This study concludes that traditional logistic regression models, particularly those using ACT Composite scores, tend to demonstrate better fairness metrics across subgroups compared to a fairness-aware machine learning gradient-boosted machine model. The exclusion of race/ethnicity from predictive models does not introduce notable bias and may…

The Tuition Opportunity Program for Students, subsequently renamed the Taylor Opportunity Program for Students (TOPS), was created by Act 1375 of the 1997 Regular Legislative Session. The first college freshman class to receive TOPS awards entered postsecondary education in the fall of 1998. Act 1202 of the 2001 Regular Legislative Session…

Every year, the Student Transitions Project (STP) collects post-secondary enrolment and credential completion data from the twenty-five British Columbia (B.C.) public post-secondary institutions and links this data to secondary school enrolment information via encrypted personal education numbers (PENs). Now comprising 22 complete academic years…

Over the past decade, Tennessee has invested in several policies addressing the educational attainment of adult learners. One of these policies, Tennessee Reconnect, is a last-dollar scholarship for eligible adults to attend community college free of tuition and mandatory fees. In 2021, two community colleges participated in a year-long pilot…

Roughly every five years, the British Columbia Council on Admissions and Transfer (BCCAT) publishes a report on the demographic characteristics of transfer students and their post-transfer academic performance. Using data collected at the BC public universities, this report examines pathways and performance of transfer students from the BC…

Vocational Education and Training (VET) programs are prevalent in a European context, but often struggle with drop-out rates that exceed those of general upper-secondary education. Using Danish administrative data, we study the effects of reform-induced reductions in shares of VET students who did not pass their lower secondary final exams on…

The ability of universities and colleges to predict the success of admitted students continues to be a key concern of higher education officials. Apart from a desire to see students have successful academic careers, there is also the fiscal reality of greater tuition revenues providing needed support for university budgets. Using administrative…

This study investigated the value of ACT Composite scores and high school GPA (HSGPA) in predicting first-year college GPA (FYGPA) and degree completion of students with disabilities who took the ACT with accommodations and enrolled at a two-year or four-year public institution in a single state in the southern US. Descriptive analyses found that…

To boost college graduation rates, policymakers often advocate for academic supports such as coaching or mentoring. Proactive and intensive coaching interventions are effective, but are costly and difficult to scale. We evaluate a relatively lower-cost group coaching program targeted at first-year college students placed on academic probation.…

Implementation of AB 705 in fall 2019 required California community colleges to use high school grade point average (HSGPA) as the main measure of placement and maximize the likelihood of students being placed into transfer-level English and math courses. Since that time, research has shown that with the vast increase in access to transfer-level…

Assembly Bill 1705 (AB 1705) seeks to strengthen students' completion of the first STEM Calculus course for Science, Technology, Engineering, and Math (STEM) programs across the California Community Colleges. The law sets new standards for students' placement and first math enrollment to ensure STEM students begin in transfer-level coursework that…

This technical appendix accompanies the report, "Preparatory Pathways and STEM Calculus Completion: Implications of the AB 1705 Standards." The appendices contain a full methods section and multivariate analyses that augment the descriptive analyses presented in the report. Together, these analyses examined a cohort of more than 37,000…

The Tuition Opportunity Program for Students subsequently renamed the Taylor Opportunity Program for Students (TOPS) was created by Act 1375 of the 1997 Regular Legislative Session. The first college freshman class to receive TOPS awards entered postsecondary education in the fall of 1998. Act 1202 of the 2001 Regular Legislative Session requires…

Under the authority of the P-20 Longitudinal Education Data System Act (105 ILCS 13/1 et seq.) (the "LDS Act"), the Illinois Community College Board (ICCB) is the State Education Authority responsible for collecting and maintaining enrollment, completion, and student characteristic information on community college students. The data…

The Alaska Performance Scholarship (APS) rewards students who strive to excel in high school and continue their education in degree and certificate programs in Alaska. This report covers the high school, postsecondary, Alaska residency, and workforce outcomes of the APS program between Fall 2011-2023. [This report was prepared by Resource Data,…