Retail Insider Trading and Market Price Efficiency: Evidence from Hacked Earnings News

2019 
From 2010--2015, a group of convicted traders accessed earnings information hours before their public release by hacking several major newswire services. We use their "insider" trading as a natural experiment to investigate how efficiently markets incorporate private information in prices. 15% of a firm’s earnings surprise was incorporated into its stock price prior to its public release when the hackers had access to non-public information. Volume and spread-based measures of informed trading detect this activity, but order flow-based measures do not. We find evidence that uninformed, professional traders traded in the same direction, amplifying the impact of informed trading.
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