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The Informational Role of Ownership Networks in Bank Lending

Journal of Financial and Quantitative Analysis 2022 57(8), 2993-3017
This article documents novel large-sample evidence on the informational role of interfirm ownership networks in bank lending. Using comprehensive loan-level data in China, we find that banks’ internal loan ratings at issuance predict subsequent delinquent events more accurately when borrowers are connected to banks’ existing customers via ownership networks. In post-issuance monitoring for delinquent loans, banks with access to ownership networks manage to downgrade their initial ratings before late payments. These findings suggest that ownership networks facilitate the transmission of private information for bank lending. Moreover, ownership networks are more important for transmitting information related to small and medium enterprises.

Subnational debt of China: The politics-finance nexus

Journal of Financial Economics 2021 141(3), 881-895
We provide direct evidence that governments selectively default on debt when they can identify creditors. Analyzing a comprehensive data set of subnational debt, we show that Chinese local governments choose to default on banks with weaker political power. A reduction in a bank's political power relative to other banks increases the likelihood of selective default by local governments. Such default selections are driven by banks’ influence over politician promotion. When local politicians are highly ranked or connected to national leaders, they engage less in selective default as their promotion is less affected by bank loan defaults. Our findings suggest a politics-finance nexus through which government defaults are restrained.

Credit Allocation Under Economic Stimulus: Evidence from China

Review of Financial Studies 2019 32(9), 3412-3460
We study credit allocation across firms and its real effects during China’s economic stimulus plan of 2009–2010. We match confidential loan-level data from the nineteen largest Chinese banks with firm-level data on manufacturing firms. We document that the stimulus-driven credit expansion disproportionately favored state-owned firms and firms with a lower average product of capital, reversing the process of capital reallocation toward private firms that characterized China’s high growth before 2008. We argue that implicit government guarantees for state-connected firms become more prominent during recessions and can explain this reversal. Received August 23, 2017; editorial decision November 15, 2018 by Editor Philip Strahan.

Media Coverage and the Cost of Debt

Journal of Financial and Quantitative Analysis 2020 55(2), 429-471 open access
This paper investigates the relation between media coverage and offering yield spreads using a comprehensive dataset of 5,338 industrial bonds issued from 1990 to 2011. We find that media coverage is negatively associated with firms’ cost of debt. This association is robust to controlling for standard yield determinants, different model specifications, and endogeneity. We identify 4 economic channels through which media coverage influences the cost of debt: Information asymmetry, governance, liquidity, and default risk. Importantly, media coverage has an independent influence beyond the effects of these economic mechanisms and is not a proxy for other firm attributes.

Monetary Stimulus amidst the Infrastructure Investment Spree: Evidence from China's Loan‐Level Data

Journal of Finance 2023 78(2), 1147-1204
We study how a fiscal expansion via infrastructure investment influences the dynamic impacts of monetary stimulus on credit allocation. We develop a two‐stage approach and apply it to the Chinese economy with a confidential loan‐level data set that covers all sectors. We find that infrastructure investment significantly weakened monetary policy's transmission to credit allocated to private firms, while reinforcing the monetary effects on loans to state‐owned firms. This fiscal‐monetary interaction channel is key to understanding the preferential credit access enjoyed by state‐owned firms during the stimulus period. Consequently, monetary stimulus crowded out private investment and decreased capital allocation efficiency.