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How do taxes on vacant homes affect rental housing markets? I analyze a 2017 tax implemented in British Columbia, Canada, levied on the assessed value of vacant homes and those used as short-term (vacation) rentals. I develop an integrated structural model of short- and long-term rental housing markets, incorporating both demand and supply decisions. The model captures property owners' choices between rental market participation, with short-term rental supply determined through a two-stage process involving daily variable profit calculations and annual entry decisions. I exploit geographic and temporal variation in tax rates to match model predictions to observed moments. I additionally use a difference-in-differences approach to obtain reduced form evidence. I estimate that the tax decreased AirBnB listings by 98 properties per neighborhood while increasing nightly prices by $6.67 CAD on average. These results in combination with my model provide crucial insights into rental market substitution patterns and the effectiveness of tax policy in addressing the housing affordability crisis.