“…The induced incremental enrollment, in turn, allows us to identify the effect of MA-PD plans on opioid prescription rates independent of any unmeasured characteristics of beneficiaries or areas -as long as the urban floor is not correlated with these unmeasured characteristics. This approach has been used in other work to identify the effect of enrollment in Medicare Advantage on other outcomes, such as the hospitalization rate, medical spending, prescription drug use overall, and mortality (e.g., Afendulis, Chernew, and Kessler 2017;Cabral, Geruso, and Mahoney 2018;Duggan, Starc, and Vabson 2016;Starc and Town 2018).…”