“…Our baseline estimate of ρ = 0.54 allows us to bound the incidence between 0.54 and 1.17 and implies that consumers receive no more than approximately one-half of the marginal surplus from the market. 5 Our paper is also related to the broader literature on MA including Cawley, Chernew, and McLaughlin (2005), who investigate the impacts of MA payment changes in 1997 on MA plan availability; Song, Landrum, and Chernew (2012, 2013), who study the impacts of annual benchmark changes on MA plan bids; Gowrisankaran, with rates approaching 74 percent in the most competitive counties, suggests that private markets can efficiently provide Medicare benefits but that not all markets may be competitive enough to achieve this objective.…”