We thank the Searle Foundation and Kellogg School of Management for funding. We thank Greg Rosston,

Goldfarb provided excellent research assistance. We are grateful to Greg Rosston and Brad Wimmer for providing us data on ILECs. All errors are our responsibility. The views expressed herein are those of the authors and not necessarily those of the National Bureau of Economic Research