We study nine equity markets between 1900 and 1925 to provide an out-of-sample test of some major asset pricing anomalies during a period in which anomalies had not been documented. We find strong evidence of momentum in almost every market. We find no evidence of long-term reversals, which, coupled with the limited presence of institutional investors, suggests that underreaction should be considered as a key aspect of behavioral theories of momentum. We also find evidence for the size effect, betting-against-beta, and the outperformance of low volatility stocks, whereas we find mixed evidence of short-term reversal.

Most online marketplaces are peer-to-peer. Credit ones, however, are not and they have resurrected many features of traditional financial intermediaries. To understand why, we use online credit as a laboratory to investigate the value of financial intermediation. We develop a structural model of online debt crowdfunding and estimate it on a novel database. We find that abandoning the peer-to-peer paradigm raises lender surplus, platform profits, and credit provision, but exposes investors to liquidity risk. A counterfactual where the platform resembles a bank by bearing liquidity risk can generate larger lender surplus and credit provision when liquidity is low and lenders are risk averse.