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Targeting poverty under complementarities: Evidence from Indonesia's unified targeting system

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  • Tohari, Achmad
  • Parsons, Christopher
  • Rammohan, Anu

Abstract

Developing countries are increasingly moving to unified targeted systems to better identify the poor and improve their outcomes. While social programs are nearly always delivered alongside one another however, the evaluations of these programs typically occur in isolation. Combining nationally representative administrative and survey data, we evaluate Indonesia's three largest social programs in unison. The setting for our evaluation is the launch of Indonesia's Unified Targeting system, an innovation developed to unify program eligibility, reduce targeting errors and increase program complementarities. Introducing a new method of evaluation under the condition of complementary programs, we show that the probability of targeted households receiving all three programs increased by 117 percent. Our analysis shows that households receiving all three complementary programs have at least 30 percentage points higher per capita expenditure than those receiving none. Our results highlight the need to account for program complementarities and provide support for unified program eligibility.

Suggested Citation

  • Tohari, Achmad & Parsons, Christopher & Rammohan, Anu, 2019. "Targeting poverty under complementarities: Evidence from Indonesia's unified targeting system," Journal of Development Economics, Elsevier, vol. 140(C), pages 127-144.
  • Handle: RePEc:eee:deveco:v:140:y:2019:i:c:p:127-144
    DOI: 10.1016/j.jdeveco.2019.06.002
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    as
    1. Richard K. Crump & V. Joseph Hotz & Guido W. Imbens & Oscar A. Mitnik, 2009. "Dealing with limited overlap in estimation of average treatment effects," Biometrika, Biometrika Trust, vol. 96(1), pages 187-199.
    2. World Bank, 2006. "Making the New Indonesia Work for the Poor," World Bank Publications - Reports 8172, The World Bank Group.
    3. 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.
    4. van de Walle, Dominique & Mu, Ren, 2007. "Fungibility and the flypaper effect of project aid: Micro-evidence for Vietnam," Journal of Development Economics, Elsevier, vol. 84(2), pages 667-685, November.
    5. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
    6. Bazzi, Samuel & Sumarto, Sudarno & Suryahadi, Asep, 2015. "It's all in the timing: Cash transfers and consumption smoothing in a developing country," Journal of Economic Behavior & Organization, Elsevier, vol. 119(C), pages 267-288.
    7. Alain de Janvry & Frederico Finan & Elisabeth Sadoulet, 2012. "Local Electoral Incentives and Decentralized Program Performance," The Review of Economics and Statistics, MIT Press, vol. 94(3), pages 672-685, August.
    8. Hidrobo, Melissa & Hoddinott, John & Peterman, Amber & Margolies, Amy & Moreira, Vanessa, 2014. "Cash, food, or vouchers? Evidence from a randomized experiment in northern Ecuador," Journal of Development Economics, Elsevier, vol. 107(C), pages 144-156.
    9. Brown, Caitlin & Ravallion, Martin & van de Walle, Dominique, 2018. "A poor means test? Econometric targeting in Africa," Journal of Development Economics, Elsevier, vol. 134(C), pages 109-124.
    10. Hoddinott, John & Skoufias, Emmanuel, 2004. "The Impact of PROGRESA on Food Consumption," Economic Development and Cultural Change, University of Chicago Press, vol. 53(1), pages 37-61, October.
    11. Cattaneo, Matias D., 2010. "Efficient semiparametric estimation of multi-valued treatment effects under ignorability," Journal of Econometrics, Elsevier, vol. 155(2), pages 138-154, April.
    12. Foster, James & Greer, Joel & Thorbecke, Erik, 1984. "A Class of Decomposable Poverty Measures," Econometrica, Econometric Society, vol. 52(3), pages 761-766, May.
    13. Matias Busso & John DiNardo & Justin McCrary, 2014. "New Evidence on the Finite Sample Properties of Propensity Score Reweighting and Matching Estimators," The Review of Economics and Statistics, MIT Press, vol. 96(5), pages 885-897, December.
    14. Sumarto, Sudarno & Suryahadi, Asep & Pritchett, Lant, 2003. "Safety Nets or Safety Ropes? Dynamic Benefit Incidence of Two Crisis Programs in Indonesia," World Development, Elsevier, vol. 31(7), pages 1257-1277, July.
    15. Adama Bah & Samuel Bazzi & Sudarno Sumarto & Julia Tobias, 2019. "Finding the Poor vs. Measuring Their Poverty: Exploring the Drivers of Targeting Effectiveness in Indonesia," The World Bank Economic Review, World Bank, vol. 33(3), pages 573-597.
    16. Abhijit Banerjee & Rema Hanna & Jordan Kyle & Benjamin A. Olken & Sudarno Sumarto, 2018. "Tangible Information and Citizen Empowerment: Identification Cards and Food Subsidy Programs in Indonesia," Journal of Political Economy, University of Chicago Press, vol. 126(2), pages 451-491.
    17. Olken, Benjamin A., 2005. "Revealed community equivalence scales," Journal of Public Economics, Elsevier, vol. 89(2-3), pages 545-566, February.
    18. Jayne, Thomas S. & Strauss, John & Yamano, Takashi & Molla, Daniel, 2002. "Targeting of food aid in rural Ethiopia: chronic need or inertia?," Journal of Development Economics, Elsevier, vol. 68(2), pages 247-288, August.
    19. Vivi Alatas & Abhijit Banerjee & Rema Hanna & Benjamin A. Olken & Julia Tobias, 2012. "Targeting the Poor: Evidence from a Field Experiment in Indonesia," American Economic Review, American Economic Association, vol. 102(4), pages 1206-1240, June.
    20. Keisuke Hirano & Guido W. Imbens & Geert Ridder, 2003. "Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score," Econometrica, Econometric Society, vol. 71(4), pages 1161-1189, July.
    21. 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?," The World Bank Economic Review, World Bank, vol. 21(1), pages 125-150.
    22. Castaneda, Tarsicio, 2005. "Targeting social spending to the poor with proxy - means testing: Colombia's SISBEN system," Social Protection Discussion Papers and Notes 32759, The World Bank.
    23. Lisa Cameron & Manisha Shah, 2014. "Can Mistargeting Destroy Social Capital and Stimulate Crime? Evidence from a Cash Transfer Program in Indonesia," Economic Development and Cultural Change, University of Chicago Press, vol. 62(2), pages 381-415.
    24. Sparrow, Robert & Suryahadi, Asep & Widyanti, Wenefrida, 2013. "Social health insurance for the poor: Targeting and impact of Indonesia's Askeskin programme," Social Science & Medicine, Elsevier, vol. 96(C), pages 264-271.
    25. S. Derya Uysal, 2015. "Doubly Robust Estimation of Causal Effects with Multivalued Treatments: An Application to the Returns to Schooling," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 30(5), pages 763-786, August.
    26. Jalan, Jyotsna & Ravallion, Martin, 2003. "Estimating the Benefit Incidence of an Antipoverty Program by Propensity-Score Matching," Journal of Business & Economic Statistics, American Statistical Association, vol. 21(1), pages 19-30, January.
    27. Godtland, Erin M & Sadoulet, Elisabeth & De Janvry, Alain & Murgai, Rinku & Ortiz, Oscar, 2004. "The Impact of Farmer Field Schools on Knowledge and Productivity: A Study of Potato Farmers in the Peruvian Andes," Economic Development and Cultural Change, University of Chicago Press, vol. 53(1), pages 63-92, October.
    28. Ravallion, Martin, 1990. "On the coverage of public employment schemes for poverty alleviation," Journal of Development Economics, Elsevier, vol. 34(1-2), pages 57-79, November.
    29. Manuela Angelucci & Giacomo De Giorgi, 2009. "Indirect Effects of an Aid Program: How Do Cash Transfers Affect Ineligibles' Consumption?," American Economic Review, American Economic Association, vol. 99(1), pages 486-508, March.
    30. Abadie, Alberto & Imbens, Guido W., 2011. "Bias-Corrected Matching Estimators for Average Treatment Effects," Journal of Business & Economic Statistics, American Statistical Association, vol. 29(1), pages 1-11.
    31. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    32. Janet Currie & Firouz Gahvari, 2008. "Transfers in Cash and In-Kind: Theory Meets the Data," Journal of Economic Literature, American Economic Association, vol. 46(2), pages 333-383, June.
    33. Matias D. Cattaneo, 2010. "multi-valued treatment effects," The New Palgrave Dictionary of Economics,, Palgrave Macmillan.
    34. Ravallion, Martin, 2008. "Miss-targeted or miss-measured?," Economics Letters, Elsevier, vol. 100(1), pages 9-12, July.
    35. Vivi Alatas & Abhijit Banerjee & Rema Hanna & Benjamin A. Olken & Ririn Purnamasari & Matthew Wai-Poi, 2016. "Self-Targeting: Evidence from a Field Experiment in Indonesia," Journal of Political Economy, University of Chicago Press, vol. 124(2), pages 371-427.
    36. Margaret Grosh & Carlo del Ninno & Emil Tesliuc & Azedine Ouerghi, 2008. "For Protection and Promotion : The Design and Implementation of Effective Safety Nets," World Bank Publications - Books, The World Bank Group, number 6582.
    37. Paul Niehaus & Antonia Atanassova & Marianne Bertrand & Sendhil Mullainathan, 2013. "Targeting with Agents," American Economic Journal: Economic Policy, American Economic Association, vol. 5(1), pages 206-238, February.
    38. Asep Suryahadi & Wenefrida Widyanti & Sudarno Sumarto, 2003. "Short-term poverty dynamics in rural Indonesia during the economic crisis," Journal of International Development, John Wiley & Sons, Ltd., vol. 15(2), pages 133-144.
    39. Rema Hanna & Vivi Alatas & Abhijit Banerjee & Benjamin A. Olken & Ririn Purnamasari & Matthew Wai-Poi & Christian Daude, 2012. "Ordeal Mechanisms in Targeting: Theory and Evidence from a Field Experiment in Indonesia," CID Working Papers 254, Center for International Development at Harvard University.
    40. Susan Athey & Guido W. Imbens, 2017. "The State of Applied Econometrics: Causality and Policy Evaluation," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 3-32, Spring.
    41. Alberto Abadie, 2005. "Semiparametric Difference-in-Differences Estimators," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(1), pages 1-19.
    42. Galasso, Emanuela & Ravallion, Martin, 2005. "Decentralized targeting of an antipoverty program," Journal of Public Economics, Elsevier, vol. 89(4), pages 705-727, April.
    43. Pritchett, Lant & Suryahadi, Asep & Sumarto, Sudarno, 2000. "Quantifying vulnerability to poverty - a proposed measure, applied to Indonesia," Policy Research Working Paper Series 2437, The World Bank.
    44. Khera, Reetika, 2014. "Cash vs. in-kind transfers: Indian data meets theory," Food Policy, Elsevier, vol. 46(C), pages 116-128.
    45. Paul Schultz, T., 2004. "School subsidies for the poor: evaluating the Mexican Progresa poverty program," Journal of Development Economics, Elsevier, vol. 74(1), pages 199-250, June.
    46. World Bank, 2012. "Protecting Poor and Vulnerable Households in Indonesia," World Bank Publications - Reports 13810, The World Bank Group.
    47. Hastuti & Sudarno Sumarto & Nina Toyamah & Syaikhu Usman & Bambang Sulaksono & Sri Budiyati & Wenefrida Dwi Widyanti & Meuthia Rosfadhila & Hariyanti Sadaly & Sufiet Erlita & R. Justin Sodo & Sami Baz, 2006. "A Rapid Appraisal of The Implementation of the 2005 Direct Cash Transfer Program in Indonesia : A Case Study in Five Kabupaten/Kota," Development Economics Working Papers 22529, East Asian Bureau of Economic Research.
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