Panel or grouped data are often used to allow for unobserved individual heterogeneity in econometric models via fixed effects. In this paper, we discuss identification of a panel data model in which the unobserved heterogeneity both enters additively and interacts with treatment variables. We...

We examine how sell-side equity analysts strategically disclose information of differing quality to the public versus the buy-side mutual fund managers to whom they are connected. We consider cases in which analysts recommend that the public buys a stock, but some fund managers sell it. We...

Using firm-level administrative tax data on the 43% of business liabilities in the United States tied to privately held firms, we document dramatic reductions in leverage since the Great Recession. Leverage for the average private firm fell fifteen percent between 2004 and 2018. In contrast,...

This study examines "tunneling" practices through which health care providers covertly extract profit by making inflated payments for goods and services to commonly-owned related parties. While incentives to tunnel exist across sectors, health care providers may find it uniquely advantageous to...

We use administrative credit registry data from Europe to study the impact of voluntary lender net zero commitments. We have two sets of findings. First, we find no evidence of lender divestment. Net zero banks neither reduce credit supply to the sectors they target for decarbonization nor do...

China's industrial policies ("Five-Year Plans") displace U.S. production/employment and heighten plant closures in the same industries as those targeted by the policies in China. The impact was not anticipated by the stock market, but U.S. companies in the "treated industries" suffer a valuation...

We study how the macroeconomic dynamics following credit cycles vary with business bankruptcy institutions. Using data on bankruptcy efficiency and business credit around the world, we document that business credit booms are followed by severe declines in output, investment, and consumption in...

We study hand-collected data on firms' perceptions of their cost of capital. Firms with higher perceived cost of capital earn higher returns on invested capital and invest less, suggesting that the perceived cost of capital shapes long-run capital allocation. The perceived cost of capital is...

The use of private capital to finance biodiversity conservation and restoration is a new practice in sustainable finance. This study sheds light on this new practice. First, we provide a conceptual framework that lays out how biodiversity can be financed by i) pure private capital and ii)...

We show that multinational firms transmit shocks across countries through their internal capital markets. We study a credit supply shock to parent firms in Germany. International affiliates outside Germany supported their parents through internal lending, became financially constrained...