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Moral hazard and selection among the poor: Evidence from a randomized experiment

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  • Spenkuch, Jörg L.

Abstract

Not only does economic theory predict high-risk individuals to be more likely to purchase insurance, but insurance coverage is also thought to crowd out precautionary activities. In spite of stark theoretical predictions, there is conflicting empirical evidence on adverse selection, and evidence on ex ante moral hazard is very scarce. Using data from the Seguro Popular Experiment in Mexico, this paper documents patterns of selection on observables into health insurance as well as the existence of non-negligible ex ante moral hazard. More specifically, the findings indicate that (i) agents in poor self-assessed health prior to the intervention have, all else equal, a higher propensity to take up insurance; and (ii) insurance coverage reduces the demand for self-protection in the form of preventive care. Curiously, however, individuals do not sort based on objective measures of their health.

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  • Spenkuch, Jörg L., 2012. "Moral hazard and selection among the poor: Evidence from a randomized experiment," Journal of Health Economics, Elsevier, vol. 31(1), pages 72-85.
  • Handle: RePEc:eee:jhecon:v:31:y:2012:i:1:p:72-85
    DOI: 10.1016/j.jhealeco.2011.12.004
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    Cited by:

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    2. Liran Einav & Amy Finkelstein, 2018. "Moral Hazard in Health Insurance: What We Know and How We Know It," Journal of the European Economic Association, European Economic Association, vol. 16(4), pages 957-982.
    3. Arndt R. Reichert, 2015. "Obesity, Weight Loss, and Employment Prospects: Evidence from a Randomized Trial," Journal of Human Resources, University of Wisconsin Press, vol. 50(3), pages 759-810.
    4. Augurzky, Boris & Bauer, Thomas K. & Reichert, Arndt R. & Schmidt, Christoph M. & Tauchmann, Harald, 2014. "Small Cash Rewards for Big Losers – Experimental Insights Into the Fight Against the Obesity Epidemic," Ruhr Economic Papers 530, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    5. Chen Chen & Gordon Guoen Liu & Tangxin Wang & Jialong Tan, 2023. "Ex‐ante moral hazard and health insurance: Evidence from China's urban residence basic medical insurance scheme," Health Economics, John Wiley & Sons, Ltd., vol. 32(11), pages 2516-2534, November.
    6. repec:zbw:rwirep:0381 is not listed on IDEAS
    7. Gazda Vladimir & Malikova¡ Zuzana & Kubak Matus & Grof Marek, 2012. "Double Oral Auctions And Tendencies Toward Moral Hazard," Annals of Faculty of Economics, University of Oradea, Faculty of Economics, vol. 1(2), pages 207-213, December.
    8. Gabriella Conti & Rita Ginja, 2023. "Who Benefits from Free Health Insurance?: Evidence from Mexico," Journal of Human Resources, University of Wisconsin Press, vol. 58(1), pages 146-182.
    9. Yu, Li & Yin, Xundong & Chen, Yulong, 2018. "The behavioural economics of health protection: an empirical evidence of moral hazard in U.S. hog farms," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 62(4), October.
    10. Bancalari, Antonella & Berlinski, Samuel & Buitrago, Giancarlo & García, María Fernanda & de la Mata, Dolores & Vera-Hernandez, Marcos, 2023. "Health inequalities in Latin American and the Caribbean: child, adolescent, reproductive, metabolic syndrome and mental health," LSE Research Online Documents on Economics 120559, London School of Economics and Political Science, LSE Library.
    11. Augurzky, Boris & Bauer, Thomas K. & Reichert, Arndt R. & Schmidt, Christoph M. & Tauchmann, Harald, 2012. "Does Money Burn Fat? Evidence from a Randomized Experiment," IZA Discussion Papers 6888, Institute of Labor Economics (IZA).
    12. Bernal, Pedro & Martinez, Sebastian, 2020. "In-kind incentives and health worker performance: Experimental evidence from El Salvador," Journal of Health Economics, Elsevier, vol. 70(C).
    13. Fichera, Eleonora & Banks, James & Siciliani, Luigi & Sutton, Matt, 2018. "Does patient health behaviour respond to doctor effort?," Journal of Economic Behavior & Organization, Elsevier, vol. 156(C), pages 225-251.
    14. Emmanuel Nshakira-Rukundo & Essa Chanie Mussa & Nathan Nshakira & Nicolas Gerber & Joachim von Braun, 2021. "Impact of community-based health insurance on utilisation of preventive health services in rural Uganda: a propensity score matching approach," International Journal of Health Economics and Management, Springer, vol. 21(2), pages 203-227, June.
    15. Wanyue Dong & Jianmin Gao & Zhongliang Zhou & Ruhai Bai & Yue Wu & Min Su & Chi Shen & Xin Lan & Xiao Wang, 2018. "Effects of China’s urban basic health insurance on preventive care service utilization and health behaviors: Evidence from the China Health and Nutrition Survey," PLOS ONE, Public Library of Science, vol. 13(12), pages 1-14, December.
    16. repec:zbw:rwirep:0368 is not listed on IDEAS
    17. Jeffrey T Kullgren & Kevin G Volpp & Daniel Polsky, 2013. "Are the Healthy Behaviors of US High-Deductible Health Plan Enrollees Driven by People Who Chose These Plans? Smoking as a Case Study," PLOS ONE, Public Library of Science, vol. 8(2), pages 1-6, February.
    18. repec:zbw:rwirep:0530 is not listed on IDEAS
    19. Reichert, Arndt R. & Tauchmann, Harald, 2017. "Workforce reduction, subjective job insecurity, and mental health," Journal of Economic Behavior & Organization, Elsevier, vol. 133(C), pages 187-212.
    20. Augurzky, Boris & Bauer, Thomas K. & Reichert, Arndt R. & Schmidt, Christoph M. & Tauchmann, Harald, 2018. "Habit formation, obesity, and cash rewards," Ruhr Economic Papers 750, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    21. Lan Nguyen & Andrew C. Worthington, 2023. "Moral hazard in Australian private health insurance: the case of dental care services and extras cover," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 48(1), pages 157-176, January.
    22. Ethan Kaplan & Jörg L. Spenkuch & Haishan Yuan, 2018. "Natural Disasters, Moral Hazard, and Special Interests in Congress," CESifo Working Paper Series 7408, CESifo.
    23. Arndt Reichert, 2012. "Obesity, Weight Loss, and Employment Prospects – Evidence from a Randomized Trial," Ruhr Economic Papers 0381, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.
    24. Stith, Sarah S. & Li, Xiaoxue, 2021. "Does increasing access-to-care delay accessing of care? Evidence from kidney transplantation," Economics & Human Biology, Elsevier, vol. 41(C).
    25. Boris Augurzky & Thomas K.Bauer & Arndt R. Reichert & Christoph M. Schmidt & Harald Tauchmann, 2014. "Small Cash Rewards for Big Losers – Experimental Insights Into the Fight Against the Obesity Epidemic," Ruhr Economic Papers 0530, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.

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    More about this item

    Keywords

    Health insurance; Adverse selection; Moral hazard; Self-protection; Seguro Popular;
    All these keywords.

    JEL classification:

    • I10 - Health, Education, and Welfare - - Health - - - General
    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design

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