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The Impact of the Indonesian Health Card Program: A Matching Estimator Approach

  • Meliyanni Johar

    ()

    (School of Economics, The University of New South Wales)

This study evaluates the effectiveness of a pro-poor nation-wide health card program in Indonesia which provides free basic health care at public health facilities. To quantify the effect of the program, it departs from the traditional regression-based approach in the literature to employ propensity score matching to reduce the selection bias due to non-random health card distribution. The setting of the program and the richness of the data set support this strategy in providing accurate estimates of the program’s effect on its recipients. The result finds that in general the health card program only has limited impact on the consumption of primary health care by its recipients. This finding suggests the presence of other factors that are counteracting the generous demand incentive.

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File URL: http://wwwdocs.fce.unsw.edu.au/economics/Research/WorkingPapers/2007_30.pdf
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Paper provided by School of Economics, The University of New South Wales in its series Discussion Papers with number 2007-30.

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Length: 43 pages
Date of creation: Oct 2007
Date of revision:
Handle: RePEc:swe:wpaper:2007-30
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  1. Simon Gachter & Ernst Fehr, 2000. "Cooperation and Punishment in Public Goods Experiments," American Economic Review, American Economic Association, vol. 90(4), pages 980-994, September.
  2. James Heckman & Hidehiko Ichimura & Jeffrey Smith & Petra Todd, 1998. "Characterizing Selection Bias Using Experimental Data," NBER Working Papers 6699, National Bureau of Economic Research, Inc.
  3. Becker, Sascha O. & Caliendo, Marco, 2007. "mhbounds – Sensitivity Analysis for Average Treatment Effects," IZA Discussion Papers 2542, Institute for the Study of Labor (IZA).
  4. Besley, Timothy & Coate, Stephen & Loury, Glenn, 1993. "The Economics of Rotating Savings and Credit Associations," American Economic Review, American Economic Association, vol. 83(4), pages 792-810, September.
  5. Imbens, Guido & Abadie, Alberto, 2008. "On the Failure of the Bootstrap for Matching Estimators," Scholarly Articles 3043415, Harvard University Department of Economics.
  6. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, 02.
  7. Rajeev H. Dehejia & Sadek Wahba, 1998. "Propensity Score Matching Methods for Non-experimental Causal Studies," NBER Working Papers 6829, National Bureau of Economic Research, Inc.
  8. Sebastian Galiani & Paul Gertler & Ernesto Schargrodsky, 2005. "Water for Life: The Impact of the Privatization of Water Services on Child Mortality," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 83-120, February.
  9. Gordon, Roger H. & Varian, Hal R., 1989. "Taxation of asset income in the presence of a world securities market," Journal of International Economics, Elsevier, vol. 26(3-4), pages 205-226, May.
  10. Eric Jensen, 1996. "The fertility impact of alternative family planning distribution channels in Indonesia," Demography, Springer, vol. 33(2), pages 153-165, May.
  11. Duncan Thomas & Elizabeth Frankenberg & James P. Smith, 2000. "Lost But Not Forgotten: Attrition and Follow-up in the Indonesian Family Life Survey," Working Papers 00-03, RAND Corporation Publications Department.
  12. De Weerdt, Joachim & Dercon, Stefan, 2006. "Risk-sharing networks and insurance against illness," Journal of Development Economics, Elsevier, vol. 81(2), pages 337-356, December.
  13. Manning, Willard G, et al, 1987. "Health Insurance and the Demand for Medical Care: Evidence from a Randomized Experiment," American Economic Review, American Economic Association, vol. 77(3), pages 251-77, June.
  14. Filmer, Deon & Hammer, Jeffrey S & Pritchett, Lant H, 2000. "Weak Links in the Chain: A Diagnosis of Health Policy in Poor Countries," World Bank Research Observer, World Bank Group, vol. 15(2), pages 199-224, August.
  15. McGuire, Thomas G., 2000. "Physician agency," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 9, pages 461-536 Elsevier.
  16. Anne Case & Darren Lubotsky & Christina Paxson, 2002. "Economic status and health in childhood: the origins of the gradient," Working Papers 262, Princeton University, Woodrow Wilson School of Public and International Affairs, Center for Health and Wellbeing..
  17. Andreas Million & Regina T. Riphahn & Achim Wambach, 2003. "Incentive effects in the demand for health care: a bivariate panel count data estimation," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(4), pages 387-405.
  18. Pitt, Mark M & Rosenzweig, Mark R & Gibbons, Donna M, 1993. "The Determinants and Consequences of the Placement of Government Programs in Indonesia," World Bank Economic Review, World Bank Group, vol. 7(3), pages 319-48, September.
  19. Jeffrey Smith, 2000. "A Critical Survey of Empirical Methods for Evaluating Active Labor Market Policies," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 136(III), pages 247-268, September.
  20. Zhong Zhao, 2004. "Using Matching to Estimate Treatment Effects: Data Requirements, Matching Metrics, and Monte Carlo Evidence," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 91-107, February.
  21. Aakvik, A., 2001. "Bounding a Matching Estimator: The Case of a Norwegian Training Program," Norway; Department of Economics, University of Bergen 222, Department of Economics, University of Bergen.
  22. Menno Pradhan & Fadia Saadah & Robert Sparrow, 2007. "Did the Health Card Program Ensure Access to Medical Care for the Poor during Indonesia's Economic Crisis?," World Bank Economic Review, World Bank Group, vol. 21(1), pages 125-150.
  23. Augurzky, Boris & Schmidt, Christoph M., 2001. "The Propensity Score: A Means to An End," IZA Discussion Papers 271, Institute for the Study of Labor (IZA).
  24. Deborah A. Cobb-Clark & Thomas Crossley, 2003. "Econometrics for Evaluations: An Introduction to Recent Developments," The Economic Record, The Economic Society of Australia, vol. 79(247), pages 491-511, December.
  25. Heckman, James J & Ichimura, Hidehiko & Todd, Petra E, 1997. "Matching as an Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," Review of Economic Studies, Wiley Blackwell, vol. 64(4), pages 605-54, October.
  26. John Newman & Menno Pradhan & Laura B. Rawlings & Geert Ridder & Ramiro Coa & Jose Luis Evia, 2002. "An Impact Evaluation of Education, Health, and Water Supply Investments by the Bolivian Social Investment Fund," World Bank Economic Review, World Bank Group, vol. 16(2), pages 241-274, August.
  27. Pradhan, Menno & Rawlings, Laura & Ridder, Geert, 1998. "The Bolivian Social Investment Fund: An Analysis of Baseline Data for Impact Evaluation," World Bank Economic Review, World Bank Group, vol. 12(3), pages 457-82, September.
  28. Lanjouw, Peter & Pradhan, Menno & Saadah, Fadia & Sayed, Haneen & Sparrow, Robert, 2001. "Poverty, education, and health in Indonesia : who benefits from public spending?," Policy Research Working Paper Series 2739, The World Bank.
  29. Sascha O. Becker & Andrea Ichino, 2002. "Estimation of average treatment effects based on propensity scores," Stata Journal, StataCorp LP, vol. 2(4), pages 358-377, November.
  30. Antonio Trujillo & Jorge Portillo & John Vernon, 2005. "The Impact of Subsidized Health Insurance for the Poor: Evaluating the Colombian Experience Using Propensity Score Matching," International Journal of Health Care Finance and Economics, Springer, vol. 5(3), pages 211-239, September.
  31. Miguel, Edward & Gugerty, Mary Kay, 2005. "Ethnic diversity, social sanctions, and public goods in Kenya," Journal of Public Economics, Elsevier, vol. 89(11-12), pages 2325-2368, December.
  32. A. Smith, Jeffrey & E. Todd, Petra, 2005. "Does matching overcome LaLonde's critique of nonexperimental estimators?," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 305-353.
  33. Wagstaff, Adam & Yu, Shengchao, 2007. "Do health sector reforms have their intended impacts?: The World Bank's Health VIII project in Gansu province, China," Journal of Health Economics, Elsevier, vol. 26(3), pages 505-535, May.
  34. Adam Wagstaff, 2007. "Health systems in East Asia: what can developing countries learn from Japan and the Asian Tigers?," Health Economics, John Wiley & Sons, Ltd., vol. 16(5), pages 441-456.
  35. Dow, W & Gertly, P & Schoeni, R-F & Strauss, J & Thomas, D, 1997. "Health Care Prices, Health and Labor Outcomes : Experimental Evidence," Papers 97-01, RAND - Labor and Population Program.
  36. John S. Akin & David K. Guilkey & Paul L. Hutchinson & Michael T. Mcintosh, 1998. "Price elasticities of demand for curative health care with control for sample selectivity on endogenous illness: an analysis for Sri Lanka," Health Economics, John Wiley & Sons, Ltd., vol. 7(6), pages 509-531.
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