We provide a new framework for using text as data in empirical models. The framework identifies salient information in unstructured text that can control for multidimensional heterogeneity among assets. We demonstrate the efficacy of the framework by re-examining principal-agent problems in...

Governments, including Canada’s, offer tax benefits to small businesses, such as lower rates, in the belief that these benefits encourage growth, but these attempts can easily have the opposite effect. Small businesses that face steep “tax walls,” meaning a sudden and sharp increase in tax...