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Unravelling risk selection in Spanish general government employee mutual funds: evidence from cancer hospitalizations in the public health network

Author

Listed:
  • Jaime Pinilla

    (University of Las Palmas de Gran Canaria)

  • Beatriz G. López-Valcárcel

    (University of Las Palmas de Gran Canaria)

  • Enrique Bernal-Delgado

    (Aragon Health Sciences Institute, Institute for Health Sciences (IACS))

Abstract

Government employees in Spain are covered by public Mutual Funds that purchase a uniform basket of benefits, equal to the ones served to the general population, from private companies. Companies apply as private bidders for a fixed per capita premium hardly adjusted by age. Our hypothesis is that this premium does not cover risks, and companies have incentives for risk selection, which are more visible in high-cost patients. We focus on a particularly costly disease, cancer, whose prevalence is similar among government employees and the general population. We compare hospitalisations in the public hospitals of the government employees that have chosen public provision and the general population. We analysed a database of hospital discharges in the Valencian Community from 2010 to 2015 (3 million episodes). Using exact matching and logistic models, we find significant risk selection; thus, in hospitalised government employees, the likelihood for a solid metastatic carcinoma and non-metastatic cancer to appear in the registry is 31% higher than in the general population. Lymphoma shows the highest odds ratio of 2.64. We found quantitatively important effects. This research provides indirect evidence of risk selection within Spanish Mutual Funds for government employees, prompting action to reduce incentives for such a practice. More research is needed to figure out if what we have observed with cancer patients occurs in other conditions.

Suggested Citation

  • Jaime Pinilla & Beatriz G. López-Valcárcel & Enrique Bernal-Delgado, 2024. "Unravelling risk selection in Spanish general government employee mutual funds: evidence from cancer hospitalizations in the public health network," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 25(8), pages 1371-1381, November.
  • Handle: RePEc:spr:eujhec:v:25:y:2024:i:8:d:10.1007_s10198-024-01671-5
    DOI: 10.1007/s10198-024-01671-5
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    References listed on IDEAS

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    1. Merve Cebi & Stephen A. Woodbury, 2014. "Health Insurance Tax Credits, The Earned Income Tax Credit, And Health Insurance Coverage Of Single Mothers," Health Economics, John Wiley & Sons, Ltd., vol. 23(5), pages 501-515, May.
    2. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    3. Martina Grunow & Robert Nuscheler, 2014. "Public And Private Health Insurance In Germany: The Ignored Risk Selection Problem," Health Economics, John Wiley & Sons, Ltd., vol. 23(6), pages 670-687, June.
    4. Friedrich Breyer & Martin Heineck & Normann Lorenz, 2003. "Determinants of health care utilization by German sickness fund members ‐ with application to risk adjustment," Health Economics, John Wiley & Sons, Ltd., vol. 12(5), pages 367-376, May.
    5. Sapelli, Claudio & Vial, Bernardita, 2003. "Self-selection and moral hazard in Chilean health insurance," Journal of Health Economics, Elsevier, vol. 22(3), pages 459-476, May.
    6. Wynand P. M. M. Ven & René C. J. A. Vliet & Richard C. Kleef, 2017. "How can the regulator show evidence of (no) risk selection in health insurance markets? Conceptual framework and empirical evidence," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 18(2), pages 167-180, March.
    7. Bauhoff, Sebastian, 2012. "Do health plans risk-select? An audit study on Germany's Social Health Insurance," Journal of Public Economics, Elsevier, vol. 96(9-10), pages 750-759.
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    More about this item

    Keywords

    Risk selection; Private health insurance companies; Mutual Funds model; Exact matching; Spain;
    All these keywords.

    JEL classification:

    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health

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