Abstract
Neighborhood characteristics may moderate the effects of Medicaid coverage on health outcomes. Identifying this interplay can inform the design, targeting, and implementation of health policy. We combine data from the Oregon Health Insurance Experiment, which randomized access to Medicaid, with rich new data on multiple domains of neighborhood characteristics to assess the interaction between the local environment and the effect of insurance on health. Overall, we do not find that neighborhood characteristics substantially affect the relationship between gaining insurance and health outcomes, suggesting that Medicaid expansions are similarly effective across neighborhoods. This analysis highlights the complex relationship between health insurance coverage, neighborhood characteristics, and health.
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References
Finkelstein A, Taubman S, Wright B, et al. The Oregon health insurance experiment: evidence from the first year. Q J Econ. 2012;127(3):1057–106.
Baicker K, Taubman SL, Allen HL, et al. The Oregon experiment — effects of Medicaid on clinical outcomes. N Engl J Med. 2013;368(18):1713–22.
Betancur J. Gentrification and community fabric in Chicago. Urban Stud. 2011;48(2):383–406.
Duncan DT, Kawachi I. Neighborhoods and Health. 2nd Edition. Oxford University Press; 2018.
Kawachi I, Berkman LF. Neighborhoods and Health. Oxford University Press; 2003.
Pickett KE, Pearl M. Multilevel analyses of neighbourhood socioeconomic context and health outcomes: a critical review. J Epidemiol Commun Health. 2001;55(2):111–22.
Ludwig J, Duncan GJ, Gennetian LA, et al. Neighborhood effects on the long-term well-being of low-income adults. Science. 2012;337(6101):1505–10.
Ludwig J, Duncan GJ, Gennetian LA, et al. Long-term neighborhood effects on low-income families: evidence from moving to opportunity. Am Econ Rev. 2013;103(3):226–31.
Ludwig J, Sanbonmatsu L, Gennetian L, et al. Neighborhoods, obesity, and diabetes — a randomized social experiment. N Engl J Med. 2011;365(16):1509–19.
Dennett JM, Wright BJ, Cohen-Cline H, Baicker K. Connecting neighborhood characteristics and clinical health outcomes: novel data from the oregon health insurance experiment. Available at: https://ssrn.com/abstract=3582108. Accessed 21 Apr 2020.
Baicker K, Dennett J. Oregon health insurance experiment analysis plan: the moderating role of neighborhood characteristics. Available at: https://www.socialscienceregistry.org/trials/28 and https://www.nber.org/oregon/5.documents.html. Accessed 21 Apr 2020
D’Agostino RB, Vasan RS, Pencina MJ, et al. General cardiovascular risk profile for use in primary care. Circulation. 2008;117(6):743–53.
Kroenke K, Strine TW, Spitzer RL, Williams JBW, Berry JT, Mokdad AH. The PHQ-8 as a measure of current depression in the general population. J Affect Dis. 2009;114(1):163–73.
Ware JE, Kosinski M, Dewey JE, Gandek B. How to score and interpret single-item health status measures: a manual for users of the SF-8 health survey. Lincoln, RI: QualityMetric Incorporated. 2001;15(10):5.
Messer LC, Laraia BA, Kaufman JS, et al. The development of a standardized neighborhood deprivation index. J Urban Health. 2006;83(6):1041–62.
Hoehner CM, Ivy A, Ramirez LKB, Handy S, Brownson RC. Active neighborhood checklist: a user-friendly and reliable tool for assessing activity friendliness. Am J Health Promot. 2007;21(6):534–7.
Acknowledgements
We are indebted to Bill J. Wright for data collection, support, and expertise, which were critical to this study, and we are grateful to the survey research team at CORE. We are also grateful to several anonymous reviewers for their helpful comments and suggestions, and to Haidong Lu for his statistical insights. Julia Dennett is additionally indebted to her advisors, David Cutler, Katherine Baicker, Thomas McGuire, and Ateev Mehrotra. We gratefully acknowledge funding for the Oregon Health Insurance Experiment from the Assistant Secretary for Planning and Evaluation, Department of Health and Human Services; the California HealthCare Foundation; the John D. and Catherine T. MacArthur Foundation; the National Institute on Aging (P30AG012810, RC2AGO36631, and R01AG0345151); the Robert Wood Johnson Foundation; the Alfred P. Sloan Foundation; the Smith Richardson Foundation; and the Social Security Administration (5 RRC 08098400-03-00, to the National Bureau of Economic Research as part of the Retirement Research Consortium of the Social Security Administration); and by the Centers for Medicare and Medicaid Services. Julia Dennett acknowledges support from the National Science Foundation Graduate Research Fellowship Program (DGE1144152), the Agency for Healthcare Research and Quality (T32HS000055), the National Institute on Aging, Grant Number T32-AG000186, and a Harvard University GSAS Dissertation Completion Fellowship. The findings and conclusions expressed are solely those of the authors and do not represent the views of SSA, the National Institute on Aging, the National Institutes of Health, the Agency for Healthcare Research and Quality, the National Science Foundation, any agency of the Federal Government, any of our funders, or the NBER.
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Dennett, J.M., Baicker, K. Medicaid, Health, and the Moderating Role of Neighborhood Characteristics. J Urban Health 99, 116–133 (2022). https://doi.org/10.1007/s11524-021-00579-2
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DOI: https://doi.org/10.1007/s11524-021-00579-2