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Trade credit and cross-country predictable firm returns

Journal of Financial Economics 2015 115(3), 592-613
We investigate the role of trade credit links in generating cross-border return predictability between international firms. Using data from 43 countries from 1993 to 2009, we find that firms with high trade credit located in producer countries have stock returns that are strongly predictable based on the returns of their associated customer countries. This behavior is especially prevalent among firms with high levels of foreign sales. To better understand this effect we develop an asset pricing model in which firms in different countries are connected by trade credit links. The model offers further predictions about this phenomenon, including stronger predictability during periods of high credit constraints and low uninformed trading volume. We find supportive empirical evidence for these predictions.

The life of the counterparty: Shock propagation in hedge fund-prime broker credit networks

Journal of Financial Economics 2022 146(3), 965-988
Using novel credit data, we show that hedge fund borrowing is significantly overcollateralized, primarily with rehypothecable securities. An idiosyncratic liquidity shock to a major prime broker significantly decreases credit to connected hedge funds. The dominant channel behind this shock transmission is credit supply reduction rather than precautionary demand reduction. Funds posting more rehypothecable collateral are less affected because their collateral alleviates prime broker liquidity constraints. Exposed funds subsequently have lower aggregate credit with worse terms, suggesting imperfect substitutability across hedge fund credit sources. Funds subject to the decrease in balance sheet leverage subsequently increase portfolio illiquidity, embedded leverage, and derivatives exposure.

Banking on Carbon: Corporate Lending and Cap-and-Trade Policy

Review of Financial Studies 2024 37(5), 1640-1684
We estimate the effect of carbon pricing policy on bank credit to greenhouse-gas-emitting firms. Our analyses exploit the geographic restrictions inherent in California’s cap-and-trade bill and a discontinuity in the embedded free permit threshold of the federal Waxman-Markey cap-and-trade bill. Affected high emission firms face shorter loan maturities, lower access to permanent forms of bank financing, higher interest rates, and higher participation of shadow banks in their lending syndicates. These effects are concentrated among private firms, while credit terms of public firms are largely unaffected. Overall, we show that banks respond quickly to realizations of transition risk.

Pricing Poseidon: Extreme Weather Uncertainty and Firm Return Dynamics

Journal of Finance 2025 80(2), 783-832 open access
We empirically analyze firm‐level uncertainty generated from extreme weather events, guided by a theoretical framework. Stock options of firms with establishments in a hurricane's (forecast) landfall region exhibit large implied volatility increases, reflecting significant uncertainty (before) after impact. Volatility risk premium dynamics reveal that investors underestimate such uncertainty. This underreaction diminishes for hurricanes after Sandy, a salient event that struck the U.S. financial center. Despite constituting idiosyncratic shocks, hurricanes affect hit firms' expected stock returns. Textual analysis of calls between firm management, analysts, and investors reveals that discussions about hurricane impacts remain elevated throughout the long‐lasting high‐uncertainty period after landfall.

LTCM Redux? Hedge fund Treasury trading, funding fragility, and risk constraints

Journal of Financial Economics 2025 169, 104017
We exploit the 2020 Treasury market shock to analyze how external and internal constraints impact arbitrageurs. Using regulatory filings, we find that hedge funds reduced arbitrage activities and increased cash holdings, despite stable credit and low contemporaneous redemptions. Creditors’ regulatory and liquidity constraints were not propagated to hedge funds through repo—Treasury arbitrageurs’ predominant financing source. Fund-creditor borrowing data reveal more regulated dealers provided, and more important clients received, disproportionately higher funding. Value-at-risk reported by funds suggests internal risk constraints were binding. Our results support theoretical predictions that arbitrageur risk constraints and precautionary liquidity management can amplify market instability even when contemporaneous financing remains resilient.