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Financial incentives and prescribing behavior in primary care

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  • Olivia Bodnar
  • Hugh Gravelle
  • Nils Gutacker
  • Annika Herr

Abstract

Many healthcare systems prohibit primary care physicians from dispensing the drugs they prescribe due to concerns that this encourages excessive, ineffective or unnecessarily costly prescribing. Using data from the English National Health Service for 2011–2018, we estimate the impact of physician dispensing rights on prescribing behavior at the extensive margin (comparing practices that dispense and those that do not) and the intensive margin (comparing practices with different proportions of patients to whom they dispense). We control for practices selecting into dispensing based on observable (OLS, entropy balancing) and unobservable practice characteristics (2SLS). We find that physician dispensing increases drug costs per patient by 3.1%, due to more, and more expensive, drugs being prescribed. Reimbursement is partly based on a fixed fee per package dispensed and we find that dispensing practices prescribe smaller packages. As the proportion of the practice population for whom they can dispense increases, dispensing practices behave more like non‐dispensing practices.

Suggested Citation

  • Olivia Bodnar & Hugh Gravelle & Nils Gutacker & Annika Herr, 2024. "Financial incentives and prescribing behavior in primary care," Health Economics, John Wiley & Sons, Ltd., vol. 33(4), pages 696-713, April.
  • Handle: RePEc:wly:hlthec:v:33:y:2024:i:4:p:696-713
    DOI: 10.1002/hec.4793
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    1. Hainmueller, Jens, 2012. "Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies," Political Analysis, Cambridge University Press, vol. 20(1), pages 25-46, January.
    2. Lim, David & Emery, Jon & Lewis, Janice & Sunderland, V Bruce, 2009. "A systematic review of the literature comparing the practices of dispensing and non-dispensing doctors," Health Policy, Elsevier, vol. 92(1), pages 1-9, September.
    3. Daniel Burkhard & Christian P. R. Schmid & Kaspar Wüthrich, 2019. "Financial incentives and physician prescription behavior: Evidence from dispensing regulations," Health Economics, John Wiley & Sons, Ltd., vol. 28(9), pages 1114-1129, September.
    4. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    5. Alexander Ahammer & Thomas Schober, 2020. "Exploring variations in health‐care expenditures—What is the role of practice styles?," Health Economics, John Wiley & Sons, Ltd., vol. 29(6), pages 683-699, June.
    6. Gravelle, Hugh & Hole, Arne Risa & Santos, Rita, 2011. "Measuring and testing for gender discrimination in physician pay: English family doctors," Journal of Health Economics, Elsevier, vol. 30(4), pages 660-674, July.
    7. Toshiaki Iizuka, 2007. "Experts' agency problems: evidence from the prescription drug market in Japan," RAND Journal of Economics, RAND Corporation, vol. 38(3), pages 844-862, September.
    8. Jeffrey Clemens & Joshua D. Gottlieb, 2014. "Do Physicians' Financial Incentives Affect Medical Treatment and Patient Health?," American Economic Review, American Economic Association, vol. 104(4), pages 1320-1349, April.
    9. Crea, Giovanni & Galizzi, Matteo M. & Linnosmaa, Ismo & Miraldo, Marisa, 2019. "Physician altruism and moral hazard: (no) Evidence from Finnish national prescriptions data," Journal of Health Economics, Elsevier, vol. 65(C), pages 153-169.
    10. José Luis Montiel Olea & Carolin Pflueger, 2013. "A Robust Test for Weak Instruments," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 31(3), pages 358-369, July.
    11. Rita Santos & Hugh Gravelle & Carol Propper, 2017. "Does Quality Affect Patients’ Choice of Doctor? Evidence from England," Economic Journal, Royal Economic Society, vol. 127(600), pages 445-494, March.
    12. Boris Kaiser & Christian Schmid, 2013. "Does Physician Dispensing Increase Drug Expenditures?," Diskussionsschriften dp1303, Universitaet Bern, Departement Volkswirtschaft.
    13. Eggleston, Karen, 2012. "Prescribing institutions: Explaining the evolution of physician dispensing," Journal of Institutional Economics, Cambridge University Press, vol. 8(2), pages 247-270, June.
    14. Schaumans, Catherine, 2015. "Prescribing behavior of General Practitioners: Competition matters," Health Policy, Elsevier, vol. 119(4), pages 456-463.
    15. Maurus Rischatsch, 2014. "Lead me not into temptation: drug price regulation and dispensing physicians in Switzerland," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 15(7), pages 697-708, September.
    16. Hainmueller, Jens & Xu, Yiqing, 2013. "ebalance: A Stata Package for Entropy Balancing," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 54(i07).
    17. Filippini, M. & Heimsch, F. & Masiero, G., 2014. "Antibiotic consumption and the role of dispensing physicians," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 242-251.
    18. Liu, Ya-Ming & Yang, Yea-Huei Kao & Hsieh, Chee-Ruey, 2009. "Financial incentives and physicians' prescription decisions on the choice between brand-name and generic drugs: Evidence from Taiwan," Journal of Health Economics, Elsevier, vol. 28(2), pages 341-349, March.
    19. Frank Lichtenberg, 2012. "Contribution of Pharmaceutical Innovation to Longevity Growth in Germany and France, 2001–7," PharmacoEconomics, Springer, vol. 30(3), pages 197-211, March.
    20. Toshiaki Iizuka, 2012. "Physician Agency and Adoption of Generic Pharmaceuticals," American Economic Review, American Economic Association, vol. 102(6), pages 2826-2858, October.
    21. Boris Kaiser & Christian Schmid, 2016. "Does Physician Dispensing Increase Drug Expenditures? Empirical Evidence from Switzerland," Health Economics, John Wiley & Sons, Ltd., vol. 25(1), pages 71-90, January.
    22. Alberto Abadie & Guido W. Imbens, 2006. "Large Sample Properties of Matching Estimators for Average Treatment Effects," Econometrica, Econometric Society, vol. 74(1), pages 235-267, January.
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    1. Stacherl, Barbara & Renner, Anna-Theresa & Weber, Daniela, 2023. "Financial incentives and antibiotic prescribing patterns: Evidence from dispensing physicians in a public healthcare system," Social Science & Medicine, Elsevier, vol. 321(C).

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    More about this item

    JEL classification:

    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • L10 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - General

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