Observed human capital explains less than half of wage variation. In BLS Industry Wage Surveys, establishment-based wage differentials (controlling for occupation) account for 20–70 percent of intra-industry wage variation. This corresponds to a standard deviation in wages of 14 percent of the mean, almost as large as interindustry wage variation. Investigation suggests that establishment wage differentials are not random variations or returns to usual measures of human capital.