1. Measuring restrictiveness of Medicare Advantage networks: A claims-based approach
- Author
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Feyman, Yevgeniy, Pizer, Steven D., Shafer, Paul R., Frakt, Austin B., and Garrido, Melissa M.
- Subjects
Medical care -- Utilization ,Medicare -- Services ,Business ,Health care industry - Abstract
Objective: To develop and validate a measure of provider network restrictiveness in the Medicare Advantage (MA) population. Data Sources: Prescription drug event data and beneficiary information for Part D enrollees from the Center for Medicare and Medicaid Services, along with prescriber identifiers; geographic variables from the Area Health Resources Files. Study Design: A prediction model was used to predict the unique number of primary care providers that would have been seen by MA beneficiaries absent network restrictions. The model was trained and validated on Traditional Medicare (TM) beneficiaries. A pseudo-Poisson and a random forest model were evaluated. An observed-to-expected (O/E) ratio was calculated as the number of unique providers seen by MA beneficiaries divided by the number expected based the TM prediction model. Multivariable linear models were used to assess the relationship between network restrictiveness and plan and market factors. Data Collection/Extraction Methods: Prescription drug event data were obtained for a 20% random sample of beneficiaries enrolled in prescription drug coverage from 2011 to 2017. Principal Findings: Health Maintenance Organization plans were more restrictive (O/E = 55.5%; 95% CI 55.3%-55.7%) than Health Maintenance Organization-Point of Service plans (67.2%; 95% CI 66.7%-67.8%) or Preferred Provider Organization plans (74.7%; 95% CI 74.3%-75.1%), and rural areas had more restrictive networks (31.6%; 95% CI 29.0%-34.2%) than metropolitan areas (61.5%; 95% CI 61.3%-61.7%). Multi-variable results confirmed these findings, and also indicated that increased provider supply was associated with less restrictive networks. Conclusions: We developed a means of estimating provider network restrictiveness in MA from claims data. Our results validate the approach, providing confidence for wider application (e.g., for other markets and specialties) and use for regulation. KEYWORDS access/demand/utilization of services; managed care organizations (e.g., HMOs/PPOs/IPAs); Medicare; referrals and referral networks What is known on this topic * Provider networks are common in Medicare Advantage (MA). * Limited evidence exists on the association between MA network breadth and plan or market factors. * Existing measures of network breadth are limited and often incomplete. What this study adds * Using an off-the-shelf prediction algorithm and widely accessible claims data, this study develops an approach to measuring MA network restrictiveness based on prescription drug utilization. * This approach can be replicated by other researchers as well as regulators to better target regulation of provider networks., 1 | INTRODUCTION Provider networks concentrate utilization among certain providers and are common in health insurance, with substantial variation in insurance networks' coverage of nearby clinicians and hospitals. (1) Clinicians [...]
- Published
- 2024
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