Before revision:  We show that on any network, equilibrium actions are a log-linear function of observations and each agent's accuracy admits a signal-counting interpretation  .
After revision:  We show that on any network, equilibrium actions are a log-linear function of observations and each agent's accuracy admits a signal-counting interpretation . Adding links to the observation network can harm agents even without introducing new confounds .