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Mean Reversion in Randomized Controlled Trials: Implications for Program Targeting and Heterogeneous Treatment Effects

By Marcella Alsan, John Cawley, Joseph J. Doyle, and Nicholas Skelley

AEA Papers and Proceedings, May 2025

Eligibility criteria for interventions can induce an Ashenfelter Dip, and subsequent mean reversion results in improvement over time even absent the intervention. We investigate these dynamics for a food-as-medicine program to treat diabetes, where eligib...

Historical Differences in Female-Owned Manufacturing Establishments: The United States, 1850–1880

By Ruveyda Gozen, Richard Hornbeck, Anders Humlum, and Martin Rotemberg

AEA Papers and Proceedings, May 2025

We characterize female-owned manufacturing establishments using digitized manuscripts from the US Census of Manufactures (1850, 1860, 1870, 1880). Female-owned establishments were smaller than male-owned establishments and had lower capital-to-output rati...

Gender Gaps in Entrepreneurship: Business Networks and Collaborations in Ghana

By Monica Lambon-Quayefio, Edward Asiedu, Francesca Truffa, and Ashley Wong

AEA Papers and Proceedings, May 2025

This study examines the characteristics of business networks and how they contribute to gender disparities in entrepreneurship. We conduct a survey on a sample of 1,487 young, highly educated male and female agribusiness owners in Ghana. We document that ...

The Inverted U-Shaped Relationship between Female Entrepreneurship and Economic Development

By Nava Ashraf, Alexia Delfino, Edward L. Glaeser, and Irene Solmone

AEA Papers and Proceedings, May 2025

In the World Bank Enterprise Survey, the share of entrepreneurs who are women first rises and then falls with national income, while female labor force participation has the opposite U-shaped pattern. We present a model in which gender-based disadvantages...

The Economics of Blended Finance

By Caroline Flammer, Thomas Giroux, and Geoffrey M. Heal

AEA Papers and Proceedings, May 2025

Projects with high societal impact—such as biodiversity conservation and climate change mitigation—often offer financial returns that are too low, or too risky, to attract private capital. Under such circumstances, it can be difficult to raise adequat...

Economic Sanctions and Intermediated Trade

By Maxim Chupilkin, Beata Javorcik, Aleksandra Peeva, and Alexander Plekhanov

AEA Papers and Proceedings, May 2025

Circumvention undermines economic sanction effectiveness, yet evidence on the precise mechanisms remains limited. This paper documents two strategies deployed to work around trade sanctions imposed on Russia in 2022: intermediated trade through Caucasus a...

Trade Sanctions against Russia: Stylized Facts

By Konstantin Egorov, Vasily Korovkin, Alexey Makarin, and Dzhamilya Nigmatulina

AEA Papers and Proceedings, May 2025

Using a novel comprehensive dataset on sanctions imposed on the exports to Russia after 2022, we document four stylized facts. First, these sanctions covered 33 percent of Russia's pre-2022 imports in value. Second, though most of the sanctions were conce...