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Unlocking Firm-Specific Knowledge through Employee Delta

Journal of Banking & Finance 2026 open access
This paper examines whether, and to what extent, rank-and-file employee equity incentive Delta (Employee Delta ), the pay-performance sensitivity of employee’s equity holding, influences the knowledge deployment strategy. Exploiting a unique dataset that directly captures previously unexplored rank-and-file employee equity incentive plans and their design features, we provide three main findings: First, employing an instrumental variable approach, we document a positive causal relationship between employee Delta and firm-specific knowledge due to prudent risk-taking incentive. Second, this effect is stronger when the grants are given to core-technical employees, performance hurdles are not extremely challenging, vesting is weighted towards later periods, grant is broad based and firms are older. Third, we show that employee Delta promotes firm-specific knowledge through two channels: the accumulation of specialized knowledge and the extension of employees’ contribution horizons. These findings suggest that carefully designed equity incentives for rank-and-file employees (especially core-technical employees) can play a critical role in deploying firm specific knowledge, thereby enhancing long term competitive advantage.

CEO overconfidence and corporate debt maturity

Journal of Corporate Finance 2016 36, 93-110
This paper extends our knowledge of corporate debt maturity structure by examining whether and to what extent overconfident CEOs affect maturity decisions. Consistent with a demand side story, we find that firms with overconfident CEOs tend to adopt a shorter debt maturity structure by using a higher proportion of short-term debt (due within 12months). This behavior of overconfident CEOs is not deterred by the high liquidity risk associated with such a financing strategy. Our demand side explanation remains robust even after considering six possible alternative drivers including a competing supply side explanation (in which creditors are reluctant to extend long-term debt to overconfident CEOs).