The authors thank Ricardo Aliouchkin, Antje Berndt, Alexandre Corhay, Asaf Manela, Ivan Shaliastovich, Masa Watanabe and Moto Yogo as well as conference participants at the American Finance Association Annual Meeting, Hong Kong University of Science and Technology, the Midwest Finance Association Annual Meeting, the Northern Finance Association Annual Meeting, and the Paris December Finance Meeting for helpful comments and suggestions.