In this study, we collected detailed trip-level data from a leading ride-sharing company in China from September 2019 to August 2020, which cover pre-, during-, and post-pandemic phases in three major Chinese cities, and apply an instrumental variable method to investigate the causal effect of the COVID-19 pandemic on driver behavior.