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The Financial and Behavioral Effects of Free Prescription Drugs: Evidence From a Policy Discontinuity in Poland

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  • Gosia Majewska
  • Krzysztof Zaremba

Abstract

We examine whether a universal drug subsidy for seniors in Poland provided effective financial protection and whether it induced ex ante moral hazard. The policy eliminated out‐of‐pocket costs for prescription medications while leaving all other healthcare coverage unchanged. Using detailed household expenditure data and a sharp age‐based eligibility threshold, we implement a difference‐in‐discontinuities design to estimate causal effects. The reform reduced average medication spending and lowered the incidence of catastrophic drug expenditures by 62%, with gains concentrated in the upper tail of the spending distribution—consistent with insurance against large health shocks. On the non‐medical margin, we find suggestive evidence of a modest increase in spending on a category of unhealthy goods—consistent with reduced precautionary behavior at the household level. These results highlight that while public subsidies can meaningfully reduce financial risk, they may also induce behavioral responses that partially offset intended health benefits.

Suggested Citation

  • Gosia Majewska & Krzysztof Zaremba, 2026. "The Financial and Behavioral Effects of Free Prescription Drugs: Evidence From a Policy Discontinuity in Poland," Health Economics, John Wiley & Sons, Ltd., vol. 35(5), pages 796-830, May.
  • Handle: RePEc:wly:hlthec:v:35:y:2026:i:5:p:796-830
    DOI: 10.1002/hec.70083
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    References listed on IDEAS

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    1. Anderson, Michael L., 2008. "Multiple Inference and Gender Differences in the Effects of Early Intervention: A Reevaluation of the Abecedarian, Perry Preschool, and Early Training Projects," Journal of the American Statistical Association, American Statistical Association, vol. 103(484), pages 1481-1495.
    2. Jonathan Klick & Thomas Stratmann, 2007. "Diabetes Treatments and Moral Hazard," Journal of Law and Economics, University of Chicago Press, vol. 50(3), pages 519-538.
    3. Dhaval M. Dave & Robert Kaestner & George L. Wehby, 2019. "Does public insurance coverage for pregnant women affect prenatal health behaviors?," Journal of Population Economics, Springer;European Society for Population Economics, vol. 32(2), pages 419-453, April.
    4. Dhaval Dave & Robert Kaestner, 2009. "Health insurance and ex ante moral hazard: evidence from Medicare," International Journal of Health Economics and Management, Springer, vol. 9(4), pages 367-390, December.
    5. John R. Moran & Kosali Ilayperuma Simon, 2004. "Income and the Use of Prescription Drugs by the Elderly: Evidence from the Notch Cohorts," Center for Policy Research Working Papers 66, Center for Policy Research, Maxwell School, Syracuse University.
    6. Aparna Soni, 2020. "The effects of public health insurance on health behaviors: Evidence from the fifth year of Medicaid expansion," Health Economics, John Wiley & Sons, Ltd., vol. 29(12), pages 1586-1605, December.
    7. Gromadzki, Jan, 2024. "Labor supply effects of a universal cash transfer," Journal of Public Economics, Elsevier, vol. 239(C).
    8. David Card & Carlos Dobkin & Nicole Maestas, 2008. "The Impact of Nearly Universal Insurance Coverage on Health Care Utilization: Evidence from Medicare," American Economic Review, American Economic Association, vol. 98(5), pages 2242-2258, December.
    9. Amy Finkelstein & Sarah Taubman & Bill Wright & Mira Bernstein & Jonathan Gruber & Joseph P. Newhouse & Heidi Allen & Katherine Baicker, 2012. "The Oregon Health Insurance Experiment: Evidence from the First Year," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(3), pages 1057-1106.
    10. Beta Yulianita Gitaharie & Rus’an Nasrudin & Ayu Putu Arantza Bonita & Lovina Aisha Malika Putri & Muhammad Abdul Rohman & Dwini Handayani, 2022. "Is there an ex-ante moral hazard on Indonesia’s health insurance? An impact analysis on household waste management behavior," PLOS ONE, Public Library of Science, vol. 17(12), pages 1-21, December.
    11. Dillender, Marcus, 2017. "Medicaid, family spending, and the financial implications of crowd-out," Journal of Health Economics, Elsevier, vol. 53(C), pages 1-16.
    12. Sommers, Benjamin D. & Oellerich, Donald, 2013. "The poverty-reducing effect of Medicaid," Journal of Health Economics, Elsevier, vol. 32(5), pages 816-832.
    13. Cladia Noack & Chistoph Rothe, 2023. "Donut Regression Discontinuity Designs," Papers 2308.14464, arXiv.org.
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