We conduct a comprehensive comparison of market beta estimation techniques. We study the performance of several … historical, time-series model, and option implied estimators for estimating realized market beta. Thereby, we find the hybrid …, including fully implied and GARCH-based methods for dynamic conditional beta, are dominated by a simple beta estimate based on …