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We find that landlords actively respond to the imposition of rent control by converting <br />their properties to condos and TICs or by redeveloping the building in such as a way as to <br />exempt it from the regulations. In sum, we find that impacted landlords reduced the supply <br />the available rental housing by 15 percent. Consistent with this evidence, we find that there <br />was a 20 percent decline in the number of renters living in impacted buildings, relative to <br />1990-1994 levels, and a 30 percent decline in the number of renters living in units protected <br />by rent control. <br />We develop a dynamic, structural model of neighborhood choice to translate our reduced <br />form impacts into welfare impacts. A key contribution of the paper is to show how quasi- <br />experimental evidence can be leveraged to estimate to dynamic discrete choice model. We <br />find that rent control offered large benefits to impacted tenants during the 1995-2012 period, <br />averaging between $2200 and $6600 per person each year, with aggregate benefits totaling <br />over $393 million annually. Over the entire period, tenants received cumulative benefits of <br />around $7.1 billion. We find that most of these benefits came from protection against rent <br />increases and transfer payments from landlords. However, we find losses to all renters of $5 <br />billion due to rent control's effect on decreasing the rental housing and raising market rents. <br />These results highlight that forcing landlords to provided insurance against rent increases <br />leads to large losses to tenants. If society desires to provide social insurance against rent <br />increases, it would be more desirable to offer this subsidy in the form of a government subsidy <br />or tax credit. This would remove landlords' incentives to decrease the housing supply and <br />could provide household with the insurance they desire. A point of future research would be <br />to design an optimal social insurance program to insure renters against large rent increases. <br />44 <br />