{"id":20239,"date":"2021-09-15T00:00:27","date_gmt":"2021-09-15T00:00:27","guid":{"rendered":"https:\/\/www.tamus.edu\/data-science\/?p=20239"},"modified":"2025-10-06T19:35:06","modified_gmt":"2025-10-06T19:35:06","slug":"unemployment-rates-by-race-ethnicity-gender-educational-attainment","status":"publish","type":"post","link":"https:\/\/www.tamus.edu\/data-science\/2021\/09\/15\/unemployment-rates-by-race-ethnicity-gender-educational-attainment\/","title":{"rendered":"Unemployment Rates by Race\/Ethnicity, Gender, and Educational Attainment"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"20239\" class=\"elementor elementor-20239\" 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<h1 class=\"elementor-heading-title elementor-size-default\">Analyzing Unemployment Rates Across Race\/Ethnicity, Gender, and Educational Attainment<br><\/h1>\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 );\">This blog post serves as the last of in a series of three posts that explore\u00a0<\/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 );\">a dataset from the US Bureau of Labor Statistics (BLS) that includes unemployment rate data. The previous posts have looked at <a href=\"https:\/\/www.tamus.edu\/data-science\/2021\/08\/15\/differences-in-employment-rates-by-educational-attainment-levels\/\">overall trends by educational attainment level<\/a>\u00a0and <a href=\"https:\/\/www.tamus.edu\/data-science\/2021\/09\/01\/differences-in-unemployment-rates-by-educational-attainment-race-ethnicity-and-sex\/\">trends by race\/ethnicity and gender separately<\/a>. What we have seen is that\u00a0<\/span><span style=\"font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;\"><span style=\"font-weight: bold; font-size: 16px;\">increasing educational attainment improves unemployment rates for all adults in the data<\/span><span style=\"font-size: 16px;\">,\u00a0<\/span><\/span><span style=\"font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;\"><span style=\"font-weight: bold; font-size: 16px;\">especially persons of color,<\/span><span style=\"font-size: 16px;\">\u00a0and that <b>i<\/b><\/span><\/span><span style=\"background-color: #ffffff; font-size: 16px; font-weight: bold; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;\">ncreased credentials also help close gaps between race\/ethnicity groups within educational attainment levels<\/span><span style=\"background-color: #ffffff; font-size: 16px; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif;\">. When reviewing trends by gender alone, there are small differences between male and female adults (25 years of age and older) in the data, even when stratifying the data by educational attainment.\u00a0<\/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 );\">The monthly BLS data also showed that higher levels of educational attainment serve somewhat as a <\/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 );\"><b>&#8220;recession-proofing&#8221; mechanism<\/b><\/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 the effects of recessions are less profound for those with a bachelor&#8217;s degree or higher than for adults included in the other categories of educational attainment.<\/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-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\">Exploring Unemployment Data Across a Combination of Demographic Variables<\/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-373f646 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"373f646\" 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-aee40d9\" data-id=\"aee40d9\" 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-395f194 elementor-widget elementor-widget-text-editor\" data-id=\"395f194\" 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><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 );\">\u00a0While the previous posts showed data broken out by specific demographic variables, this post analyzes how increased levels of educational attainment may differentially affect the unemployment rates across and within groups by combining\u00a0<\/span><span style=\"background-color: #ffffff; 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 );\">race\/ethnicity and gender variables. The visualizations below use\u00a0<\/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 );\">data published from the US Census Bureau&#8217;s Current Population Survey (<a href=\"https:\/\/www.bls.gov\/cps\/\">CPS<\/a>). While the previous analysis showed data spanning almost 30 years, the <\/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 ); background-color: #ffffff;\">unemployment data<\/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 ); background-color: #ffffff;\">\u00a0disaggregated by<\/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 );\">\u00a0demographic variables and educational attainment levels has only been reported since 2015. These data are reported as annual averages by the BLS,\u00a0<\/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 ); background-color: #ffffff;\">so the following analysis will include six years of trend data.\u00a0<\/span><span style=\"font-size: 16px; font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); background-color: #ffffff; color: #3366ff;\"><span style=\"font-size: 16px; font-weight: bold;\"><i style=\"font-size: 16px;\">Because the data presented are unemployment rates, the better-performing groups have lower unemployment rates.<\/i><\/span><\/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 ); background-color: #ffffff;\">\u00a0<\/span><\/p>\n<p>The first visualization below shows the six-year (2015-2020) average unemployment rate for the following combination of variables (moving left-to-right across the rows): Race\/Ethnicity + Educational Attainment + Gender. Within each row, the color of the &#8220;lollipop&#8221; is based on which gender (women or men) had the worse (i.e, higher) unemployment rate within that Race\/Ethnicity + Educational Attainment combination. For example, in the top row, women who were Black or African American with Less Than a High School Diploma had a slightly higher average unemployment rate (13.67%) than Black or African American men with Less Than a High School Diploma (13.61%). If you move down to the last row in the Black or African American group, you see that men in this race\/ethnicity group with a Bachelor&#8217;s Degree or Higher had an average unemployment rate (4.39%) that was worse than Black or African American women at the same level of educational attainment (4.01%).<\/p>\n<p>By way of observation&#8230;<\/p>\n<ul style=\"margin-left: 5em; background-color: #ffffff; list-style-position: outside; list-style-type: disc;\">\n<li>Where gender gaps exist in the visualization below, the gaps are generally greater at the lower levels of educational attainment (Less Than High School Diploma and High School Graduate, No College) within the various race\/ethnicity groups, and they are more narrow as educational attainment increases.<\/li>\n<li>Within each race\/ethnicity group, the gaps between men and women are the smallest at the Bachelor&#8217;s Degree or Higher level, as Black men are higher than Black women (4.39% vs 4.01%); Hispanic or Latino women are higher than Hispanic men (4.38% vs 4.17%); and, White women are higher than White men (3.08% vs 2.77%).\u00a0<\/li>\n<li>Within each race\/ethnicity group, there is a steady, if not dramatic, slope of improvement from lowest to highest educational attainment level. This can be seen by the length of the lines getting shorter as you move down the rows.\u00a0\u00a0<\/li>\n<li>Across race\/ethnicity groups and within educational attainment levels, White adults typically have lower unemployment rates than Hispanic or Latino adults, who typically have lower unemployment rates than Black or African American adults.<\/li>\n<li>As we have seen in other data, increasing educational attainment narrows the gaps between race\/ethnicity groups. While the extremes at the Less Than High School Diploma level represent an 8-percentage point gap (13.67% for Black or African American women vs 6.03% for Hispanic or Latino women), the extremes at the Bachelor&#8217;s Degree or Higher range from 4.39% for Black or African American men to 2.77% for White men, which is an average gap of 1.62 percentage points.<\/li>\n<li>Even when controlling for educational attainment levels, gaps in unemployment remain. For example, White women with an Associate&#8217;s Degree have an average unemployment rate (3.92%) that is lower than Black or African American women (4.01%) or Hispanic or Latino women (4.38%) with a Bachelor&#8217;s Degree or Higher.<\/li>\n<\/ul>\n<div><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 );\">:\u00a0<\/span><span style=\"background-color: #ffffff; 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 );\">There are three additional interactive visualizations that allow for further exploration of these data that can be accessed by clicking on the tabs at the top of the visualization window.\u00a0<\/span><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-size: 16px; font-weight: var( --e-global-typography-text-font-weight );\">If you are unable to read the labels in the visualization below, we recommend clicking the \u201cFull Screen\u201d button on the lower right of the visualization window to enlarge the information. Hovering over each point will provide a tooltip with additional information.<\/span><\/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-0574dba elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0574dba\" 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-c36c767\" data-id=\"c36c767\" 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-a204d0c elementor-widget elementor-widget-html\" data-id=\"a204d0c\" 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: 1279px; height: 800px;'><object class='tableauViz' width='1279' 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-2021-09-15&#47;OverallbyREEAGender' \/><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>As we have shown across three blog posts, higher levels of educational attainment promote better unemployment outcomes for all adults 25 and older, regardless of race\/ethnicity, gender, or the combination of both. This was especially true during the 2020 pandemic, as higher levels of educational attainment served as a &#8220;recession-proofing&#8221; mechanism, where the rise in unemployment from 2019 to 2020 was lower for those with a bachelor&#8217;s degree or higher than the corresponding groups with an associate&#8217;s degree or less.<\/p>\n<p>As higher education seeks to better understand and prepare to combat\u00a0<span style=\"background-color: #ffffff; 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 );\">the continuing fallout of Covid-19, the unemployment rate data speaks to a growing concern for higher education leaders: the dramatic difference between the lowest two levels of educational attainment &#8212; Less Than High School Diploma and High School Graduate, No College. With some K-12 educational leaders observing double-digit increases in the high school drop-out rate over the past two years, the trickle-up effects of lower high school completion rates will squeeze a higher education pipeline that has already been damaged by the 2020 pandemic, where two-year colleges have seen dramatic decreases in student enrollment. For the health of colleges and universities moving forward, these trends at various stages within the enrollment pipeline should be of great concern. This is a topic that may be explored further in this blog as the data from K-12 schools becomes more readily available at scale in the months to come.<\/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-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>Analyzing Unemployment Rates Across Race\/Ethnicity, Gender, and Educational Attainment This blog post serves as the last of in a series of three posts that explore\u00a0a dataset from the US Bureau of Labor Statistics (BLS) that includes unemployment rate data. 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