The Home Affordable Modification Program's (HAMP's) Principal Reduction Alternative (PRA) is a government-sponsored program to reduce the principal balances and monthly mortgage payments of troubled borrowers. We examine the effect of principal forgiveness on borrowers' subsequent mortgage default. The program's rules imply a kink in the relationship between principal forgiveness and a borrower's initial equity level. Our identification strategy exploits the quasi-experimental variation in principal forgiveness generated by this kink using a regression kink design (RKD), which compares the relationship between initial equity and default on either side of the kink. We estimate that HAMP PRA reduced the quarterly default hazard from 3.8% to 3.1%.

Firms until recently were effectively constrained to hold liquid assets in non-interest-bearing accounts. As a result, the cost of capital of firms' liquid-assets portfolios exceeded the return, especially when the risk-free interest rate was high. The spread between cost and return is the cost of carry. Changes in the cost of carry explain the dynamics of corporate "cash" holdings both in the United States and abroad, and the level of cost of carry explains the level of liquid-asset holdings across countries. We conclude that current US corporate cash holdings are not abnormal in a historical or international comparison.

We propose a hybrid approach for estimating beta that shrinks rolling window estimates toward firm-specific priors motivated by economic theory. Our method yields superior forecasts of beta that have important practical implications. First, unlike standard rolling window betas, hybrid betas carry a significant price of risk in the cross-section even after controlling for characteristics. Second, the hybrid approach offers statistically and economically significant out-of-sample benefits for investors who use factor models to construct optimal portfolios. We show that the hybrid estimator outperforms existing estimators because shrinkage toward a fundamentals-based prior is effective in reducing measurement noise in extreme beta estimates.

We examine how institutional ownership structure gives rise to limits to arbitrage through its impact on short-sale constraints. Stocks with lower, more concentrated, short-term, and less passive ownership exhibit lower lending supply, higher costs of shorting, and higher arbitrage risk. These constraints limit the ability of arbitrageurs to take short positions and delay the correction of mispricing. Stocks with more concentrated ownership exhibit smaller announcement day reactions, larger post-earnings announcement drift, and an additional negative abnormal return of −0.47% in the week following a positive shorting demand shock.

The Home Affordable Modification Program’s (HAMP’s) Principal Reduction Alternative (PRA) is a government-sponsored program to reduce the principal balances and monthly mortgage payments of troubled borrowers. We examine the effect of principal forgiveness on borrowers’ subsequent mortgage default. The program’s rules imply a kink in the relationship between principal forgiveness and a borrower’s initial equity level. Our identification strategy exploits the quasi-experimental variation in principal forgiveness generated by this kink using a regression kink design (RKD), which compares the relationship between initial equity and default on either side of the kink. We estimate that HAMP PRA reduced the quarterly default hazard from <f>3.8\%</f> to <f>3.1\%</f>. Received February 4, 2015; accepted August 2, 2015 by Editor Philip Strahan.

Firms until recently were effectively constrained to hold liquid assets in non-interest-bearing accounts. As a result, the cost of capital of firms’ liquid-assets portfolios exceeded the return, especially when the risk-free interest rate was high. The spread between cost and return is the cost of carry. Changes in the cost of carry explain the dynamics of corporate “cash” holdings both in the United States and abroad, and the level of cost of carry explains the level of liquid-asset holdings across countries. We conclude that current US corporate cash holdings are not abnormal in a historical or international comparison. Received February 17, 2015; accepted October 1, 2015 by Editor David Denis.

We examine how institutional ownership structure gives rise to limits to arbitrage through its impact on short-sale constraints. Stocks with lower, more concentrated, short-term, and less passive ownership exhibit lower lending supply, higher costs of shorting, and higher arbitrage risk. These constraints limit the ability of arbitrageurs to take short positions and delay the correction of mispricing. Stocks with more concentrated ownership exhibit smaller announcement day reactions, larger post-earnings announcement drift, and an additional negative abnormal return of -0.47% in the week following a positive shorting demand shock. Received June 16, 2014; accepted June 8, 2016 by Editor Laura Starks.

We propose a hybrid approach for estimating beta that shrinks rolling window estimates toward firm-specific priors motivated by economic theory. Our method yields superior forecasts of beta that have important practical implications. First, unlike standard rolling window betas, hybrid betas carry a significant price of risk in the cross-section even after controlling for characteristics. Second, the hybrid approach offers statistically and economically significant out-of-sample benefits for investors who use factor models to construct optimal portfolios. We show that the hybrid estimator outperforms existing estimators because shrinkage toward a fundamentals-based prior is effective in reducing measurement noise in extreme beta estimates. Received May 17, 2011; accepted October 7, 2015 by Editor Geert Bekaert.