IDEAS home Printed from https://ideas.repec.org/p/hal/cdiwps/halshs-00936199.html
   My bibliography  Save this paper

Estimating Vulnerability to Poverty using Panel data: Evidence from Indonesia

Author

Listed:
  • Adama Bah

    (CERDI - Centre d'Études et de Recherches sur le Développement International - UdA - Université d'Auvergne - Clermont-Ferrand I - CNRS - Centre National de la Recherche Scientifique)

Abstract

Traditional poverty measures fail to indicate the degree of risk of becoming or remaining poor that households are confronted to. They can therefore be misleading in the context of implementing poverty reduction policies. In this paper I propose a method to estimate an index of ex ante vulnerability to poverty, defined as the probability of being poor in the (near) future given current observable characteristics, using panel data. This method relies on the estimation of the expected mean and variance of future consumption conditional on current consumption and observable characteristics. It generates a vulnerability index, or predicted probability of future poverty, which performs well in predicting future poverty, including out of sample. About 80% of households with a 2000 vulnerability index of 100% are actually poor in 2007. This approach provides information on the population groups that have a high probability of becoming or remaining poor in the future, whether currently poor or not. It is therefore useful to complement traditional poverty measures such as the poverty headcount, in particular for the design and planning of poverty reduction policies.

Suggested Citation

  • Adama Bah, 2015. "Estimating Vulnerability to Poverty using Panel data: Evidence from Indonesia," CERDI Working papers halshs-00936199, HAL.
  • Handle: RePEc:hal:cdiwps:halshs-00936199
    Note: View the original document on HAL open archive server: https://shs.hal.science/halshs-00936199v3
    as

    Download full text from publisher

    File URL: https://shs.hal.science/halshs-00936199v3/document
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Duncan Thomas & Elizabeth Frankenberg & James P. Smith, 2001. "Lost but Not Forgotten: Attrition and Follow-up in the Indonesia Family Life Survey," Journal of Human Resources, University of Wisconsin Press, vol. 36(3), pages 556-592.
    2. Adama BAH, 2013. "Finding the Best Indicators to Identify the Poor," Working Papers 201324, CERDI.
    3. Hoddinott, John & Quisumbing, Agnes, 2003. "Methods for microeconometric risk and vulnerability assessments," Social Protection Discussion Papers and Notes 29138, The World Bank.
    4. Bob Baulch & John Hoddinott, 2000. "Economic mobility and poverty dynamics in developing countries," Journal of Development Studies, Taylor & Francis Journals, vol. 36(6), pages 1-24.
    5. Thomas, Duncan & Witoelar, Firman & Frankenberg, Elizabeth & Sikoki, Bondan & Strauss, John & Sumantri, Cecep & Suriastini, Wayan, 2012. "Cutting the costs of attrition: Results from the Indonesia Family Life Survey," Journal of Development Economics, Elsevier, vol. 98(1), pages 108-123.
    6. Witoelar, Firman, 2005. "Inter-household Allocations within Extended Family: Evidence from the Indonesia Family Life Survey," Center Discussion Papers 28472, Yale University, Economic Growth Center.
    7. Asep Suryahadi & Sudarno Sumarto & Lant Pritchett, 2003. "Evolution of Poverty During the Crisis in Indonesia," Asian Economic Journal, East Asian Economic Association, vol. 17(3), pages 221-241, September.
    8. Wenefrida Dwi Widyanti & Asep Suryahadi & Sudarno Sumarto & Athia Yumna, "undated". "The Relationship between Chronic Poverty and Household Dynamics: Evidence from Indonesia," Working Papers 339, Publications Department.
    9. 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.
    10. Stefan Dercon & Pramila Krishnan, 2000. "Vulnerability, seasonality and poverty in Ethiopia," Journal of Development Studies, Taylor & Francis Journals, vol. 36(6), pages 25-53.
    11. Kochar, Anjini, 1995. "Explaining Household Vulnerability to Idiosyncratic Income Shocks," American Economic Review, American Economic Association, vol. 85(2), pages 159-164, May.
    Full references (including those not matched with items on IDEAS)

    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. Adama BAH, 2013. "Estimating Vulnerability to Poverty using Panel data: Evidence from Indonesia," Working Papers 201325, CERDI.
    2. Günther, Isabel & Harttgen, Kenneth, 2009. "Estimating Households Vulnerability to Idiosyncratic and Covariate Shocks: A Novel Method Applied in Madagascar," World Development, Elsevier, vol. 37(7), pages 1222-1234, July.
    3. Stefan Dercon, 2002. "Income Risk, Coping Strategies, and Safety Nets," The World Bank Research Observer, World Bank, vol. 17(2), pages 141-166, September.
    4. Anh Thu Quang Pham & Pundarik Mukhopadhaya & Ha Vu, 2021. "Estimating poverty and vulnerability to monetary and non-monetary poverty: the case of Vietnam," Empirical Economics, Springer, vol. 61(6), pages 3125-3177, December.
    5. Gaurav, Sarthak, 2015. "Are Rainfed Agricultural Households Insured? Evidence from Five Villages in Vidarbha, India," World Development, Elsevier, vol. 66(C), pages 719-736.
    6. Kenneth Harttgen & Isabel Günther, 2007. "Estimating Vulnerability to Covariate and Idiosyncratic Shocks," Ibero America Institute for Econ. Research (IAI) Discussion Papers 154, Ibero-America Institute for Economic Research.
    7. Mauricio Gallardo, 2018. "Identifying Vulnerability To Poverty: A Critical Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 32(4), pages 1074-1105, September.
    8. Harttgen, Kenneth & Günther, Isabel, 2006. "Households' Vulnerability to Covariate and Idiosyncratic Shocks," Proceedings of the German Development Economics Conference, Berlin 2006 10, Verein für Socialpolitik, Research Committee Development Economics.
    9. Celidoni, Martina, 2011. "Vulnerability to poverty: An empirical comparison of alternative measures," MPRA Paper 33002, University Library of Munich, Germany.
    10. Andy Sumner & Peter Edward, 2013. "From Low Income, High Poverty to High-Income, No Poverty? An Optimistic View of the Long-Run Evolution of Poverty in Indonesia By International Poverty Lines, 1984–2030," Working Papers in Economics and Development Studies (WoPEDS) 201310, Department of Economics, Padjadjaran University, revised Jun 2013.
    11. Montalbano, Pierluigi, 2011. "Trade Openness and Developing Countries' Vulnerability: Concepts, Misconceptions, and Directions for Research," World Development, Elsevier, vol. 39(9), pages 1489-1502, September.
    12. Hill, Ruth Vargas & Porter, Catherine, 2017. "Vulnerability to Drought and Food Price Shocks: Evidence from Ethiopia," World Development, Elsevier, vol. 96(C), pages 65-77.
    13. Isabel Günther & Johannes K. Maier, 2014. "Poverty, Vulnerability, and Reference-Dependent Utility," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(1), pages 155-181, March.
    14. Pierluigi Montalbano & Alessandro Federici & Umberto Triulzi & Carlo Pietrobelli, 2005. "Trade Openness and Vulnerability in Central and Eastern Europe," WIDER Working Paper Series RP2005-43, World Institute for Development Economic Research (UNU-WIDER).
    15. Jiao, Xi & Pouliot, Mariève & Walelign, Solomon Zena, 2017. "Livelihood Strategies and Dynamics in Rural Cambodia," World Development, Elsevier, vol. 97(C), pages 266-278.
    16. R Gaiha & K Imai, 2006. "Vulnerability and poverty in rural India-estimates for rural south India," Economics Discussion Paper Series 0602, Economics, The University of Manchester.
    17. Vo, Thang T., 2018. "Household vulnerability as expected poverty in Vietnam," World Development Perspectives, Elsevier, vol. 10, pages 1-14.
    18. Raghav Gaiha & Katsushi Imai, 2008. "Measuring Vulnerability and Poverty: Estimates for Rural India," WIDER Working Paper Series RP2008-40, World Institute for Development Economic Research (UNU-WIDER).
    19. Pritchett, Lant & Sumarto, Sudarno & Suryahadi, Asep, 2001. "Targeted Programs in an Economic Crisis: Empirical Findings from Indonesia’s Experience," MPRA Paper 58727, University Library of Munich, Germany.
    20. Hardeweg, Bernd & Wagener, Andreas & Waibel, Hermann, 2013. "A distributional approach to comparing vulnerability, applied to rural provinces in Thailand and Vietnam," Journal of Asian Economics, Elsevier, vol. 25(C), pages 53-65.

    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:hal:cdiwps:halshs-00936199. 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: Contact - CERDI - Université Clermont Auvergne (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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.