A detailed treatment of aggregation and capital heterogeneity substantially improves the performance of the investment CAPM. Firm-level predicted returns are constructed from firm-level accounting variables and aggregated to the portfolio level to match with portfolio-level stock returns....

The q-factor model shows strong explanatory power and largely summarizes the cross section of average stock returns. In particular, the q-factor model fully subsumes the Fama-French (2018) 6-factor model in head-to-head factor spanning tests. The q-factor model is an empirical implementation of...

Our paper provides the first cross-country evidence on the distinct dynamics of tangible and intangible investments during and after the global financial crisis. The pre-crisis rise of intangible-to-tangible capital ratio was reversed outside the U.S. due to a greater decline of intangible...

The firms listed on the stock market in aggregate contribute less to total non-farm employment and GDP now than in the 1970s. A major reason for this development is the decline of manufacturing and the growth of the service economy as firms providing services are less likely to be listed on...

We show how real and financial frictions amplify, prolong and propagate the impact of uncertainty shocks. We first use a novel instrumentation strategy to address endogeneity in estimating the impact of uncertainty, by exploiting differential firm exposure to exchange rate, policy, treasury, and...

A dynamic model featuring a stochastic technology frontier shows significant impact of technology adoption for asset prices. In equilibrium, firms operating with old capital are riskier because costly technology adoption restricts their flexibilities in upgrading to the latest technology, making...

We investigate the impact of labor-force heterogeneity on asset prices in a neoclassical model with labor and capital adjustment costs, and with aggregate productivity and adjustment cost shocks. We document that the negative firms' hiring rate-future stock return relation identified in previous...

Previous studies show that firms with low inventory growth outperform firms with high inventory growth in the cross-section of publicly traded firms. In addition, inventory investment is volatile and procyclical, and inventory-to-sales is persistent and countercyclical. We embed an inventory...

I study the cross sectional variation of stock returns and technological progress using a dynamic equilibrium model with production. In the model, technological progress is endogenously driven by Ramp;D investment and is composed of two parts. One part is product innovation devoted to creating...

We explore the relationship between sticky wages and risk. Like operating leverage, sticky wages are a source of risk for the firm. Firms, industries, regions, or times with especially high or rigid wages are especially risky. If wages are sticky, then wage growth should negatively forecast...