We use data from an online game economy and econometric matching methods to test whether social capital of players has an impact on game success. Membership in a 'clan', a voluntary organization of players, positively impacts game success. Hence, social capital has a positive effect on outcomes. Yet, top performers do not gain from access to this social capital.