Voluntary pooling of genetic risk: A health insurance experiment

Abstract Scientific and technological advances increasingly allow for better tailoring of health insurance plans to individual health risk profiles. This development questions the sustainability of health plans that feature strong cross-subsidization across different health risk types and health behaviors. An important observation is that the willingness to cross-subsidize risks in health plans might depend on whether the risk is uncontrollable by individuals, such as genetic risk, or modifiable via health behaviors. This paper provides the results of an experiment on the willingness to pool genetic risk in health insurance. Subjects’ overall health risk has an assigned, uncontrollable genetic risk part that differs across individuals as well as a behavioral risk part, which can be reduced by costly effort. Participants can decide between a pooling, community-rated group insurance scheme and an insurance with a fully individually risk-adjusted premium. In the experimental variation, the group insurance scheme either includes behavioral risk or separates it out via individual premium discounts. Although we observe social preferences for pooling, only a low level of actual genetic risk pooling emerges across the experimental conditions. This is due to both large heterogeneity in social preferences across subjects, and the dynamics of the willingness to pay for group insurance in the different experimental markets.

[1]  Neil Buckley,et al.  Willingness-To-Pay for Parallel Private Health Insurance: Evidence from a Laboratory Experiment (Volonté De Payer Pour Des Services Parallèles D’Assurance Santé: Résultats D’Une Expérience De Laboratoire) , 2012 .

[2]  Alexander W. Cappelen,et al.  Just Luck: An Experimental Study of Risk Taking and Fairness , 2010 .

[3]  Robert J. Oxoby,et al.  A Clear and Present Minority: Heterogeneity in the Source of Endowments and the Provision of Public Goods , 2013 .

[4]  D. Firth Bias reduction of maximum likelihood estimates , 1993 .

[5]  Timothy C. Salmon,et al.  Procedural fairness and the tolerance for income inequality , 2013 .

[6]  Todd L. Cherry,et al.  The Impact of Endowment Heterogeneity and Origin on Public Good Contributions: Evidence From the Lab , 2005 .

[7]  G. Marwell,et al.  Economists free ride, does anyone else? : Experiments on the provision of public goods, IV , 1981 .

[8]  Alexander W. Cappelen,et al.  Responsibility for what? Fairness and individual responsibility , 2010 .

[9]  Andreas Richter,et al.  Endogenous information, adverse selection, and prevention: Implications for genetic testing policy. , 2017, Journal of health economics.

[10]  C. Engel Dictator games: a meta study , 2010 .

[11]  A. Falk,et al.  The Preference Survey Module: A Validated Instrument for Measuring Risk, Time, and Social Preferences , 2016, Manag. Sci..

[12]  N. Frohlich,et al.  Modeling Other-Regarding Preferences and an Experimental Test , 2004 .

[13]  Martin Strobel,et al.  Inequality Aversion, Efficiency, and Maximin Preferences in Simple Distribution Experiments , 2002 .

[14]  Charles A. Holt,et al.  Risk Aversion and Incentive Effects , 2002 .

[15]  J. Moatti,et al.  The Impact of Genetic Testing on Healthcare Insurance , 2003 .

[16]  M. Ruse,et al.  Regulating Genetic Information in Insurance Markets , 2005 .

[17]  Bjørn-Atle Reme,et al.  Luck , Choice and Responsibility – An Experimental Study of Fairness Views , 2014 .

[18]  M. Ruse,et al.  Genetic Testing and Insurance: The Complexity of Adverse Selection , 2012 .

[19]  James Konow,et al.  Fair Shares: Accountability and Cognitive Dissonance in Allocation Decisions , 2000 .

[20]  Daniel Kahneman,et al.  Fairness and the Assumptions of Economics , 1986 .

[21]  Thomas Gilovich,et al.  Does Studying Economics Inhibit Cooperation , 1993 .

[22]  U. Fischbacher z-Tree: Zurich toolbox for ready-made economic experiments , 1999 .

[23]  M. Hoel,et al.  Genetic Testing When There is a Mix of Compulsory and Voluntary Health Insurance , 2001, Journal of Health Economics.

[24]  Yoram Bauman,et al.  Selection or indoctrination: Why do economics students donate less than the rest? ☆ , 2011 .

[25]  Alexander W. Cappelen,et al.  The Pluralism of Fairness Ideals: An Experimental Approach , 2005, SSRN Electronic Journal.

[26]  Justus Haucap,et al.  Why are Economists so Different? Nature, Nurture and Gender Effects in a Simple Trust Game , 2014 .

[27]  Axel Ockenfels,et al.  An experimental solidarity game , 1998 .

[28]  P. Gerlach,et al.  The games economists play: Why economics students behave more selfishly than other students , 2017, PloS one.

[29]  Genetic Testing with Primary Prevention and Moral Hazard , 2012, Journal of health economics.

[30]  Gary E. Bolton,et al.  ERC: A Theory of Equity, Reciprocity, and Competition , 2000 .

[31]  David C. Kingsley Endowment heterogeneity and peer punishment in a public good experiment: Cooperation and normative conflict , 2016 .

[32]  Klaus M. Schmidt,et al.  A Theory of Fairness, Competition, and Cooperation , 1999 .

[33]  Paul R. Milgrom,et al.  Good News and Bad News: Representation Theorems and Applications , 1981 .