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A poor means test? Econometric targeting in Africa

Author

Listed:
  • Brown, Caitlin
  • Ravallion, Martin
  • van de Walle, Dominique
Abstract
Proxy-means tests (PMTs) are popular for poverty-targeting with imperfect information. In a widely-used version, a regression for log consumption calibrates a PMT score based on covariates, which is then implemented for targeting out-of-sample. The performance of various PMT methods is assessed using data for nine African countries. Standard PMTs help filter out the non-poor, but exclude many poor people, thus diminishing the impact on poverty. Poverty-focused econometric methods such as using quantile regression generally do better. We also characterize the optimal informationally-feasible solution for poverty targeting and compare it to econometric methods. Even with a budget sufficient to eliminate poverty with full information, none of the targeting methods studied bring the poverty rate below about three-quarters of its initial value. The prevailing methods are particularly deficient in reaching the poorest. A basic-income scheme or transfers using a simple demographic scorecard often do as well, or even better, in reducing poverty.

Suggested Citation

  • 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.
  • Handle: RePEc:eee:deveco:v:134:y:2018:i:c:p:109-124
    DOI: 10.1016/j.jdeveco.2018.05.004
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    1. Dean Karlan & Bram Thuysbaert, 2019. "Targeting Ultra-Poor Households in Honduras and Peru," The World Bank Economic Review, World Bank, vol. 33(1), pages 63-94.
    2. Eugene Smolensky & Siobhán Reilly & Eirik Evenhouse, 1995. "Should Public Assistance Be Targeted?," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 18(1), pages 3-28, September.
    3. Diamond,Alexis & Gill,Michael & Rebolledo Dellepiane,Miguel Angel & Skoufias,Emmanuel & Vinha,Katja & Xu,Yiqing, 2016. "Estimating poverty rates in target populations : an assessment of the simple poverty scorecard and alternative approaches," Policy Research Working Paper Series 7793, The World Bank.
    4. Talip Kilic & Thomas Pave Sohnesen, 2019. "Same Question But Different Answer: Experimental Evidence on Questionnaire Design's Impact on Poverty Measured by Proxies," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 65(1), pages 144-165, March.
    5. David Coady & Margaret Grosh & John Hoddinott, 2004. "Targeting of Transfers in Developing Countries : Review of Lessons and Experience," World Bank Publications - Books, The World Bank Group, number 14902.
    6. Stoeffler, Quentin & Mills, Bradford & del Ninno, Carlo, 2016. "Reaching the Poor: Cash Transfer Program Targeting in Cameroon," World Development, Elsevier, vol. 83(C), pages 244-263.
    7. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    8. Chris Elbers & Jean O. Lanjouw & Peter Lanjouw, 2003. "Micro--Level Estimation of Poverty and Inequality," Econometrica, Econometric Society, vol. 71(1), pages 355-364, January.
    9. Ravallion, Martin & van de Walle, Dominique & Gautam, Madhur, 1995. "Testing a social safety net," Journal of Public Economics, Elsevier, vol. 57(2), pages 175-199, June.
    10. repec:dau:papers:123456789/4335 is not listed on IDEAS
    11. Galasso, Emanuela & Ravallion, Martin, 2005. "Decentralized targeting of an antipoverty program," Journal of Public Economics, Elsevier, vol. 89(4), pages 705-727, 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. Grosh, M.E. & Baker, J.L., 1995. "Proxy Means Tests for Targetting Social Programs. Simulations and Speculation," Papers 118, World Bank - Living Standards Measurement.
    14. 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.
    15. Barrientos,Armando, 2013. "Social Assistance in Developing Countries," Cambridge Books, Cambridge University Press, number 9781107039025, September.
    16. Ravallion, Martin & Chao, Kalvin, 1989. "Targeted policies for poverty alleviation under imperfect information: Algorithms and applications," Journal of Policy Modeling, Elsevier, vol. 11(2), pages 213-224.
    17. David Coady, 2004. "Targeting Outcomes Redux," The World Bank Research Observer, World Bank, vol. 19(1), pages 61-85.
    18. Armando Barrientos, 2013. "Social Assistance in Developing Countries," One Pager 222, International Policy Centre for Inclusive Growth.
    19. David Stifel & Harold Alderman, 2005. "Targeting at the Margin: the 'Glass of Milk' Subsidy Programme in Peru," Journal of Development Studies, Taylor & Francis Journals, vol. 41(5), pages 839-864.
    20. Beckerman, W, 1979. "The Impact of Income Maintenance Payments on Poverty in Britain, 1975," Economic Journal, Royal Economic Society, vol. 89(354), pages 261-279, June.
    21. Rinku Murgai & Martin Ravallion & Dominique van de Walle, 2016. "Is Workfare Cost-effective against Poverty in a Poor Labor-Surplus Economy?," The World Bank Economic Review, World Bank, vol. 30(3), pages 413-445.
    22. Glewwe, Paul, 1992. "Targeting assistance to the poor : Efficient allocation of transfers when household income is not observed," Journal of Development Economics, Elsevier, vol. 38(2), pages 297-321, April.
    23. Christophe Muller & Sami Bibi, 2010. "Refining Targeting against Poverty Evidence from Tunisia," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(3), pages 381-410, June.
    24. Mark Schreiner, 2015. "A Comparison of Two Simple, Low-Cost Ways for Local, Pro-Poor Organizations to Measure the Poverty of Their Participants," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 124(2), pages 537-569, November.
    25. Jonah B. Gelbach & Lant H. Pritchett, 2000. "Indicator targeting in a political economy: Leakier can be better," Journal of Economic Policy Reform, Taylor & Francis Journals, vol. 4(2), pages 113-145.
    26. van de Walle, Dominique, 1998. "Targeting Revisited," The World Bank Research Observer, World Bank, vol. 13(2), pages 231-248, August.
    27. Wodon, Quentin T., 1997. "Targeting the poor using ROC curves," World Development, Elsevier, vol. 25(12), pages 2083-2092, December.
    28. Ahmed, Akhter U. & Bouis, Howarth E., 2002. "Weighing what's practical: proxy means tests for targeting food subsidies in Egypt," Food Policy, Elsevier, vol. 27(5-6), pages 519-540.
    29. Ravallion, Martin, 2016. "The Economics of Poverty: History, Measurement, and Policy," OUP Catalogue, Oxford University Press, number 9780190212773.
    30. Ravallion, Martin, 2000. "Monitoring Targeting Performance When Decentralized Allocations to the Poor Are Unobserved," The World Bank Economic Review, World Bank, vol. 14(2), pages 331-345, May.
    31. Skoufias, Emmanuel & Davis, Benjamin & de la Vega, Sergio, 2001. "Targeting the Poor in Mexico: An Evaluation of the Selection of Households into PROGRESA," World Development, Elsevier, vol. 29(10), pages 1769-1784, October.
    32. Ravallion, Martin, 2008. "Miss-targeted or miss-measured?," Economics Letters, Elsevier, vol. 100(1), pages 9-12, July.
    33. Sharif, Iffath A., 2009. "Building a targeting system for Bangladesh based on proxy means testing," Social Protection Discussion Papers and Notes 50670, The World Bank.
    34. 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.
    35. 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.
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    More about this item

    Keywords

    Poverty; Cash transfers; Proxy means test; Targeting; Africa;
    All these keywords.

    JEL classification:

    • I32 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Measurement and Analysis of Poverty
    • I38 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Government Programs; Provision and Effects of Welfare Programs

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