Hazard stocks and expected returns

•Hazard stocks are the opposite of lottery stocks.•Hazard stocks are negatively related to future returns, suggesting an anomaly.•Limits to arbitrage and, to a lesser degree, raional learning explains the anomaly.•Arbitrage asymmetry significantly contributes to hazard stocks anomaly.•Absent short sale constraints, hazard stocks exhibit lottery preference pricing.