IDEAS home Printed from https://ideas.repec.org/p/amc/wpaper/05.html
   My bibliography  Save this paper

Subsidizing Access to Prescription Drugs and Health Outcomes: The Case of Diabetes

Author

Listed:
  • Pedro Américo
  • Rudi Rocha

Abstract

This paper evaluates the health effects of a large-scale subsidizing program of prescription drugs introduced in Brazil, the Aqui Tem Farmácia Popular program (ATFP). We exploit features of the program to identify its effects on mortality and hospitalization rates by diabetes for individuals aged 40 years or more. We find weak evidence for a decline in mortality, but a robust reduction in hospitalization rates. According to our preferred specification, an additional ATFP pharmacy per 100,000 inhabitants is associated with a decrease in hospitalization rates by diabetes of 8.2, which corresponds to 3.6% of its baseline rate. Effects are larger for Type II diabetes in comparison to Type I, and among patients with relatively lower socioeconomic status. Overall, the results are consistent with insulin-dependent patients being relatively less responsive to subsidies because of higher immediate life-threatening risks; and with lower-SES individuals being more responsive because of liquidity constraints. These results support the view that the optimal design of health systems and cost-sharing mechanisms should take into account equity concerns, heterogeneous impacts by health condition, and their potential offsetting effects on the utilization of downstream health services.
(This abstract was borrowed from another version of this item.)

Suggested Citation

  • Pedro Américo & Rudi Rocha, 2020. "Subsidizing Access to Prescription Drugs and Health Outcomes: The Case of Diabetes," Working Papers 05, Instituto de Estudos para Políticas de Saúde.
    • Handle: RePEc:amc:wpaper:05
    as

    Download full text from publisher

    File URL: https://ieps.org.br/sdc_download/13365/?key=1x4tp80a5i09wghdvm96u0d38ifzvg
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Robert Kaestner & Cuping Schiman & G. Caleb Alexander, 2019. "Effects of Prescription Drug Insurance on Hospitalization and Mortality: Evidence from Medicare Part D," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 86(3), pages 595-628, September.
    2. Amitabh Chandra & Jonathan Gruber & Robin McKnight, 2010. "Patient Cost-Sharing and Hospitalization Offsets in the Elderly," American Economic Review, American Economic Association, vol. 100(1), pages 193-213, March.
    3. Hoyt Bleakley, 2007. "Disease and Development: Evidence from Hookworm Eradication in the American South," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 73-117.
    4. Chandra, Amitabh & Gruber, Jonathan & McKnight, Robin, 2014. "The impact of patient cost-sharing on low-income populations: Evidence from Massachusetts," Journal of Health Economics, Elsevier, vol. 33(C), pages 57-66.
    5. Paula Bustos & Bruno Caprettini & Jacopo Ponticelli, 2016. "Agricultural Productivity and Structural Transformation: Evidence from Brazil," American Economic Review, American Economic Association, vol. 106(6), pages 1320-1365, June.
    6. Dahlia K. Remler & Adam J. Atherly, 2003. "Health status and heterogeneity of cost‐sharing responsiveness: how do sick people respond to cost‐sharing?," Health Economics, John Wiley & Sons, Ltd., vol. 12(4), pages 269-280, April.
    7. Taryn Dinkelman, 2011. "The Effects of Rural Electrification on Employment: New Evidence from South Africa," American Economic Review, American Economic Association, vol. 101(7), pages 3078-3108, December.
    8. Abe Dunn & Adam Hale Shapiro, 2019. "Does Medicare Part D Save Lives?," American Journal of Health Economics, MIT Press, vol. 5(1), pages 126-164, Winter.
    9. Huh, Jason & Reif, Julian, 2017. "Did Medicare Part D reduce mortality?," Journal of Health Economics, Elsevier, vol. 53(C), pages 17-37.
    10. Jaume Puig‐Junoy & Pilar García‐Gómez & David Casado‐Marín, 2016. "Free Medicines Thanks to Retirement: Impact of Coinsurance Exemption on Pharmaceutical Expenditures and Hospitalization Offsets in a national health service," Health Economics, John Wiley & Sons, Ltd., vol. 25(6), pages 750-767, June.
    11. Gaynor Martin & Li Jian & Vogt William B, 2007. "Substitution, Spending Offsets, and Prescription Drug Benefit Design," Forum for Health Economics & Policy, De Gruyter, vol. 10(2), pages 1-33, July.
    12. Robert Kaestner & Nasreen Khan, 2012. "Medicare Part D and Its Effect on the Use of Prescription Drugs and Use of Other Health Care Services of the Elderly," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 31(2), pages 253-279, March.
    Full references (including those not matched with items on IDEAS)

    Citations

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


    Cited by:

    1. Aaron Barkley, 2023. "The Human Cost of Collusion: Health Effects of a Mexican Insulin Cartel," Journal of the European Economic Association, European Economic Association, vol. 21(5), pages 1865-1904.
    2. Clarke, Damian & Rocha, Rudi & Szklo, Michel, 2024. "Does Increasing Public Spending in Health Improve Health? Lessons from a Constitutional Reform in Brazil," Research Department working papers 2300, CAF Development Bank Of Latinamerica.
    3. Fernández Guerrico, Sofía, 2021. "The effects of trade-induced worker displacement on health and mortality in Mexico," Journal of Health Economics, Elsevier, vol. 80(C).
    4. Stefan Sliwa Ruiz & Malte Becker & Thomas Hone & Rudi Rocha, 2023. "Doctor Turnover and Health Outcomes: Evidence from the Exit of Cuban Doctors in Brazil," Working Papers 18, Instituto de Estudos para Políticas de Saúde.
    5. Cici McNamara & Natalia Serna, 2022. "The impact of a national formulary expansion on diabetics," Health Economics, John Wiley & Sons, Ltd., vol. 31(11), pages 2311-2332, November.

    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. Ghosh, Ausmita & Simon, Kosali & Sommers, Benjamin D., 2019. "The Effect of Health Insurance on Prescription Drug Use Among Low-Income Adults:Evidence from Recent Medicaid Expansions," Journal of Health Economics, Elsevier, vol. 63(C), pages 64-80.
    2. Wen He, 2022. "Effects of establishing a financing scheme for outpatient care on inpatient services: empirical evidence from a quasi-experiment in China," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 23(1), pages 7-22, February.
    3. Borrescio-Higa, Florencia, 2015. "Can Walmart make us healthier? Prescription drug prices and health care utilization," Journal of Health Economics, Elsevier, vol. 44(C), pages 37-53.
    4. Robert Kaestner & Cuping Schiman & G. Caleb Alexander, 2019. "Effects of Prescription Drug Insurance on Hospitalization and Mortality: Evidence from Medicare Part D," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 86(3), pages 595-628, September.
    5. Wang, Chao & Li, Qing & Sweetman, Arthur & Hurley, Jeremiah, 2015. "Mandatory universal drug plan, access to health care and health: Evidence from Canada," Journal of Health Economics, Elsevier, vol. 44(C), pages 80-96.
    6. Kurt Lavetti & Thomas DeLeire & Nicolas R. Ziebarth, 2023. "How do low‐income enrollees in the Affordable Care Act marketplaces respond to cost‐sharing?," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 90(1), pages 155-183, March.
    7. SeungHoon Han & Hosung Sohn, 2023. "The short-term effects of fixed copayment policy on elderly health spending and service utilization: evidence from South Korea’s age-based policy using exact date of birth," International Journal of Health Economics and Management, Springer, vol. 23(2), pages 255-279, June.
    8. Fukushima, Kazuya & Mizuoka, Sou & Yamamoto, Shunsuke & Iizuka, Toshiaki, 2016. "Patient cost sharing and medical expenditures for the Elderly," Journal of Health Economics, Elsevier, vol. 45(C), pages 115-130.
    9. Chung Jen Yang & Ying Che Tsai & Joseph J. Tien, 2017. "The Impacts of Persistent Behaviour and Cost-Sharing Policy on Demand for Outpatient Visits by the Elderly: Evidence from Taiwan’s National Health Insurance," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 42(1), pages 31-52, January.
    10. Shen, Yichen & Noguchi, Haruko, 2021. "Impacts of anticancer drug parity laws on mortality rates," Social Science & Medicine, Elsevier, vol. 272(C).
    11. Junichi Yamasaki, 2017. "Railroads, Technology Adoption, and Modern Economic Development: Evidence from Japan," ISER Discussion Paper 1000, Institute of Social and Economic Research, Osaka University.
    12. Tianyan Hu & Sandra L. Decker & Shin-Yi Chou, 2014. "The Impact of Health Insurance Expansion on Physician Treatment Choice: Medicare Part D and Physician Prescribing," NBER Working Papers 20708, National Bureau of Economic Research, Inc.
    13. Borgschulte, Mark & Vogler, Jacob, 2020. "Did the ACA Medicaid expansion save lives?," Journal of Health Economics, Elsevier, vol. 72(C).
    14. Tianyan Hu & Sandra L. Decker & Shin-Yi Chou, 2017. "The impact of health insurance expansion on physician treatment choice: Medicare Part D and physician prescribing," International Journal of Health Economics and Management, Springer, vol. 17(3), pages 333-358, September.
    15. Fried, Stephie & Lagakos, David, 2021. "Rural electrification, migration and structural transformation: Evidence from Ethiopia," Regional Science and Urban Economics, Elsevier, vol. 91(C).
    16. Hall Anne E., 2016. "Estimating Regression-Based Medical Care Expenditure Indexes for Medicare Advantage Enrollees," Forum for Health Economics & Policy, De Gruyter, vol. 19(2), pages 261-297, December.
    17. Ponzo, Michela & Scoppa, Vincenzo, 2016. "Cost-Sharing and Use of Health Services in Italy: Evidence from a Fuzzy Regression Discontinuity Design," IZA Discussion Papers 9772, Institute of Labor Economics (IZA).
    18. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    19. Sarah Miller & Norman Johnson & Laura R Wherry, 2021. "Medicaid and Mortality: New Evidence From Linked Survey and Administrative Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(3), pages 1783-1829.
    20. Gaggl, Paul & Gray, Rowena & Marinescu, Ioana & Morin, Miguel, 2021. "Does electricity drive structural transformation? Evidence from the United States," Labour Economics, Elsevier, vol. 68(C).

    More about this item

    Keywords

    subsidies; prescription drugs; diabetes; hospital admissions; mortality;
    All these keywords.

    JEL classification:

    • I10 - Health, Education, and Welfare - - Health - - - General
    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • H51 - Public Economics - - National Government Expenditures and Related Policies - - - Government Expenditures and Health

    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:amc:wpaper:05. 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: Helena Ciorra (email available below). General contact details of provider: https://edirc.repec.org/data/iepssbr.html .

    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.