We use micro data from Orbis on firm level balance sheets and income statements to document that accounting returns for privately held businesses are dispersed, persistent, and negatively correlated with firm equity. We also show that firms experience large, fat-tailed, and partly transitory...

We analyze U.S. banks' asset exposure to a recent rise in the interest rates with implications for financial stability. The U.S. banking system's market value of assets is $2 trillion lower than suggested by their book value of assets accounting for loan portfolios held to maturity....

High-yield debt including leveraged loans is characterized by incurrence financial covenants, or "cov-lite" provisions. A traditional loan agreement includes maintenance covenants, which require continuous compliance with the covenant threshold, and their violation shifts the control rights to...

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,...

We study the transmission of monetary policy through bank securities portfolios using granular supervisory data on U.S. bank securities, hedging positions, and corporate credit. Banks that experienced larger losses on their securities during the 2022-2023 monetary tightening cycle extended less...

Based on archival and survey data we show that the maturity of U.S. business loans has been continuously increasing since the mid-1930s when banks invented the term loan. Concurrently, bank innovation first involved the invention of credit analysis and covenant design. Later, bank innovation...

We explore the sources of racial disparities in small business lending by studying the $806 billion Paycheck Protection Program (PPP), which was designed to support small business jobs during the COVID-19 pandemic. PPP loans were administered by private lenders but federally guaranteed, largely...

Do low interest rates contribute to the rise in market concentration? Using data on firm financials and high frequency monetary policy shocks, we find that falling interest rates disproportionately benefit industry leaders, especially when the initial interest rate is already low. Falling rates...

We use the COVID shock to study the direct and interactive effects of several forms of corporate flexibility on short- and long-term real business plans. We find that i) workplace flexibility, namely the ability for employees to work remotely, plays a central role in determining firms'...

Across a broad range of equipment types and industries, we document a pattern of local capital reallocation from older firms to younger firms. Start-ups purchase a disproportionate share of old physical capital previously owned by more mature firms. The evidence is consistent with financial...