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An Experimental Evaluation of Deferred Acceptance: Evidence From Over 100 Army Officer Labor Markets

Econometrica 2026 94(2), 641-662
Internal labor markets are increasingly important for matching workers to jobs within organizations. We present evidence from a randomized trial that compares matching workers to jobs using the deferred acceptance (DA) algorithm to the traditional manager‐directed matching process. Our setting is the U.S. Army's internal labor market, which matches over 14,000 officers to units annually. We find that DA reduces administrative burden and increases match quality as measured by reduced justified envy, increased truthful preference reporting, and officers' and units' preferences over their matches. The overall impact of DA on officer retention and performance in the two years after officers started their new jobs is limited by strategic preference coordination between officers and units. However, DA leads to significant improvements in officer retention and promotions in markets with inexperienced managers. Our findings suggest that cross‐market communication between agents in internal labor markets can attenuate the benefits of strategyproof matching algorithms.

The Value of Student Debt Relief and the Role of Administrative Barriers: Evidence from the Teacher Loan Forgiveness Program

Journal of Labor Economics 2024 42(S1), S261-S292
We explore how much borrowers value student debt relief in the setting of the federal Teacher Loan Forgiveness program, which cancels between $5,000 and $17,500 in debt for teachers at high-need schools. Using both quasi-experimental evidence and a randomized controlled trial, we find that neither eligibility nor a targeted information intervention affects employment decisions. Information was found to increase application and receipt rates for teachers who had achieved eligibility. Evidence from contingent valuation surveys suggests that teachers do in general value debt relief. Incorporating qualitative evidence, we conclude that take-up may be constrained by program complexity and administrative barriers.

Black Economists on Race and Policy: Contributions to Education, Poverty and Mobility, and Public Finance

Journal of Economic Literature 2022 60(2), 454-493
We explore the contributions of Black economists to research on major economic and social policy problems in the United States. We focus on applications in education, poverty and economic mobility, and public finance to extract common themes and patterns. The major themes that emerge include (i) Black economists’ examination of individual versus structural explanations for economic outcomes, (ii) the role played by race and discrimination, (iii) the endogenous determination of race, and (iv) the nature of objectivity and positionality in economic research. A unifying theme is a willingness of many Black economists to engage critically on economic policy issues, using frameworks both from within as well as outside of mainstream neoclassical economics.(JEL A11, D72, I23, I28, I32, J15, K42)

What do Workplace Wellness Programs do? Evidence from the Illinois Workplace Wellness Study*

Quarterly Journal of Economics 2019 134(4), 1747-1791 open access
Workplace wellness programs cover over 50 million U.S. workers and are intended to reduce medical spending, increase productivity, and improve well-being. Yet limited evidence exists to support these claims. We designed and implemented a comprehensive workplace wellness program for a large employer and randomly assigned program eligibility and financial incentives at the individual level for nearly 5,000 employees. We find strong patterns of selection: during the year prior to the intervention, program participants had lower medical expenditures and healthier behaviors than nonparticipants. The program persistently increased health screening rates, but we do not find significant causal effects of treatment on total medical expenditures, other health behaviors, employee productivity, or self-reported health status after more than two years. Our 95% confidence intervals rule out 84% of previous estimates on medical spending and absenteeism.