Admission systems play a critical role in shaping educational opportunities by determining what choices are available to whom. Policy makers and institutions must balance multiple, often conflicting, goals which requires trade-offs between competing values. In this paper, we present core values for admission to higher education alongside a novel…

The goal of this study was to assess the outcomes of a grant-funded intervention designed to provide comprehensive training and support for holistic admissions in 26 STEM PhD programs at five California research universities. This pilot intervention combined a flexible, research-based model of holistic review, training for faculty involved with…

Government programs impose eligibility requirements to balance the goals of improving welfare while minimizing waste. We study the impact of eligibility monitoring in the context of Federal Application for Federal Student Aid (FAFSA) submissions, where students may be subject to "verification" requirements that require them to confirm…

I estimate the effect of attending an associate's degree in nursing program on nursing licensure. I use student-level academic data for all California community college students, matched to public records on all nursing licenses earned in the state. I produce causal estimates using random variation from admissions lotteries at a large nursing…

Low-income high-achieving students are less likely than high-income peers to enroll in selective colleges. Financial certainty interventions can address administrative burdens that stifle their enrollment, even when colleges are tuition-free for them. However, we do not know whether these interventions are effective when students enjoy admissions…

Dual enrollment (DE) is one of the fastest growing programs that support the high school-to-college transition. Yet, there is limited empirical evidence about its impact on either students' college application choices or admission outcomes. Using a fuzzy regression discontinuity approach on data from two cohorts of ninth-grade students in one…

As affirmative action loses political feasibility, many universities have implemented race-neutral alternatives like top percent policies and holistic review to increase enrollment among disadvantaged students. I study these policies' application, admission, and enrollment effects using University of California administrative data. UC's…

For years, discussions on inequality in college admissions have addressed standardized tests, but less is known about inequality in non-standardized components of applications. We analyzed extracurricular activity descriptions in 6,054,104 applications submitted through the Common Application using natural language processing methods. Overall,…

The impact of test-optional college admissions policies depends on whether applicants act strategically in disclosing test scores. We analyze individual applicants' standardized test scores and disclosure behavior to 50 major US colleges for entry in fall 2021, when COVID-19 prompted widespread adoption of test-optional policies. Applicants…

Students' college choices can affect their chances of earning a degree, but many lack the support to navigate the opaque college application and admissions process. This paper evaluates whether guaranteeing four-year college admissions based on transparent academic standards affected community college students' enrollment choices and graduation…

Letters of recommendation from school counselors are required to apply to many selective colleges and universities. Still, relatively little is known about how this non-standardized component may affect equity in admissions. We use cutting-edge natural language processing techniques to algorithmically analyze a national dataset of over 600,000…

This paper studies the causal impacts of public universities on the outcomes of their marginally admitted students. I use administrative admission records spanning all 35 public universities in Texas, which collectively enroll 10 percent of American public university students, to systematically identify and employ decentralized cutoffs in SAT/ACT…

We study how colleges shape their students' voting habits by linking millions of SAT takers to their college-enrollment and voting histories. To begin, we show that the fraction of students from a particular college who vote varies systematically by the college's attributes (e.g. increasing with selectivity) but also that seemingly similar…

Most selective colleges implemented test-optional admissions during the pandemic, making college entrance exam scores optional for applicants. We draw on descriptive, two-way fixed effects, and event study methods to examine variation in test-optional implementation during the pandemic and how implementation relates to selectivity and enrollment.…

Using the detailed college level data from the College Scorecard on students' post-college earnings from the near universe of four-year colleges, we assess the usefulness of going beyond comparing colleges based only on median earnings and analyze the descriptive relationship between college selectivity and earnings outcomes and how this…