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China's “Mercantilist” Government Subsidies, the Cost of Debt and Firm Performance

Journal of Banking & Finance 2018 86, 37-52 open access
China has been adopting a “mercantilist” policy by lavishing massive government subsidies on Chinese firms. Using hand-collected subsidy data on Chinese listed companies, we find that firms receiving more subsidies tend to have a lower cost of debt. However, such firms fail to have superior financial performance. Instead, firms with more subsidies tend to be overstaffed, which demonstrates higher social performance. These results are mainly driven by non-tax-based subsidies rather than tax-based subsidies. Overall, our results suggest that the Chinese government uses non-tax-based subsidies to achieve its social policy objectives at the expense of firms’ profitability.

Peer effects of star-analysts' departure: New evidence from China

Journal of Corporate Finance 2025 94, 102844
This paper examines how the departure of star analysts influences the performance of their non-star peers. Using manually collected data from China, we observe that non-star analysts enhance their forecast accuracy after a star analyst leaves. This effect is particularly pronounced when non-star analysts have previously worked within hierarchical teams or when the departing star analyst held significant internal resources within the brokerage. Additionally, the performance improvements are more substantial in environments with greater promotion opportunities and in brokerages characterized by a collective organizational culture. To establish causality, we leverage the suspension and subsequent reform of the star analyst voting system as an exogenous shock. A difference-in-difference (DID) analysis demonstrates that brokerages more affected by this shock exhibit larger improvements in analyst forecast accuracy. These findings offer new insights into the celebrity effect, highlighting how changes in team structure and internal competition influence analyst performance.

Bank deregulation and stock price crash risk

Journal of Corporate Finance 2022 72, 102148 open access
This paper examines the influence of bank branch deregulation on corporate borrowers' stock price crash risk. Using a large sample of U.S. public firms over the period 1962–2001, we provide robust evidence that intrastate branch reform contributes to the reduction of firms' stock price crash risk. Further analysis shows that the negative relation between bank branch deregulation and crash risk is more pronounced among firms that are more dependent on external finance and lending relationships, as well as firms that have weaker corporate governance and greater financial constraints. Our findings are consistent with the notion that bank branch reform improves bank monitoring efficiency, thereby reducing borrowing firms' bad news formation and hoarding, and hence their stock price crash risk. Overall, our empirical evidence suggests that, as a reform aimed at removing restrictions on bank branch expansion, bank deregulation also helps protect shareholders' wealth.

Inequality Grows in Silence: The Impact of Newspaper Closures on CEO-Worker Pay Disparity

The Accounting Review 2026
ABSTRACT Addressing income inequality is crucial for ensuring equitable and prosperous societies. This study examines the impact of the local press on intrafirm pay disparity. By using recently mandated disclosures of CEO-worker pay ratios and analyzing the staggered shutdown of local newspapers, we find that within-firm pay disparity increases by 8.2 percent following local newspaper closures. Further analysis suggests that this post-closure increase in pay disparity ratio is unlikely to be driven by either CEO compensation or worker pay alone or underlying economic conditions but instead reflects reduced concerns over reputational damage. Overall, our findings are consistent with local newspapers’ playing an important role in disseminating CEO-worker pay ratios and amplifying their reputational effects, thereby shaping and monitoring within-firm pay disparity. Data Availability: Data used in this study are available from public sources identified in the paper. JEL Classifications: G38; J31; M12; L82.

Does Public Firms’ Mandatory IFRS Reporting Crowd Out Private Firms’ Capital Investment?

Journal of Accounting Research 2023 61(4), 1263-1312 open access
ABSTRACT We investigate how the mandatory adoption of International Financial Reporting Standards (IFRS) by publicly listed firms in the European Union affects peer private firms. We find that private firms’ capital investment decreases significantly after the IFRS mandate, relative to public firms. Private firms also display decreased investment when benchmarked against firms relatively insulated from the impact of the IFRS mandate, but the magnitude of the effect is smaller in this case. These results are consistent with the hypothesis that mandatory IFRS reporting (combined with other reforms), while increasing public firms’ financing and investment, crowds out funding for private firms. The effect is more pronounced for larger private firms and in industries where public peers have greater external financing needs. Our evidence suggests that financial reporting regulations cause shifts in resource allocation in an economy.

Government subsidies and income smoothing

Contemporary Accounting Research 2024 41(3), 1477-1512 open access
Abstract This study examines the relationship between government subsidies and income smoothing using a sample of US‐listed firms. We find that subsidized firms smooth their earnings more aggressively than their unsubsidized peers. This finding is consistent with the reasoning that subsidized firms bear higher political costs and have more incentives to smooth earnings to avoid public attention. In addition, smoothing by subsidized firms is more pronounced when the subsidies are granted through non‐tax‐related channels than through tax‐based channels, and the positive association between government subsidies and income smoothing is stronger for firms under higher public scrutiny and with less transparent information environments. Further analysis shows that smoothing by subsidized firms serves mainly to obfuscate earnings and that subsidized firms that smooth earnings tend to continue receiving subsidies in the future. Overall, our results help explain the role of government subsidies in shaping firms' accounting and disclosure choices.

Do banks price production process failures? Evidence from product recalls

Journal of Banking & Finance 2022 135, 106366
This paper examines the impact of product failures on the pricing of bank loans using hand-collected data on product recalls. We find that banks tend to charge higher loan prices for firms involved in product recalls. Uncertainty as to a recall's ultimate impact on a firm's credit risk conditions banks’ loan-pricing reaction, as reflected in a firm's default risk, information asymmetry and governance deficiency, and by the damage to its reputation, arising from the recall. Further analysis reveals that the impact of product recalls on the cost of debt is stronger in firms that rely more extensively on bank financing, firms with more severe recalls, and those adopting passive recall strategies. However, medical device firms, for which product recalls are often considered a normal part of doing business, do not experience a rise in their bank financing costs following a recall. Finally, we find that recall firms experience a deterioration in their financial performance and a rise in product lawsuits post recall. Overall, our findings shed new light on the economic consequences of product failures through the lens of creditors.

What's in a name? The valuation effect of directors’ sharing of surnames

Journal of Banking & Finance 2021 122, 105991
Using surname sharing as a novel measure of social ties, we examine the effect of directors’ surname sharing on firm value. We find that boards with greater surname homogeneity are associated with lower firm value. This finding is not driven by familial ties. The negative effect of surname sharing on firm value is more pronounced when directors share rare surnames and when firms operate in regions with stronger clan systems, but is attenuated by stronger corporate governance mechanisms. The market reacts positively to plausibly exogenous director resignations that reduce director surname sharing, and negatively to board appointments that increase director surname sharing. Director surname sharing lowers firm value by reducing director dissension, granting excess executive compensation, and increasing related-party transactions. Overall, our results suggest that directors’ surname sharing, an easy-to-trace but previously neglected social tie, can have significant economic consequences.