This paper studies a large international dataset of insider trades, constructing an aggregate signal for each stock using several insider-trade signals from academic research.
Long-short portfolios generate significant alphas in about 2/3 of countries.
Examples of signals (see Appendix for all signals and definitions):
• CFO trades
• Trades by multiple insiders in the same direction
• Trades by historically profitable insiders
Performance is strongest for small caps and long trades. The authors argue that the results don't necessarily reflect insiders trading on non-public info, but rather their skill in acting on public information.