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Swimming Upstream: Struggling Firms in Corrupt Cities

Journal of Financial and Quantitative Analysis 2025 60(7), 3311-3343 open access
We find that a corrupt local environment amplifies the effects of financial distress. Following regional spikes in financial misconduct, credit becomes more difficult to obtain for local borrowers—even those not implicated themselves. This is particularly harmful for cash-constrained firms, which cut investment more sharply and lay off more workers during industry downturns. We also find that local clustering of financial misconduct is a risk factor for bankruptcy.

Agglomeration Effects in Initial Public Offerings

Journal of Financial and Quantitative Analysis 2025
We show that the decision to go public is influenced by spatial variation in the supply of equity financing. We measure the amount of capital of equity investors in each U.S. region and document that the incidence of initial public offerings (IPOs) by intangible-intensive resident firms increases significantly when regional equity capital is abundant. Using a novel empirical strategy and hand-collected data on out-of-state pension flows, we confirm that our findings are not due to underlying regional factors.