To our knowledge there exist no studies that employ the tools of spatial econometrics to estimate peer effects on effort in the workplace. Yet it is a natural approach to evaluating the importance of peer effects and, in particular, the potentially infectious nature of shirking. The main contribution of this paper is to extend the approach used by Krautmann and Donley (2009) to allow for spatial autocorrelation in relative effort levels across players on a given team.