Pairwise covariances of firm growth rates appear to drive the variance of aggregate growth rates in productivity, sales, and profit for public firms in the United States over the last half-century. High-productivity firms contribute most to the covariances driving aggregate variance, but least per dollar of market value that they generate. This fact may explain why investors demand lower returns from high-productivity firms. A tractable model of within-firm diversification qualitatively matches the empirical evidence, generating endogenous first and second moments of firm and aggregate productivity, and endogenous comovement between firm and aggregate productivity. In the model, movements in firm productivity drive movements in firm sales and profit, and firms’ expected excess stock returns rise as firms’ productivities covary more with aggregate productivity, relative to their market values. A regression analysis lends tentative empirical support to several predictions of the model.