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Health care policy evaluation using longitudinal insurance claims data: An application of the Panel Tobit estimator

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  • Paul V. Grootendorst

Abstract

The British Columbia Ministry of Health provides enhanced prescription drug insurance coverage to residents aged 65 and older. This exogenous change in the effective price of prescription drugs is used to investigate aspects of the drug use by seniors. Three sets of issues are of interest. First, what is the effect of enhanced insurance coverage on drug use and programme costs once drugs are provided free of charge? Second, is this effect permanent, or transitory? Third, are any increases in use observed concentrated among those with lower incomes? Longitudinal administrative claims payment data on 18 000 seniors over the period 1985–92 are used. All individuals in the sample turned 65 at some point and therefore became eligible for subsidized prescription drugs. Health status information is not collected; instead, health status is treated as an individual‐specific fixed endowment, subject to a common rate of decay. Estimation is complicated by censoring of real drug expenditures for those under 65, rendering ‘first differencing’ methods invalid. A semi‐parametric fixed effects Tobit estimator is used instead. For most individuals, the extension of insurance does not permanently increase drug use. Males with lower income were the exception. Little evidence of transitory effects to insurance coverage was found. Finally, the extension of insurance has made only a minor contribution to growth in seniors' drug use, relative to secular growth in drug use over time. © 1997 John Wiley & Sons, Ltd.

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  • Paul V. Grootendorst, 1997. "Health care policy evaluation using longitudinal insurance claims data: An application of the Panel Tobit estimator," Health Economics, John Wiley & Sons, Ltd., vol. 6(4), pages 365-382, July.
  • Handle: RePEc:wly:hlthec:v:6:y:1997:i:4:p:365-382
    DOI: 10.1002/(SICI)1099-1050(199707)6:4<365::AID-HEC279>3.0.CO;2-E
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    1. Rettenmaier, Andrew J. & Wang, Zijun, 2006. "Persistence in Medicare reimbursements and personal medical accounts," Journal of Health Economics, Elsevier, vol. 25(1), pages 39-57, January.
    2. R. Amy Puenpatom & Robert Rosenman, 2006. "Efficiency of Thai provincial public hospitals after the introduction of National Health Insurance Program," Working Papers 2006-2, School of Economic Sciences, Washington State University.
    3. Alan, Sule & Crossley, Thomas F. & Grootendorst, Paul & Veall, Michael R., 2002. "The effects of drug subsidies on out-of-pocket prescription drug expenditures by seniors: regional evidence from Canada," Journal of Health Economics, Elsevier, vol. 21(5), pages 805-826, September.
    4. Sule Alan & Thomas F. Crossley & Paul Grootendorst & Michael R. Veall, 2005. "Distributional effects of ‘general population’ prescription drug programs in Canada," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 38(1), pages 128-148, February.
    5. Martin Falk & Katja Seim, 2001. "The Impact Of Information Technology On High-Skilled Labor In Services: Evidence From Firm-Level Panel Data," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 10(4), pages 289-323.
    6. Kim, Sujin & Kwon, Soonman, 2014. "Has the National Health Insurance improved the inequality in the use of tertiary-care hospitals in Korea?," Health Policy, Elsevier, vol. 118(3), pages 377-385.
    7. Jaume Puig-Junoy & Pilar Garcia-Gomez & David Casado-Marin, 2011. "Free Medicines thanks to Retirement: Moral Hazard and Hospitalization Offsets in an NHS," Tinbergen Institute Discussion Papers 11-108/3, Tinbergen Institute.
    8. Christian Philipp Rudolf Schmid, 2017. "Unobserved health care expenditures: How important is censoring in register data?," Health Economics, John Wiley & Sons, Ltd., vol. 26(12), pages 1807-1812, December.
    9. Sujin Kim & Soonman Kwon, 2014. "The effect of extension of benefit coverage for cancer patients on health care utilization across different income groups in South Korea," International Journal of Health Economics and Management, Springer, vol. 14(2), pages 161-177, June.
    10. Sabine Vogler & Guillaume Dedet & Hanne Bak Pedersen, 2019. "Financial Burden of Prescribed Medicines Included in Outpatient Benefits Package Schemes: Comparative Analysis of Co-Payments for Reimbursable Medicines in European Countries," Applied Health Economics and Health Policy, Springer, vol. 17(6), pages 803-816, December.
    11. 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.
    12. Jeonghoon Ahn, 2004. "Panel Data Sample Selection Model: an Application to Employee Choice of Health Plan Type and Medical Cost Estimation," Econometric Society 2004 Far Eastern Meetings 560, Econometric Society.
    13. Chattopadhyay, Sajal K. & Ebrahim, Shahul H. & Tao, Guoyu & McKenna, Matthew T., 2005. "Use of cervical cancer screening among insured women: the extent of missed opportunities," Health Policy, Elsevier, vol. 73(2), pages 194-201, August.

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