"Rather than estimating this elasticity from fluctuations in house prices and quantities, I use information on the restrictiveness of land use regulation in each location to evaluate the responsiveness of the housing supply in individual metropolitan areas." Isn't this literal question begging

Pretty sure in any other field this "correlation" would be laughed at. There's a reason the R^2 isn't reported.