Reverse Cross Subsidization in Healthcare Capitation Programs: Evidence from Medicare Advantage

Zhaowei She, T. Ayer, Bilal Gokpinar, D. Hughes
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Abstract

Capitation payment models have been increasingly adopted by the payers in the U.S. healthcare market during the past decade. However, healthcare services provided in Medicare Advantage (MA), the largest capitation program in the U.S., have been suggested to be more appealing to healthier patients and less appealing to sicker patients. The mismatch between a patient's health status and the benefits she gets from MA suggests that there may be a misallocation problem in MA. Despite extensive research on Medicare capitation program, little is known about how MA health plans actually allocate these capitation payments to different patients due to limited access to MA health plans' claims data. This paper utilizes a large commercial insurance database containing claims from more than 2 million MA enrollees to study the allocation problem of MA capitation payments. We empirically demonstrate that MA inadvertently incentivizes MA health plans to reallocate parts of the capitation payments from the sick to cross subsidize the healthy. By exploiting an exogenous policy shock on MA capitation payments through a Difference-in-Difference (DID) design, we identify, the first time in the literature, this reverse cross subsidization practice. Furthermore, we show that the reverse cross subsidization practice is associated with the risk selection problem in MA, where low-risk patients are more likely to enroll in MA compared to the high-risk patients.
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逆向交叉补贴在医疗保健资金计划:来自医疗保险优势的证据
在过去的十年中,美国医疗保健市场的付款人越来越多地采用了人头支付模式。然而,美国最大的医疗保险优惠计划(MA)提供的医疗保健服务被认为对健康的患者更有吸引力,而对病情较重的患者吸引力较小。患者的健康状况与其从MA中获得的益处之间的不匹配表明MA可能存在分配不当的问题。尽管对医疗保险人头计划进行了广泛的研究,但由于MA健康计划的索赔数据有限,人们对MA健康计划如何实际分配这些人头支付给不同的患者知之甚少。本文利用一个包含200多万MA参保人索赔的大型商业保险数据库,研究了MA分摊费用的分配问题。我们的经验证明,MA无意中激励MA健康计划重新分配部分的人均支付从病人交叉补贴健康。通过差别化(DID)设计,利用外生政策冲击对MA人均支付的影响,我们在文献中首次发现了这种反向交叉补贴做法。此外,我们表明反向交叉补贴实践与MA的风险选择问题有关,其中低风险患者比高风险患者更有可能参加MA。
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