IDEAS home Printed from https://ideas.repec.org/a/wly/hlthec/v29y2020i10p1251-1269.html
   My bibliography  Save this article

Moral hazard and selection for voluntary deductibles

Author

Listed:
  • Rob J. M. Alessie
  • Viola Angelini
  • Jochen O. Mierau
  • Laura Viluma

Abstract

This paper investigates whether the voluntary deductible in the Dutch health insurance system reduces moral hazard or acts only as a cost reduction tool for low‐risk individuals. We use a sample of 14,089 observations, comprising 2,939 individuals over seven waves from the Longitudinal Internet Studies for the Social sciences panel for the analysis. We employ bivariate models that jointly model the choice of a deductible and health care utilization and supplement the identification with an instrumental variable strategy. The results show that the voluntary deductible reduces moral hazard, especially in the decision to visit a doctor (extensive margin) compared with the number of visits (intensive margin). In addition, a robustness test shows that selection on moral hazard is not present in this context.

Suggested Citation

  • Rob J. M. Alessie & Viola Angelini & Jochen O. Mierau & Laura Viluma, 2020. "Moral hazard and selection for voluntary deductibles," Health Economics, John Wiley & Sons, Ltd., vol. 29(10), pages 1251-1269, October.
  • Handle: RePEc:wly:hlthec:v:29:y:2020:i:10:p:1251-1269
    DOI: 10.1002/hec.4134
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/hec.4134
    Download Restriction: no

    File URL: https://libkey.io/10.1002/hec.4134?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Martin Schellhorn, 2001. "The effect of variable health insurance deductibles on the demand for physician visits," Health Economics, John Wiley & Sons, Ltd., vol. 10(5), pages 441-456, July.
    2. James J. Heckman & Vytlacil, Edward J., 2007. "Econometric Evaluation of Social Programs, Part II: Using the Marginal Treatment Effect to Organize Alternative Econometric Estimators to Evaluate Social Programs, and to Forecast their Effects in New," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 71, Elsevier.
    3. Astrid Kiil & Jacob Nielsen Arendt, 2017. "The effect of complementary private health insurance on the use of health care services," International Journal of Health Economics and Management, Springer, vol. 17(1), pages 1-27, March.
    4. Thomas C. Buchmueller & Agnès Couffinhal & Michel Grignon & Marc Perronnin, 2004. "Access to physician services: does supplemental insurance matter? Evidence from France," Health Economics, John Wiley & Sons, Ltd., vol. 13(7), pages 669-687, July.
    5. Liran Einav & Amy Finkelstein & Stephen P. Ryan & Paul Schrimpf & Mark R. Cullen, 2013. "Selection on Moral Hazard in Health Insurance," American Economic Review, American Economic Association, vol. 103(1), pages 178-219, February.
    6. Cornelissen, Thomas & Dustmann, Christian & Raute, Anna & Schönberg, Uta, 2016. "From LATE to MTE: Alternative methods for the evaluation of policy interventions," Labour Economics, Elsevier, vol. 41(C), pages 47-60.
    7. Aviva Aron-Dine & Liran Einav & Amy Finkelstein, 2013. "The RAND Health Insurance Experiment, Three Decades Later," Journal of Economic Perspectives, American Economic Association, vol. 27(1), pages 197-222, Winter.
    8. Bolhaar, Jonneke & Lindeboom, Maarten & van der Klaauw, Bas, 2012. "A dynamic analysis of the demand for health insurance and health care," European Economic Review, Elsevier, vol. 56(4), pages 669-690.
    9. Trottmann, Maria & Zweifel, Peter & Beck, Konstantin, 2012. "Supply-side and demand-side cost sharing in deregulated social health insurance: Which is more effective?," Journal of Health Economics, Elsevier, vol. 31(1), pages 231-242.
    10. David M. Cutler & Amy Finkelstein & Kathleen McGarry, 2008. "Preference Heterogeneity and Insurance Markets: Explaining a Puzzle of Insurance," American Economic Review, American Economic Association, vol. 98(2), pages 157-162, May.
    11. Christian N. Brinch & Magne Mogstad & Matthew Wiswall, 2017. "Beyond LATE with a Discrete Instrument," Journal of Political Economy, University of Chicago Press, vol. 125(4), pages 985-1039.
    12. Geoffard, Pierre-Yves & Gardiol, Lucien & Grandchamp, Chantal, 2005. "Separating Selection and Incentive Effects in Health Insurance," CEPR Discussion Papers 5380, C.E.P.R. Discussion Papers.
    13. Massimiliano Bratti & Alfonso Miranda, 2011. "Endogenous treatment effects for count data models with endogenous participation or sample selection," Health Economics, John Wiley & Sons, Ltd., vol. 20(9), pages 1090-1109, September.
    14. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2011. "Estimating Marginal Returns to Education," American Economic Review, American Economic Association, vol. 101(6), pages 2754-2781, October.
    15. 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.
    16. Charles N. Noussair & Stefan T. Trautmann & Gijs van de Kuilen, 2014. "Higher Order Risk Attitudes, Demographics, and Financial Decisions," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(1), pages 325-355.
    17. Eddy van Doorslaer & Xander Koolman & Andrew M. Jones, 2004. "Explaining income‐related inequalities in doctor utilisation in Europe," Health Economics, John Wiley & Sons, Ltd., vol. 13(7), pages 629-647, July.
    18. Anirban Basu & James J. Heckman & Salvador Navarro‐Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self‐selection: an application to treatments of breast cancer patients," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1133-1157, November.
    19. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 389-432, August.
    20. Pierre-Andre Chiappori & Bernard Salanie, 2000. "Testing for Asymmetric Information in Insurance Markets," Journal of Political Economy, University of Chicago Press, vol. 108(1), pages 56-78, February.
    21. Michael Gerfin & Martin Schellhorn, 2006. "Nonparametric bounds on the effect of deductibles in health care insurance on doctor visits – Swiss evidence," Health Economics, John Wiley & Sons, Ltd., vol. 15(9), pages 1011-1020, September.
    22. David G. Blanchflower & Andrew J. Oswald, 2019. "Do Humans Suffer a Psychological Low in Midlife? Two Approaches (With and Without Controls) in Seven Data Sets," Springer Books, in: Mariano Rojas (ed.), The Economics of Happiness, chapter 0, pages 439-453, Springer.
    23. Scott Brave & Thomas Walstrum, 2014. "Estimating marginal treatment effects using parametric and semiparametric methods," Stata Journal, StataCorp LP, vol. 14(1), pages 191-217, March.
    24. Jason M. Fletcher & David E. Frisvold, 2009. "Higher Education and Health Investments: Does More Schooling Affect Preventive Health Care Use?," Journal of Human Capital, University of Chicago Press, vol. 3(2), pages 144-176.
    25. Minke Remmerswaal & Jan Boone & Rudy Douven, 2019. "Selection and moral hazard effects in healthcare," CPB Discussion Paper 393, CPB Netherlands Bureau for Economic Policy Analysis.
    26. Péron, M.; & Dormont, B.;, 2018. "Heterogeneous moral hazard in Supplementary Health Insurance," Health, Econometrics and Data Group (HEDG) Working Papers 18/27, HEDG, c/o Department of Economics, University of York.
    27. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: an application to treatments of breast cancer patients," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1133-1157.
    28. repec:adr:anecst:y:2006:i:83-84:p:10 is not listed on IDEAS
    29. van Kleef, R.C. & Beck, K. & van de Ven, W.P.M.M. & van Vliet, R.C.J.A., 2008. "Risk equalization and voluntary deductibles: A complex interaction," Journal of Health Economics, Elsevier, vol. 27(2), pages 427-443, March.
    30. Zweifel, Peter & Manning, Willard G., 2000. "Moral hazard and consumer incentives in health care," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 8, pages 409-459, Elsevier.
    31. van Winssen, K.P.M. & van Kleef, R.C. & van de Ven, W.P.M.M., 2015. "How profitable is a voluntary deductible in health insurance for the consumer?," Health Policy, Elsevier, vol. 119(5), pages 688-695.
    32. A. C. Cameron & P. K. Trivedi & Frank Milne & J. Piggott, 1988. "A Microeconometric Model of the Demand for Health Care and Health Insurance in Australia," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 55(1), pages 85-106.
    33. Amy Finkelstein & Kathleen McGarry, 2006. "Multiple Dimensions of Private Information: Evidence from the Long-Term Care Insurance Market," American Economic Review, American Economic Association, vol. 96(4), pages 938-958, September.
    34. K. P. M. Winssen & R. C. Kleef & W. P. M. M. Ven, 2016. "Potential determinants of deductible uptake in health insurance: How to increase uptake in The Netherlands?," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 17(9), pages 1059-1072, December.
    35. Bjorklund, Anders & Moffitt, Robert, 1987. "The Estimation of Wage Gains and Welfare Gains in Self-selection," The Review of Economics and Statistics, MIT Press, vol. 69(1), pages 42-49, February.
    36. Andrew M. Jones & Xander Koolman & Eddy Van Doorslaer, 2006. "The impact of having supplementary private health insurance on the uses of specialists," Annals of Economics and Statistics, GENES, issue 83-84, pages 251-275.
    37. Colm Harmon & Brian Nolan, 2001. "Health insurance and health services utilization in Ireland," Health Economics, John Wiley & Sons, Ltd., vol. 10(2), pages 135-145, March.
    38. Nyman, John A., 1999. "The value of health insurance: the access motive," Journal of Health Economics, Elsevier, vol. 18(2), pages 141-152, April.
    39. Minke Remmerswaal & Jan Boone & Rudy Douven, 2019. "Selection and moral hazard effects in healthcare," CPB Discussion Paper 393.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    Full references (including those not matched with items on IDEAS)

    Citations

    Blog mentions

    As found by EconAcademics.org, the blog aggregator for Economics research:
    1. Chris Sampson’s journal round-up for 12th October 2020
      by Chris Sampson in The Academic Health Economists' Blog on 2020-10-12 11:00:03

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Paul Hudson & Annegret H. Thieken, 2022. "The presence of moral hazard regarding flood insurance and German private businesses," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 112(2), pages 1295-1319, June.
    2. Francetic Igor, 2022. "Selection on moral hazard in the Swiss market for mandatory health insurance: Empirical evidence from Swiss Household Panel data," Papers 2208.03815, arXiv.org, revised Sep 2023.
    3. Gerten, Elisa & Beckmann, Michael & Kräkel, Matthias, 2022. "Information and Communication Technology, Hierarchy, and Job Design," IZA Discussion Papers 15491, Institute of Labor Economics (IZA).
    4. Nathaniel Hendren & Camille Landais & Johannes Spinnewijn, 2021. "Choice in Insurance Markets: A Pigouvian Approach to Social Insurance Design," Annual Review of Economics, Annual Reviews, vol. 13(1), pages 457-486, August.
    5. Fonseca Morello, Thiago, 2023. "Hospitalization due to fire-induced pollution in the Brazilian Amazon: A causal inference analysis with an assessment of policy trade-offs," World Development, Elsevier, vol. 161(C).
    6. Remmerswaal, Minke & Boone, Jan & Douven, Rudy, 2023. "Minimum generosity levels in a competitive health insurance market," Journal of Health Economics, Elsevier, vol. 90(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Péron, M.; & Dormont, B.;, 2018. "Heterogeneous moral hazard in Supplementary Health Insurance," Health, Econometrics and Data Group (HEDG) Working Papers 18/27, HEDG, c/o Department of Economics, University of York.
    2. Astrid Kiil & Jacob Nielsen Arendt, 2017. "The effect of complementary private health insurance on the use of health care services," International Journal of Health Economics and Management, Springer, vol. 17(1), pages 1-27, March.
    3. Dardanoni, Valentino & Li Donni, Paolo, 2012. "Incentive and selection effects of Medigap insurance on inpatient care," Journal of Health Economics, Elsevier, vol. 31(3), pages 457-470.
    4. Gerten, Elisa & Beckmann, Michael & Kräkel, Matthias, 2022. "Information and Communication Technology, Hierarchy, and Job Design," IZA Discussion Papers 15491, Institute of Labor Economics (IZA).
    5. Francetic, I.N.;, 2022. "Selection on moral hazard in the Swiss market for mandatory health insurance: Empirical evidence from Swiss Household Panel data," Health, Econometrics and Data Group (HEDG) Working Papers 22/24, HEDG, c/o Department of Economics, University of York.
    6. Cornelissen, Thomas & Dustmann, Christian & Raute, Anna & Schönberg, Uta, 2016. "From LATE to MTE: Alternative methods for the evaluation of policy interventions," Labour Economics, Elsevier, vol. 41(C), pages 47-60.
    7. Andrey Aistov & Ekaterina Aleksandrova & Christopher J. Gerry, 2021. "Voluntary private health insurance, health-related behaviours and health outcomes: evidence from Russia," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 22(2), pages 281-309, March.
    8. Akabayashi, Hideo & Ruberg, Tim & Shikishima, Chizuru & Yamashita, Jun, 2023. "Education-oriented and care-oriented preschools: Implications on child development," Labour Economics, Elsevier, vol. 84(C).
    9. Domenico Depalo, 2020. "Explaining the causal effect of adherence to medication on cholesterol through the marginal patient," Health Economics, John Wiley & Sons, Ltd., vol. 29(S1), pages 110-126, October.
    10. M. Antonini & R. C. van Kleef & J. Henriquez & F. Paolucci, 2023. "Can risk rating increase the ability of voluntary deductibles to reduce moral hazard?," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 48(1), pages 130-156, January.
    11. Nathaniel Hendren & Camille Landais & Johannes Spinnewijn, 2021. "Choice in Insurance Markets: A Pigouvian Approach to Social Insurance Design," Annual Review of Economics, Annual Reviews, vol. 13(1), pages 457-486, August.
    12. Bolhaar, Jonneke & Lindeboom, Maarten & van der Klaauw, Bas, 2012. "A dynamic analysis of the demand for health insurance and health care," European Economic Review, Elsevier, vol. 56(4), pages 669-690.
    13. Erik Schokkaert & Tom Van Ourti & Diana De Graeve & Ann Lecluyse & Carine Van de Voorde, 2010. "Supplemental health insurance and equality of access in Belgium," Health Economics, John Wiley & Sons, Ltd., vol. 19(4), pages 377-395, April.
    14. Thomas Cornelissen & Christian Dustmann & Anna Raute & Uta Schönberg, 2018. "Who Benefits from Universal Child Care? Estimating Marginal Returns to Early Child Care Attendance," Journal of Political Economy, University of Chicago Press, vol. 126(6), pages 2356-2409.
    15. Astrid Kiil, 2012. "Does employment-based private health insurance increase the use of covered health care services? A matching estimator approach," International Journal of Health Economics and Management, Springer, vol. 12(1), pages 1-38, March.
    16. Perronnin, Marc, 2013. "Effet de l'assurance complémentaire santé sur les consommations médicales, entre risque moral et amélioration de l'accès aux soins," Economics Thesis from University Paris Dauphine, Paris Dauphine University, number 123456789/13659 edited by Wittwer, Jérôme.
    17. Gunnsteinsson, Snaebjorn, 2020. "Experimental identification of asymmetric information: Evidence on crop insurance in the Philippines," Journal of Development Economics, Elsevier, vol. 144(C).
    18. Richard Dorsett & Lucy Stokes, 2022. "Pre‐apprenticeship training for young people: Estimating the marginal and average treatment effects," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 185(1), pages 37-60, January.
    19. Trottmann, Maria & Zweifel, Peter & Beck, Konstantin, 2012. "Supply-side and demand-side cost sharing in deregulated social health insurance: Which is more effective?," Journal of Health Economics, Elsevier, vol. 31(1), pages 231-242.
    20. Robert A. Moffitt & Matthew V. Zahn, 2019. "The Marginal Labor Supply Disincentives of Welfare: Evidence from Administrative Barriers to Participation," NBER Working Papers 26028, National Bureau of Economic Research, Inc.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wly:hlthec:v:29:y:2020:i:10:p:1251-1269. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: http://www3.interscience.wiley.com/cgi-bin/jhome/5749 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.