Before revision:  We use machine learning to identify heterogeneous effects. Overconfident subjects have lower beliefs about the fundamental, as Heidhues et al. predict, and thus would make sub-optimal decisions.
After revision:  Overconfident subjects put in less effort, and their beliefs about the fundamental, as Heidhues et al. predict, and thus would make sub-optimal decisions.