It is widely believed that executives value stock options at considerably less than market or Black-Scholes-Merton values. This belief is contingent, however, on a subtle assumption that executives are like price-taking shareholders. We argue that executives not only have ability to influence...

This paper evaluates the underperformance of individual equity options relative to their replicating portfolios. Considering a high-dimensional set of variables, we use a machine learning approach to identify the characteristics of options and their underlying stocks that provide incremental...