Leveraging a unique quasi-experiment in which a leading Chinese ride-sharing company introduced surge pricing in different cities in waves, this research combines the difference-in-differences estimator with the causal forest algorithm to identify the causal effects of surge pricing on driver behavior in the ride-sharing market.