SHAP

  • 详情 The Optimality of Gradualism in Economies with Financial Markets
    We develop a model economy with active financial markets in which a policymaker's adoption of a gradualistic approach constitutes a Bayesian Nash equilibrium. In our model, the ex ante policy proposal influences the supply side of the economy, while the ex post policy action affects the demand side and shapes market equilibrium. When choosing policies, the policymaker internalizes the impact of her decisions on the precision of the firm-value signal. Moreover, financial markets provide a price signal that informs the government. The policymaker learns about the productivity shocks not only from firm-value performance signals but also from financial market prices. Access to information through both channels creates strong incentives for the policymaker to adopt a gradualistic approach in a time-consistent manner. Smaller policy steps yield more precise information about the productivity shock. These results hold robustly for both exogenous and endogenous information models.
  • 详情 Extrapolative expectations and asset returns: Evidence from Chinese mutual funds
    We examine how mutual funds form stock market expectations and the implications of these beliefs for asset returns, using a novel text-based measure extracted from Chinese fund reports. Funds extrapolate from recent stock market and fund returns when forming expectations, with more recent returns receiving greater weight. This recency tendency is weaker among more experienced managers. At the aggregate level, consensus expectations positively predict short-term future market returns, both in and out of sample. At the fund level, expectations are positively related to subsequent fund performance in the time series. In the cross-section, however, superior performance arises only when funds accurately forecast market direction and adjust their portfolios accordingly. This effect is stronger for optimistic forecasts and among funds with greater exposure to liquid stocks. Our findings highlight the conditional nature of belief-driven performance, shaped jointly by forecasting skill and the ability to implement views in the presence of execution frictions such as short-selling and liquidity constraints.
  • 详情 How Does Media Environment Affect Firm Innovation? Evidence from a Market-Oriented Media Reform in China
    Exploiting a unique market-oriented media reform initiated in 1996 in China, we investigate the role of media environment in affecting firm behaviour. We find robust evidence that market-oriented media environment is conductive to firm innovation, with the reform promoting patent quantity and quality substantially. The effect is more pronounced for firms with higher information asymmetry. Matching firm data with 1.3 million news reports, we find the market-oriented media reform significantly improves the criticalness and unbiasedness of news coverage and shapes an innovation-friendly environment. Our findings highlight economic outcomes of relaxing media control and underline substantial gains from deepening the reform.
  • 详情 ESG and Stock Price Volatility Risk: Evidence from Chinese A-Share Market
    This paper investigates whether Environmental, Social, and Governance (ESG) performance influences the stock idiosyncratic risk and extreme risk. We find that the ESG performance of listed companies significantly reduces the stock idiosyncratic risk and extreme risk. Furthermore, we identify that this mitigating effect is shaped by the nature of enterprise ownership and the firm life cycle. Through additional mechanistic analysis, we confirm that ESG performance affects the stock price volatility risk of listed companies by reducing levels of corporate earnings management and bolstering corporate reputation, thereby alleviating both idiosyncratic risk and extreme risk in stock prices.
  • 详情 Financial Development and the Impact of FDI on Firm Innovation: Evidence from Bank Deregulation in China
    This study investigates the role of financial development in shaping the relationship between FDI and firm innovation, based on Chinese firm-level dataset during 2008-2014. Our findings reveal that bank deregulation significantly enhances the positive effect of FDI on firm innovation. We also find that firms with greater financial constraints and those located in cities with lower levels of bank competition exhibit a more pronounced response. These results underscore the importance of considering financial market conditions and highlight the role of financial constraints and bank competition as crucial channels through which bank deregulation influences the effect of FDI on firm innovation.
  • 详情 Reputation in Insurance: Unintended Consequences for Capital Allocation
    Reputation is widely regarded as a stabilizing factor in financial institutions, reducing capital constraints and enhancing firm resilience. However, in the insurance industry, where capital requirements are shaped by solvency regulations and policyholder behavior, the effects of reputation on capital management remain unclear. This paper examines the unintended consequences of reputation in insurance asset-liability management, focusing on its impact on capital allocation. Using a novel reputation risk measure based on large language models (LLMs) and actuarial models, we show that reputation shifts influence surrender rates, altering capital requirements. While higher reputation reduces surrender risk, it increases capital demand for investment-oriented insurance products, whereas protection products remain largely unaffected. These findings challenge the conventional wisdom that reputation always eases capital constraints, highlighting the need for insurers to integrate reputation management with capital planning to avoid unintended capital strain.
  • 详情 Decoding the Nexus: Industry Litigation Risks and Corporate Misconduct in the Chinese Market
    This study examines the relationship between industry litigation risk and corporate misconduct using China's A-share listed companies’ data from 2007 to 2022. The findings indicate a significant and negative association, where companies in industries with higher median litigation amounts relative to their assets exhibit reduced incidents of misconduct. This suggests that businesses in high-risk litigation sectors may adopt more cautious practices to mitigate legal challenges and protect their reputations. The robustness of these findings is confirmed through a variety of tests, including a quasi-experimental setting of the chief judges rotation implemented in 2008. Furthermore, the study finds that external monitors including financial analysts’ site visits and local law firms moderate the negative relationship between litigation risk and misconduct. We further show that legal enforcement and moral capital are the two channels through which industry litigation risk impacts corporate misconduct. Our findings underscore the role of litigation risk in shaping peer firms' behavior.
  • 详情 Ultimate Control:Measurement,Distribution & Behavior Mechanism
    Our investigation reveals that the top 10 shareholders are the only credible contenders for dominant control rights in China's listed corporations. To measure the ultimate control of these entities, we adopt the Shapley-Shubik power index and calculate the principal shareholder's control at the top of the control pyramid. Our results demonstrate that approximately 70% of firms exhibit an ultimate control value of 1. Additionally, our analysis reveals a non-linear relationship between the ultimate control, the tunneling behavior of the ultimate controller, and the executives’excess perk consumption .Specifically, our findings suggest that this relationship is characterized by a phase transition.
  • 详情 Are Non-Soes Less Tax Avoidance When the Government is a Minority Shareholder in China?
    This study attempts to shed new light on how the state as a minority shareholder can affect the tax planning of non-state-owned enterprises(non-SOEs). We examine publicly traded non-SOEs in China and find that non-SOEs are more tax avoidance when the government is a minority shareholder, indicating that minority state ownership has played a "shelter effect" on tax avoidance of non-SOEs. Further analysis shows that the sheltering effect of minority state ownership is more prominent for firms located in areas with more social burden, worse tax enforcement and firms with stronger incentive to avoid taxes. Furthermore, non-SOEs with minority state ownership increase excessive capital expenditure and employ redundant employees, but still have higher firm value. Overall, our findings suggest the state as a minority shareholder shapes the tax-planning activities of non-SOEs in a “two-way favor exchange” manner and it is beneficial for non-SOEs to maintain a close relationship with the government in China where the government controls key resources.
  • 详情 COVID-19 exposure, financial flexibility, and corporate leverage adjustment
    This study examines how firm-level exposure to the COVID-19 pandemic affects the speed of leverage adjustment among 3260 US-listed firms from 2019q1 to 2022q1. Using a novel measure of COVID-19 exposure, we find that higher exposure significantly reduces the speed at which firms adjust their leverage towards target levels. This effect is more pronounced for financially constrained firms and those operating in competitive markets. We further show that COVID-19 exposure adversely impacts corporate liquidity, default risk, and financial flexibility. Our findings highlight the role of exogenous shocks in shaping corporate financing decisions.