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...

Principal-agent problems are common in industries, such as real estate, that employ agents. Social capital theory explains how an agent's incentive to maximize revenue working with other agents on multiple transactions may be a disincentive when negotiating to capture a price surplus in...

The constant-quality assumption in repeat-sales house price indexes (HPIs) introduces a significant time-varying attribute bias. The direction, magnitude, and source of the bias varies throughout the market cycle and across metropolitan statistical areas (MSAs). We mitigate the bias using a...

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...