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....

Most firms deleverage from their historical peak market-leverage (ML) ratios to near-zero ML, while also markedly increasing cash balances to high levels. Among 4,476 nonfinancial firms with five or more years of post-peak data, median ML is 0.543 at the peak and 0.026 at the later trough, with...

This paper documents new and empirically important interactions between cash-balance and leverage dynamics. Cash ratios typically vary widely over extended horizons, with dynamics remarkably similar to (and complementary with) those of capital structure. Leverage and cash dynamics interact...

Proactive deleveraging from all-time peak market leverage (ML) to near-zero ML and negative net debt is the norm among 4,476 nonfinancial firms with five or more years of post-peak data. ML is 0.543 at the historical peak and 0.026 at the later trough for the median firm in this sample, with a...

While executive compensation is often blamed for the excessive risk taking by banks, little is known about the operating performance incentives used in the finance industry both prior to and subsequent to the recent crisis. We provide a comprehensive analysis of incentive design -- the link of...

Ensuring that a firm has sufficient liquidity to finance valuable projects that occur in the future is at the heart of the practice of financial management. Yet, while discussion of these issues goes back at least to Keynes (1936), a substantial literature on the ways in which firms manage...

Using theories from the behavioral finance literature to predict that investors are attracted to industries with more salient outcomes and that therefore firms in such industries have higher valuations, we find that firms in industries that have high industry-level dispersion of profitability...

Firms added to the S&P 500 index join a prestigious and exclusive club. They want to fit in the club, which creates a “keeping up with the Joneses” effect. Firms pay more attention to their index peers after inclusion and their investment, external financing, and payouts comove more with...

We investigate the impact on firms of joining the S&P 500 index from 1997 to 2017. We find that the positive announcement effect on the stock price of index inclusion has disappeared and the long-run impact of index inclusion has become negative. Inclusion worsens stock price informativeness and...

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...