This thesis contains three essays on empirical finance. The first essay examines racial differentials in the most popular online home valuation algorithm and studies how the algorithmic valuation information affects racial price differentials in the U.S. housing market. I find that valuations from the algorithm display some racial differentials, but such differentials are much smaller in magnitude compared to the racial differentials in transaction prices. In addition, the availability of the algorithmic information significantly reduces racial differentials in transaction prices in terms of the overpayment of Black buyers relative to White buyers. The findings suggest that an algorithm exhibiting some racial differentials may still help re...