/li>\n<li style=\"font-size: 16px;\">Over 92-percent of the public universities in the IPEDS dataset have an LQ Score for Hispanic or Latinx faculty-to-student representation that is below 1.0.<\/li>\n<li style=\"font-size: 16px;\">The average 6-year graduation rate for Hispanic or Latinx students is 53.8%, which is higher than African American students (48.1%), but lower than White students (60.5%).<\/li>\n<\/ul>\n<p><u style=\"font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight );\">NOTES<\/u><span style=\"font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight );\">: Due to some of the restrictions within the IPEDS data, not all institutions have data for either graduation rates or LQ scores and may be missing in the visualizations below.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-77e2484 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"77e2484\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5e7b627\" data-id=\"5e7b627\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-91df017 elementor-widget elementor-widget-html\" data-id=\"91df017\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script type='text\/javascript' src='https:\/\/tableau.tamu.edu\/javascripts\/api\/viz_v1.js'><\/script><div class='tableauPlaceholder' style='width: 1281px; height: 800px;'><object class='tableauViz' width='1281' height='800' style='display:none;'><param name='host_url' value='https%3A%2F%2Ftableau.tamu.edu%2F' \/> <param name='embed_code_version' value='3' \/> <param name='site_root' value='&#47;t&#47;TAMUS' \/><param name='name' value='blog-2021-10-01-by-re&#47;LQScoreandGradRateAfricanAmerican' \/><param name='tabs' value='yes' \/><param name='toolbar' value='yes' \/><param name='showAppBanner' value='false' \/><\/object><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-03f6192 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"03f6192\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-10e147c\" data-id=\"10e147c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-84054b2 elementor-widget elementor-widget-heading\" data-id=\"84054b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">So What?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-565f02e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"565f02e\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-55a8ba2\" data-id=\"55a8ba2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0224320 elementor-widget elementor-widget-text-editor\" data-id=\"0224320\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The data shown above create as many questions as they provide answers.<\/p>\n<ul style=\"margin-left: 2.5em; list-style-position: outside; list-style-type: disc;\">\n<li>Why is there a different trendline direction for African Americans (positive) and Hispanic\/Latinx (negative) when regressing graduation rate by LQ Score?<\/li>\n<li>Given that all of the universities are shown together, are there group-level differences based on institution type (Carnegie Classification)?<\/li>\n<li>What other factors might help us understand why differences exist between race\/ethnicity groups and\/or across institutions (e.g., institutional size, location, mission, students&#8217; college readiness, cost of attendance, funding, etc.)?<\/li>\n<\/ul>\n<div>Answers to these questions and others will guide the next few blog posts as we explore these data further.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-65aa7e3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"65aa7e3\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3db5b3b\" data-id=\"3db5b3b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Does student-faculty similarity improve graduation outcomes? As has been the case with past data blogs, many of the conversations occurring in higher education are focused on the concepts associated with diversity, equity, and inclusion (DEI). Universities, systems, and state boards of higher education are grappling with the implications of DEI, especially in terms of identifying&#8230;<\/p>\n","protected":false},"author":1067,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"inline_featured_image":false,"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[22,13,14,15],"tags":[],"class_list":["post-20242","post","type-post","status-publish","format-standard","hentry","category-demographics","category-graduation","category-historically-underserved-students","category-underrepresented-minorities"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Does student-faculty similarity improve graduation outcomes? - Data Science<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.tamus.edu\/data-science\/2021\/10\/01\/does-student-faculty-similarity-improve-graduation-outcomes\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Does student-faculty similarity improve graduation outcomes? - Data Science\" \/>\n<meta property=\"og:description\" content=\"Does student-faculty similarity improve graduation outcomes? As has been the case with past data blogs, many of the conversations occurring in higher education are focused on the concepts associated with diversity, equity, and inclusion (DEI). Universities, systems, and state boards of higher education are grappling with the implications of DEI, especially in terms of identifying...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.tamus.edu\/data-science\/2021\/10\/01\/does-student-faculty-similarity-improve-graduation-outcomes\/\" \/>\n<meta property=\"og:site_name\" content=\"Data Science\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/tamusystem\" \/>\n<meta property=\"article:published_time\" content=\"2021-10-01T00:00:38+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-02-28T22:56:30+00:00\" \/>\n<meta name=\"author\" content=\"Blake Decker\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@tamusystem\" \/>\n<meta name=\"twitter:site\" content=\"@tamusystem\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Blake Decker\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/2021\\\/10\\\/01\\\/does-student-faculty-similarity-improve-graduation-outcomes\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/2021\\\/10\\\/01\\\/does-student-faculty-similarity-improve-graduation-outcomes\\\/\"},\"author\":{\"name\":\"Blake Decker\",\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/#\\\/schema\\\/person\\\/85586d816f0c1679ad91952490f3369e\"},\"headline\":\"Does student-faculty similarity improve graduation outcomes?\",\"datePublished\":\"2021-10-01T00:00:38+00:00\",\"dateModified\":\"2023-02-28T22:56:30+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/2021\\\/10\\\/01\\\/does-student-faculty-similarity-improve-graduation-outcomes\\\/\"},\"wordCount\":906,\"commentCount\":2,\"publisher\":{\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/#organization\"},\"articleSection\":[\"Demographics\",\"Graduation\",\"Historically Underserved Students\",\"Underrepresented Minorities\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/2021\\\/10\\\/01\\\/does-student-faculty-similarity-improve-graduation-outcomes\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/2021\\\/10\\\/01\\\/does-student-faculty-similarity-improve-graduation-outcomes\\\/\",\"url\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/2021\\\/10\\\/01\\\/does-student-faculty-similarity-improve-graduation-outcomes\\\/\",\"name\":\"Does student-faculty similarity improve graduation outcomes? - Data Science\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/#website\"},\"datePublished\":\"2021-10-01T00:00:38+00:00\",\"dateModified\":\"2023-02-28T22:56:30+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/2021\\\/10\\\/01\\\/does-student-faculty-similarity-improve-graduation-outcomes\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/2021\\\/10\\\/01\\\/does-student-faculty-similarity-improve-graduation-outcomes\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/2021\\\/10\\\/01\\\/does-student-faculty-similarity-improve-graduation-outcomes\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Data Science Home\",\"item\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Demographics\",\"item\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/category\\\/demographics\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Does student-faculty similarity improve graduation outcomes?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/#website\",\"url\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/\",\"name\":\"Data Science\",\"description\":\"Texas A&amp;M University System - Data Science\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/#organization\",\"name\":\"The Texas A&M University System\",\"url\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/wp-content\\\/uploads\\\/sites\\\/47\\\/2026\\\/02\\\/TAMUS-WhiteSeal-1.png\",\"contentUrl\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/wp-content\\\/uploads\\\/sites\\\/47\\\/2026\\\/02\\\/TAMUS-WhiteSeal-1.png\",\"width\":700,\"height\":700,\"caption\":\"The Texas A&M University System\"},\"image\":{\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/tamusystem\",\"https:\\\/\\\/x.com\\\/tamusystem\",\"https:\\\/\\\/www.instagram.com\\\/tamusystem\\\/\",\"https:\\\/\\\/www.youtube.com\\\/user\\\/tamusystem?sub_confirmation=1\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/#\\\/schema\\\/person\\\/85586d816f0c1679ad91952490f3369e\",\"name\":\"Blake Decker\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/wp-content\\\/wphb-cache\\\/gravatar\\\/afc\\\/afc683ffc1468606bd1bc6eba83c7477x96.jpg\",\"url\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/wp-content\\\/wphb-cache\\\/gravatar\\\/afc\\\/afc683ffc1468606bd1bc6eba83c7477x96.jpg\",\"contentUrl\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/wp-content\\\/wphb-cache\\\/gravatar\\\/afc\\\/afc683ffc1468606bd1bc6eba83c7477x96.jpg\",\"caption\":\"Blake Decker\"},\"url\":\"https:\\\/\\\/www.tamus.edu\\\/data-science\\\/author\\\/bdecker\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Does student-faculty similarity improve graduation outcomes? - Data Science","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.tamus.edu\/data-science\/2021\/10\/01\/does-student-faculty-similarity-improve-graduation-outcomes\/","og_locale":"en_US","og_type":"article","og_title":"Does student-faculty similarity improve graduation outcomes? - Data Science","og_description":"Does student-faculty similarity improve graduation outcomes? As has been the case with past data blogs, many of the conversations occurring in higher education are focused on the concepts associated with diversity, equity, and inclusion (DEI). Universities, systems, and state boards of higher education are grappling with the implications of DEI, especially in terms of identifying...","og_url":"https:\/\/www.tamus.edu\/data-science\/2021\/10\/01\/does-student-faculty-similarity-improve-graduation-outcomes\/","og_site_name":"Data Science","article_publisher":"https:\/\/www.facebook.com\/tamusystem","article_published_time":"2021-10-01T00:00:38+00:00","article_modified_time":"2023-02-28T22:56:30+00:00","author":"Blake Decker","twitter_card":"summary_large_image","twitter_creator":"@tamusystem","twitter_site":"@tamusystem","twitter_misc":{"Written by":"Blake Decker","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.tamus.edu\/data-science\/2021\/10\/01\/does-student-faculty-similarity-improve-graduation-outcomes\/#article","isPartOf":{"@id":"https:\/\/www.tamus.edu\/data-science\/2021\/10\/01\/does-student-faculty-similarity-improve-graduation-outcomes\/"},"author":{"name":"Blake Decker","@id":"https:\/\/www.tamus.edu\/data-science\/#\/schema\/person\/85586d816f0c1679ad91952490f3369e"},"headline":"Does student-faculty similarity improve graduation outcomes?","datePublished":"2021-10-01T00:00:38+00:00","dateModified":"2023-02-28T22:56:30+00:00","mainEntityOfPage":{"@id":"https:\/\/www.tamus.edu\/data-science\/2021\/10\/01\/does-student-faculty-similarity-improve-graduation-outcomes\/"},"wordCount":906,"commentCount":2,"publisher":{"@id":"https:\/\/www.tamus.edu\/data-science\/#organization"},"articleSection":["Demographics","Graduation","Historically Underserved Students","Underrepresented Minorities"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.tamus.edu\/data-science\/2021\/10\/01\/does-student-faculty-similarity-improve-graduation-outcomes\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.tamus.edu\/data-science\/2021\/10\/01\/does-student-faculty-similarity-improve-graduation-outcomes\/","url":"https:\/\/www.tamus.edu\/data-science\/2021\/10\/01\/does-student-faculty-similarity-improve-graduation-outcomes\/","name":"Does student-faculty similarity improve graduation outcomes? - Data Science","isPartOf":{"@id":"https:\/\/www.tamus.edu\/data-science\/#website"},"datePublished":"2021-10-01T00:00:38+00:00","dateModified":"2023-02-28T22:56:30+00:00","breadcrumb":{"@id":"https:\/\/www.tamus.edu\/data-science\/2021\/10\/01\/does-student-faculty-similarity-improve-graduation-outcomes\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.tamus.edu\/data-science\/2021\/10\/01\/does-student-faculty-similarity-improve-graduation-outcomes\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.tamus.edu\/data-science\/2021\/10\/01\/does-student-faculty-similarity-improve-graduation-outcomes\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Data Science Home","item":"https:\/\/www.tamus.edu\/data-science\/"},{"@type":"ListItem","position":2,"name":"Demographics","item":"https:\/\/www.tamus.edu\/data-science\/category\/demographics\/"},{"@type":"ListItem","position":3,"name":"Does student-faculty similarity improve graduation outcomes?"}]},{"@type":"WebSite","@id":"https:\/\/www.tamus.edu\/data-science\/#website","url":"https:\/\/www.tamus.edu\/data-science\/","name":"Data Science","description":"Texas A&amp;M University System - Data Science","publisher":{"@id":"https:\/\/www.tamus.edu\/data-science\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.tamus.edu\/data-science\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.tamus.edu\/data-science\/#organization","name":"The Texas A&M University System","url":"https:\/\/www.tamus.edu\/data-science\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.tamus.edu\/data-science\/#\/schema\/logo\/image\/","url":"https:\/\/www.tamus.edu\/data-science\/wp-content\/uploads\/sites\/47\/2026\/02\/TAMUS-WhiteSeal-1.png","contentUrl":"https:\/\/www.tamus.edu\/data-science\/wp-content\/uploads\/sites\/47\/2026\/02\/TAMUS-WhiteSeal-1.png","width":700,"height":700,"caption":"The Texas A&M University System"},"image":{"@id":"https:\/\/www.tamus.edu\/data-science\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/tamusystem","https:\/\/x.com\/tamusystem","https:\/\/www.instagram.com\/tamusystem\/","https:\/\/www.youtube.com\/user\/tamusystem?sub_confirmation=1"]},{"@type":"Person","@id":"https:\/\/www.tamus.edu\/data-science\/#\/schema\/person\/85586d816f0c1679ad91952490f3369e","name":"Blake Decker","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.tamus.edu\/data-science\/wp-content\/wphb-cache\/gravatar\/afc\/afc683ffc1468606bd1bc6eba83c7477x96.jpg","url":"https:\/\/www.tamus.edu\/data-science\/wp-content\/wphb-cache\/gravatar\/afc\/afc683ffc1468606bd1bc6eba83c7477x96.jpg","contentUrl":"https:\/\/www.tamus.edu\/data-science\/wp-content\/wphb-cache\/gravatar\/afc\/afc683ffc1468606bd1bc6eba83c7477x96.jpg","caption":"Blake Decker"},"url":"https:\/\/www.tamus.edu\/data-science\/author\/bdecker\/"}]}},"taxonomy_info":{"category":[{"value":22,"label":"Demographics"},{"value":13,"label":"Graduation"},{"value":14,"label":"Historically Underserved Students"},{"value":15,"label":"Underrepresented Minorities"}]},"featured_image_src_large":false,"author_info":{"display_name":"Blake Decker","author_link":"https:\/\/www.tamus.edu\/data-science\/author\/bdecker\/"},"comment_info":2,"category_info":[{"term_id":22,"name":"Demographics","slug":"demographics","term_group":0,"term_taxonomy_id":19,"taxonomy":"category","description":"","parent":0,"count":25,"filter":"raw","cat_ID":22,"category_count":25,"category_description":"","cat_name":"Demographics","category_nicename":"demographics","category_parent":0},{"term_id":13,"name":"Graduation","slug":"graduation","term_group":0,"term_taxonomy_id":10,"taxonomy":"category","description":"","parent":0,"count":39,"filter":"raw","cat_ID":13,"category_count":39,"category_description":"","cat_name":"Graduation","category_nicename":"graduation","category_parent":0},{"term_id":14,"name":"Historically Underserved Students","slug":"historically-underserved-students","term_group":0,"term_taxonomy_id":11,"taxonomy":"category","description":"","parent":0,"count":9,"filter":"raw","cat_ID":14,"category_count":9,"category_description":"","cat_name":"Historically Underserved Students","category_nicename":"historically-underserved-students","category_parent":0},{"term_id":15,"name":"Underrepresented Minorities","slug":"underrepresented-minorities","term_group":0,"term_taxonomy_id":12,"taxonomy":"category","description":"","parent":0,"count":15,"filter":"raw","cat_ID":15,"category_count":15,"category_description":"","cat_name":"Underrepresented Minorities","category_nicename":"underrepresented-minorities","category_parent":0}],"tag_info":false,"_links":{"self":[{"href":"https:\/\/www.tamus.edu\/data-science\/wp-json\/wp\/v2\/posts\/20242","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tamus.edu\/data-science\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.tamus.edu\/data-science\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.tamus.edu\/data-science\/wp-json\/wp\/v2\/users\/1067"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tamus.edu\/data-science\/wp-json\/wp\/v2\/comments?post=20242"}],"version-history":[{"count":0,"href":"https:\/\/www.tamus.edu\/data-science\/wp-json\/wp\/v2\/posts\/20242\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.tamus.edu\/data-science\/wp-json\/wp\/v2\/media?parent=20242"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.tamus.edu\/data-science\/wp-json\/wp\/v2\/categories?post=20242"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tamus.edu\/data-science\/wp-json\/wp\/v2\/tags?post=20242"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}