{"id":436,"date":"2025-07-22T12:01:40","date_gmt":"2025-07-22T16:01:40","guid":{"rendered":"https:\/\/blogs.bsu.edu\/irds\/?p=436"},"modified":"2025-07-22T12:01:40","modified_gmt":"2025-07-22T16:01:40","slug":"supporting-sophomore-success-a-closer-look-at-retention-beyond-the-first-year","status":"publish","type":"post","link":"https:\/\/blogs.bsu.edu\/irds\/2025\/07\/22\/supporting-sophomore-success-a-closer-look-at-retention-beyond-the-first-year\/","title":{"rendered":"Supporting Sophomore Success: A Closer Look at Retention Beyond the First Year"},"content":{"rendered":"<p><span data-contrast=\"auto\">Although often overshadowed by first-year retention, sophomore retention is a meaningful indicator of student progress.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><span data-contrast=\"auto\">This blog post presents an analysis of second-to-third-year enrollment patterns at Ball State, highlighting factors that support continued enrollment. The analysis includes 7,649 Fall 2020\u20132022 first-time students who returned for a second year. The project builds on a project initiated by a <a href=\"https:\/\/blogs.bsu.edu\/irds\/2025\/01\/10\/data-literacy-at-ball-state-university\/\">Data Literacy Advisory group<\/a>.<\/span><\/p>\n<div style=\"line-height: 1.2;font-size: 14px;background-color: #f9f9f9;padding: 15px;border-left: 4px solid red\">\n<p><em>Key terms used in this report:<\/em><\/p>\n<p><strong>Persisted:<\/strong> A student who continues enrollment from one academic year to the next at the same institution.<\/p>\n<p><strong>Stopped Out:<\/strong> A student who temporarily or permanently leaves the university without transferring to another institution.<\/p>\n<p><strong>Transferred:<\/strong> A student who leaves the university and enrolls at a different college or university.<\/p>\n<p><strong>Odds Ratio (OR):<\/strong> A measure that compares the odds (the chance of something happening versus not happening) of an event between two groups. In this context, it shows how much more or less likely a student is to return for a third year based on a specific factor. An odds ratio above 1 means higher odds of returning; below 1 means lower odds.<\/p>\n<p><strong>Z-statistic:<\/strong> A value that helps indicate whether a variable is related to the outcome in a regression model. Higher values suggest a stronger relationship with retention.<\/p>\n<p><strong>Significance (p-value):<\/strong> A value that indicates how likely it is that a result could have occurred by chance. A p-value below 0.05 is typically considered statistically significant.<\/p>\n<p><strong>Pseudo R\u00b2:<\/strong> A value that gives a general sense of how well the logistic regression model explains sophomore retention. Unlike R\u00b2 in linear regression, Pseudo R\u00b2 doesn\u2019t represent an exact percentage, but the value in this analysis suggests a reasonably good fit for the data.<\/p>\n<\/div>\n<p><b>Why Sophomore Retention Matters<\/b><\/p>\n<p><span style=\"font-weight: 400\">While 88% of sophomores persisted for their third year, 12% either transferred or stopped out. That&#8217;s about 300 students per class who depart after their second year, many of whom stop out altogether rather than transfer to a different institution. Understanding why they leave and how to support them can help close that gap.<\/span><\/p>\n<div style=\"text-align: center\">\n<p style=\"font-weight: bold;margin-bottom: 5px\">Figure 1: Year 2 Retention Breakdown<\/p>\n<p><img decoding=\"async\" style=\"max-width: 100%;height: auto\" src=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114303\/1_Rate.jpg\" alt=\"Year 2 Retention Breakdown\" \/><\/p>\n<\/div>\n<p><b>Key Factors that Influence Sophomore Retention<\/b><\/p>\n<ul>\n<li><b>Student Characteristics<\/b><\/li>\n<\/ul>\n<p><span class=\"TextRun SCXW50609840 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW50609840 BCX0\" data-ccp-charstyle=\"Emphasis\">A range of student characteristics and academic variables are associated with sophomore retention. <\/span><span class=\"NormalTextRun SCXW50609840 BCX0\" data-ccp-charstyle=\"Emphasis\">To start, <\/span><span class=\"NormalTextRun SCXW50609840 BCX0\" data-ccp-charstyle=\"Emphasis\">retention was lower for Pell-eligible and first-generation students compared to their peers<\/span><span class=\"NormalTextRun SCXW50609840 BCX0\" data-ccp-charstyle=\"Emphasis\">, as shown below in Figure 2<\/span><span class=\"NormalTextRun SCXW50609840 BCX0\" data-ccp-charstyle=\"Emphasis\">. While some groups had similar outcomes, these two groups showed modest but significant gaps, indicating a need for continued support into the second year.<\/span><\/span><\/p>\n<div style=\"text-align: center\">\n<p style=\"font-weight: bold;margin-bottom: 5px\">Figure 2: Sophomore Retention Rate by Select Characteristics<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"452\" data-permalink=\"https:\/\/blogs.bsu.edu\/irds\/2025\/07\/22\/supporting-sophomore-success-a-closer-look-at-retention-beyond-the-first-year\/6_hipcoursesbycharacteristics_updated-1\/\" data-orig-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/22081056\/6_HIPCoursesbyCharacteristics_updated-1.jpg\" data-orig-size=\"762,384\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"6_HIPCoursesbyCharacteristics_updated (1)\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/22081056\/6_HIPCoursesbyCharacteristics_updated-1.jpg\" class=\"aligncenter wp-image-452 size-full\" src=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/22081056\/6_HIPCoursesbyCharacteristics_updated-1.jpg\" alt=\"\" width=\"762\" height=\"384\" srcset=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/22081056\/6_HIPCoursesbyCharacteristics_updated-1.jpg 762w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/22081056\/6_HIPCoursesbyCharacteristics_updated-1-300x151.jpg 300w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/22081056\/6_HIPCoursesbyCharacteristics_updated-1-150x76.jpg 150w\" sizes=\"auto, (max-width: 762px) 100vw, 762px\" \/><\/p>\n<\/div>\n<ul>\n<li><b>Academic Progress<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">Academic achievement was one of the most powerful predictors of persistence. Students with a GPA of less than 2.0 or who had accumulated fewer than 30 earned credits after their second year were much less likely to re-enroll. GPA and credit accrual remain critical markers of success as students progress beyond their first year.\u00a0<\/span><\/p>\n<div style=\"text-align: center\">\n<p style=\"font-weight: bold;margin-bottom: 5px\">Figure 3: Sophomore Retention Rate by Cumulative GPA<\/p>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"442\" data-permalink=\"https:\/\/blogs.bsu.edu\/irds\/2025\/07\/22\/supporting-sophomore-success-a-closer-look-at-retention-beyond-the-first-year\/3_ratebycumulativegpa\/\" data-orig-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114639\/3_RatebyCumulativeGPA.jpg\" data-orig-size=\"671,337\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"3_RatebyCumulativeGPA\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114639\/3_RatebyCumulativeGPA.jpg\" class=\"wp-image-442 size-full aligncenter\" src=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114639\/3_RatebyCumulativeGPA.jpg\" alt=\"\" width=\"671\" height=\"337\" srcset=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114639\/3_RatebyCumulativeGPA.jpg 671w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114639\/3_RatebyCumulativeGPA-300x151.jpg 300w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114639\/3_RatebyCumulativeGPA-150x75.jpg 150w\" sizes=\"auto, (max-width: 671px) 100vw, 671px\" \/><\/p>\n<div style=\"text-align: center\">\n<p style=\"font-weight: bold;margin-bottom: 5px\">Figure 4: Sophomore Retention Rate by Credits Earned<\/p>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"441\" data-permalink=\"https:\/\/blogs.bsu.edu\/irds\/2025\/07\/22\/supporting-sophomore-success-a-closer-look-at-retention-beyond-the-first-year\/4_ratebycreditsearned\/\" data-orig-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114637\/4_RatebyCreditsEarned.jpg\" data-orig-size=\"639,310\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"4_RatebyCreditsEarned\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114637\/4_RatebyCreditsEarned.jpg\" class=\"wp-image-441 size-full aligncenter\" src=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114637\/4_RatebyCreditsEarned.jpg\" alt=\"\" width=\"639\" height=\"310\" srcset=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114637\/4_RatebyCreditsEarned.jpg 639w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114637\/4_RatebyCreditsEarned-300x146.jpg 300w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114637\/4_RatebyCreditsEarned-150x73.jpg 150w\" sizes=\"auto, (max-width: 639px) 100vw, 639px\" \/><\/p>\n<ul>\n<li><b><em>Engagement<\/em> Through High-Impact Practice Courses<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">Students who had completed at least one High-Impact Practice (HIP) course, like study abroad, research, or service learning, were more likely to remain enrolled. Surprisingly, the largest gains were between students who took zero HIP courses and those who took only one. Yet, Pell-eligible, first-generation students who entered with less than 30 credits were less likely to engage with HIPs.<\/span><\/p>\n<div style=\"text-align: center\">\n<p style=\"font-weight: bold;margin-bottom: 5px\">Figure 5: Sophomore Retention Rate by Number of HIP Courses<\/p>\n<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"443\" data-permalink=\"https:\/\/blogs.bsu.edu\/irds\/2025\/07\/22\/supporting-sophomore-success-a-closer-look-at-retention-beyond-the-first-year\/5_ratebyhipcourses\/\" data-orig-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114726\/5_RateByHIPCourses.jpg\" data-orig-size=\"602,225\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"5_RateByHIPCourses\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114726\/5_RateByHIPCourses.jpg\" class=\"wp-image-443 size-full aligncenter\" src=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114726\/5_RateByHIPCourses.jpg\" alt=\"\" width=\"602\" height=\"225\" srcset=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114726\/5_RateByHIPCourses.jpg 602w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114726\/5_RateByHIPCourses-300x112.jpg 300w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114726\/5_RateByHIPCourses-150x56.jpg 150w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114726\/5_RateByHIPCourses-600x225.jpg 600w\" sizes=\"auto, (max-width: 602px) 100vw, 602px\" \/><\/p>\n<div style=\"text-align: center\">\n<p style=\"font-weight: bold;margin-bottom: 5px\">Figure 6: HIP Course Participation in Year 2 by Characteristics<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"453\" data-permalink=\"https:\/\/blogs.bsu.edu\/irds\/2025\/07\/22\/supporting-sophomore-success-a-closer-look-at-retention-beyond-the-first-year\/2_ratebycharacteristics_updated\/\" data-orig-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/22081104\/2_RatebyCharacteristics_updated.jpg\" data-orig-size=\"637,298\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"2_RatebyCharacteristics_updated\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/22081104\/2_RatebyCharacteristics_updated.jpg\" class=\"aligncenter wp-image-453 size-full\" src=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/22081104\/2_RatebyCharacteristics_updated.jpg\" alt=\"\" width=\"637\" height=\"298\" srcset=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/22081104\/2_RatebyCharacteristics_updated.jpg 637w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/22081104\/2_RatebyCharacteristics_updated-300x140.jpg 300w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/22081104\/2_RatebyCharacteristics_updated-150x70.jpg 150w\" sizes=\"auto, (max-width: 637px) 100vw, 637px\" \/><\/p>\n<\/div>\n<p><b>What the Regression Data Model Reveals<\/b><\/p>\n<p><span data-contrast=\"auto\">When variables are considered together in a logistic regression model, cumulative GPA and credits earned in Year 2 emerge as the strongest predictors of sophomore retention. Students with stronger academic momentum, reflected in higher GPA and greater credit accumulation, were significantly more likely to persist. For example, each one-point increase in cumulative GPA (on a 4.0 scale) was associated with a 69% increase in the odds of returning. Non-Indiana residents, male students, and those who entered with 30 or more credits also had higher odds of returning than their counterparts. Participation in a High Impact Practice course was also positively associated with retention, even after controlling for other variables.<\/span><span data-ccp-props=\"{}\">\u00a0<span class=\"EOP SCXW149174905 BCX0\" data-ccp-props=\"{}\">\u00a0<\/span><\/span><\/p>\n<div style=\"text-align: center\">\n<p style=\"font-weight: bold;margin-bottom: 5px\"><strong>Table 1: Summarized Logistic Regression Results<\/strong><\/p>\n<p><img decoding=\"async\" style=\"max-width: 100%;height: auto\" src=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/14114944\/Table1_Regression.jpg\" alt=\"Year 2 Retention Breakdown\" \/><\/p>\n<\/div>\n<p><span style=\"font-weight: 400\">Although Pell eligibility was not a statistically significant predictor in the model, Pell-eligible students tended to have lower GPAs and earn fewer credits, variables that have an ultimate impact on retention.<\/span><\/p>\n<p><b>Comparing Year 1 vs Year 2 Predictors<\/b><\/p>\n<p><span data-contrast=\"auto\">To better understand how the drivers of student persistence evolve over time, we compared predictors of first-year retention (from first to second year) with those influencing sophomore persistence (from second to third year). To summarize these patterns, Table 2 highlights which variables were statistically significant predictors of retention in each model and how strongly they were associated with persistence, based on their Z-statistics. <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><span data-contrast=\"auto\">Several variables were significant in both models. Academic momentum, measured by credit accumulation and GPA, was strongly associated with persistence in both years. Notably, High Impact Practice (HIP) course participation was only a significant predictor in the sophomore year, highlighting the importance of engagement opportunities beyond the first year. <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><span data-contrast=\"auto\">In contrast, demographic variables such as Pell eligibility and first-generation status were significant predictors in the first-year model but not in the sophomore model. This shift suggests that early gaps in persistence may be largely shaped by differences in academic performance by the second year, highlighting the importance of early academic support and continued engagement initiatives.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<div style=\"text-align: center\">\n<p style=\"font-weight: bold;margin-bottom: 5px\">Table 2: Summarized Predictors of Persistence in Year 1 and Year 2 Models<\/p>\n<p>Note: (More &#8230;&#8230;)<\/p>\n<p><img decoding=\"async\" style=\"max-width: 100%;height: auto\" src=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/07\/15113735\/Table2_RegressionModelSummarized-2-1.jpg\" alt=\"Year 2 Retention Breakdown\" \/><\/p>\n<\/div>\n<p><b>Recommendations to Improve Sophomore Retention<\/b><\/p>\n<p><span style=\"font-weight: 400\">Based on these findings, we suggest the following strategies:<\/span><\/p>\n<ul>\n<li><b>Support Academic Progress:<\/b><span style=\"font-weight: 400\"> Identify and assist students who are falling behind in GPA or credit progression in a proactive manner<\/span><b>.<\/b><\/li>\n<li style=\"font-weight: 400\"><b>Promote HIP Courses:<\/b><span style=\"font-weight: 400\"> Promote more sophomores, particularly those from underrepresented groups, to take at least one HIP course.<\/span><\/li>\n<li style=\"font-weight: 400\"><b>Provide Sophomore-Oriented Engagement:<\/b><span style=\"font-weight: 400\"> Design programs that cater to the unique needs of students in their second year, including career planning and support for belonging.<\/span><\/li>\n<li style=\"font-weight: 400\"><b>Monitor Trends:<\/b><span style=\"font-weight: 400\"> Continue to track key indicators for subgroups to assess the effectiveness of interventions and make adjustments as necessary.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">This research builds on a project established by the <a href=\"https:\/\/blogs.bsu.edu\/irds\/2025\/01\/10\/data-literacy-at-ball-state-university\/\">Data Literacy Advisory group<\/a>. Special appreciation to advisory members Jackie Buckrop, David Frye, Michael Lane, and Andy Morrow for their thoughtful input.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Stay tuned for more updates on our data-informed efforts to support student success.<\/span><\/p>\n<blockquote><p><em>Analysis and modeling were carried out by <strong data-start=\"56\" data-end=\"92\">Joseph\u202fFinke, Research Associate<\/strong>. <strong data-start=\"94\" data-end=\"130\">Faidat\u202fBello, Graduate Assistant<\/strong> formatted the narrative and refined the visuals. The <strong data-start=\"181\" data-end=\"213\">Data Literacy Advisory Group<\/strong> offered valuable guidance throughout the project.<\/em><\/p><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>Although often overshadowed by first-year retention, sophomore retention is a meaningful indicator of student progress.\u00a0This blog post presents an analysis of second-to-third-year enrollment patterns at Ball State, highlighting factors that support continued enrollment. The analysis includes 7,649 Fall 2020\u20132022 first-time students who returned for a second year. The project builds on a project initiated by [&hellip;]<\/p>\n","protected":false},"author":427,"featured_media":446,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[29,2,3,9,38,14],"tags":[],"class_list":["post-436","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-literacy","category-featured","category-institutional-research-and-decision-support","category-research","category-sophomore","category-student-success"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Supporting Sophomore Success: A Closer Look at Retention Beyond the First Year - Data Insider<\/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:\/\/blogs.bsu.edu\/irds\/2025\/07\/22\/supporting-sophomore-success-a-closer-look-at-retention-beyond-the-first-year\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Supporting Sophomore Success: A Closer Look at Retention Beyond the First Year - Data Insider\" \/>\n<meta property=\"og:description\" content=\"Although often overshadowed by first-year retention, sophomore retention is a meaningful indicator of student progress.\u00a0This blog post presents an analysis of second-to-third-year enrollment patterns at Ball State, highlighting factors that support continued enrollment. The analysis includes 7,649 Fall 2020\u20132022 first-time students who returned for a second year. 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