We present an empirical study of stress testing for portfolios of auto loans. We find that loans aged five years or more have significantly higher default probabilities. This finding raises concerns about the increasing maturity of auto loans in recent years. A challenge in stress testing is the instability of the estimated coefficient of macroeconomic variables, which raises questions on the reliability of stress test results. For this reason, it is important for model developers to perform sensitivity analyses and make conservative adjustment to minimize model risk.

Despite the significance of social networks in influencing firm behavior, research on their impact on corporate tax behavior is limited. In this paper, we construct social networks of CFOs from U.S. companies based on their employment history, education, and non-professional activities. We find that firms with more socially connected CFOs have lower effective tax rates (ETR) compared to firms with less socially connected CFOs. This effect is more pronounced when corporate governance is weaker and managers have higher incentives. Furthermore, a firm's ETR decreases as CFO centrality increases. We do not observe similar results regarding the connectedness of boards of directors. Additionally, firm pairs exhibit similar ETRs when their CFOs are socially connected, suggesting an exchange of tax-related information among CFOs through their social networks. We also find that the past ETRs of firms with central CFOs predict the ETRs of firms with non-central CFOs. This indicates that less socially connected CFOs tend to follow the tax planning strategies of their more socially connected counterparts. Overall, our findings indicate that more socially connected CFOs possess more relevant information and resources regarding tax planning, leading to the adoption of more aggressive tax strategies compared to their less socially connected counterparts.