IDEAS home Printed from https://ideas.repec.org/p/imf/imfwpa/2011-234.html
   My bibliography  Save this paper

Global Poverty Estimates: A Sensitivity Analysis

Author

Listed:
  • Ms. Camelia Minoiu
  • Ms. Shatakshee Dhongde

Abstract

Current estimates of global poverty vary substantially across studies. In this paper we undertake a novel sensitivity analysis to highlight the importance of methodological choices in estimating global poverty. We measure global poverty using different data sources, parametric and nonparametric estimation methods, and multiple poverty lines. Our results indicate that estimates of global poverty vary significantly when they are based alternately on data from household surveys versus national accounts but are relatively consistent across different estimation methods. The decline in poverty over the past decade is found to be robust across methodological choices.

Suggested Citation

  • Ms. Camelia Minoiu & Ms. Shatakshee Dhongde, 2011. "Global Poverty Estimates: A Sensitivity Analysis," IMF Working Papers 2011/234, International Monetary Fund.
  • Handle: RePEc:imf:imfwpa:2011/234
    as

    Download full text from publisher

    File URL: http://www.imf.org/external/pubs/cat/longres.aspx?sk=25287
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. ,, 2001. "Problems And Solutions," Econometric Theory, Cambridge University Press, vol. 17(6), pages 1157-1160, December.
    2. Ahluwalia, Montek S. & Carter, Nicholas G. & Chenery, Hollis B., 1979. "Growth and poverty in developing countries," Journal of Development Economics, Elsevier, vol. 6(3), pages 299-341, August.
    3. Angus Deaton, 2005. "Measuring Poverty in a Growing World (or Measuring Growth in a Poor World)," The Review of Economics and Statistics, MIT Press, vol. 87(1), pages 1-19, February.
    4. Miguel Szekely & Nora Lustig & Martin Cumpa & Jose Antonio Mejia, 2004. "Do we know how much poverty there is?," Oxford Development Studies, Taylor & Francis Journals, vol. 32(4), pages 523-558.
    5. Shaohua Chen & Martin Ravallion, 2013. "More Relatively-Poor People in a Less Absolutely-Poor World," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 59(1), pages 1-28, March.
    6. Foster, James & Greer, Joel & Thorbecke, Erik, 1984. "A Class of Decomposable Poverty Measures," Econometrica, Econometric Society, vol. 52(3), pages 761-766, May.
    7. Shaohua Chien & Martin Ravallion, 2001. "How did the world's poorest fare in the 1990s?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 47(3), pages 283-300, September.
    8. Mistiaen, Johan A. & Ravallion, Martin, 2003. "Survey compliance and the distribution of income," Policy Research Working Paper Series 2956, The World Bank.
    9. Ms. Camelia Minoiu & Sanjay Reddy, 2008. "Kernel Density Estimation Based on Grouped Data: The Case of Poverty Assessment," IMF Working Papers 2008/183, International Monetary Fund.
    10. Surjit Bhalla, 2002. "Imagine There's No Country: Poverty, Inequality, and Growth in the Era of Globalization," Peterson Institute Press: All Books, Peterson Institute for International Economics, number 348, April.
    11. Martin Ravallion & Shaohua Chen, 2011. "Weakly Relative Poverty," The Review of Economics and Statistics, MIT Press, vol. 93(4), pages 1251-1261, November.
    12. Shaohua Chen & Martin Ravallion, 2010. "The Developing World is Poorer than We Thought, But No Less Successful in the Fight Against Poverty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(4), pages 1577-1625.
    13. Martin Ravallion, 2003. "Measuring Aggregate Welfare in Developing Countries: How Well Do National Accounts and Surveys Agree?," The Review of Economics and Statistics, MIT Press, vol. 85(3), pages 645-652, August.
    14. Martin Ravallion & Shaohua Chen & Prem Sangraula, 2009. "Dollar a Day Revisited," The World Bank Economic Review, World Bank, vol. 23(2), pages 163-184, June.
    15. ,, 2001. "Problems And Solutions," Econometric Theory, Cambridge University Press, vol. 17(5), pages 1025-1031, October.
    16. Angus Deaton & Olivier Dupriez, 2011. "Purchasing Power Parity Exchange Rates for the Global Poor," American Economic Journal: Applied Economics, American Economic Association, vol. 3(2), pages 137-166, April.
    17. Kakwani, Nanak, 1980. "On a Class of Poverty Measures," Econometrica, Econometric Society, vol. 48(2), pages 437-446, March.
    18. Xavier Sala-i-Martin, 2006. "The World Distribution of Income: Falling Poverty and … Convergence, Period," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(2), pages 351-397.
    19. Singh, S K & Maddala, G S, 1976. "A Function for Size Distribution of Incomes," Econometrica, Econometric Society, vol. 44(5), pages 963-970, September.
    20. Shaohua Chen & Martin Ravallion, 2004. "How Have the World's Poorest Fared since the Early 1980s?," The World Bank Research Observer, World Bank, vol. 19(2), pages 141-169.
    21. Undp, 2010. "HDR 2010 - The Real Wealth of Nations: Pathways to Human Development," Human Development Report (1990 to present), Human Development Report Office (HDRO), United Nations Development Programme (UNDP), number hdr2010, September.
    22. Lynge Nielsen, 2009. "Global Relative Poverty," IMF Working Papers 2009/093, International Monetary Fund.
    23. Shaohua Chen & Gaurav Datt & Martin Ravallion, 1994. "Is Poverty Increasing In The Developing World?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 40(4), pages 359-376, December.
    24. Haddad, Lawrence & Kanbur, Ravi, 1990. "How Serious Is the Neglect of Intra-Household Inequality?," Economic Journal, Royal Economic Society, vol. 100(402), pages 866-881, September.
    25. Shatakshee Dhongde & Camelia Minoiu, 2010. "Global poverty estimates: Present and future," Working Papers 181, ECINEQ, Society for the Study of Economic Inequality.
    26. repec:pri:rpdevs:presidential%20address%2017january%202010%20all is not listed on IDEAS
    27. Sen, Amartya K, 1976. "Poverty: An Ordinal Approach to Measurement," Econometrica, Econometric Society, vol. 44(2), pages 219-231, March.
    28. Ravallion, Martin, 1996. "Issues in Measuring and Modelling Poverty," Economic Journal, Royal Economic Society, vol. 106(438), pages 1328-1343, September.
    29. Robert Ackland & Steve Dowrick & Benoit Freyens, 2013. "Measuring Global Poverty: Why PPP Methods Matter," The Review of Economics and Statistics, MIT Press, vol. 95(3), pages 813-824, July.
    30. Ben Jann, 2005. "KDENS: Stata module for univariate kernel density estimation," Statistical Software Components S456410, Boston College Department of Economics, revised 26 May 2008.
    31. Maxim Pinkovskiy & Xavier Sala-i-Martin, 2009. "Parametric Estimations of the World Distribution of Income," NBER Working Papers 15433, National Bureau of Economic Research, Inc.
    32. Angus Deaton & Valerie Kozel, 2005. "Data and Dogma: The Great Indian Poverty Debate," The World Bank Research Observer, World Bank, vol. 20(2), pages 177-199.
    33. Villasenor, JoseA. & Arnold, Barry C., 1989. "Elliptical Lorenz curves," Journal of Econometrics, Elsevier, vol. 40(2), pages 327-338, February.
    34. Ravallion, Martin & Chen, Shaohua, 1997. "What Can New Survey Data Tell Us about Recent Changes in Distribution and Poverty?," The World Bank Economic Review, World Bank, vol. 11(2), pages 357-382, May.
    35. Angus Deaton, 2008. "Income, Health, and Well-Being around the World: Evidence from the Gallup World Poll," Journal of Economic Perspectives, American Economic Association, vol. 22(2), pages 53-72, Spring.
    36. Angus Deaton, 2005. "ERRATUM: Measuring Poverty in a Growing World (or Measuring Growth in a Poor World)," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 395-395, May.
    37. Florent Bresson, 2009. "On The Estimation Of Growth And Inequality Elasticities Of Poverty With Grouped Data," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 55(2), pages 266-302, June.
    38. repec:bla:revinw:v:40:y:1994:i:4:p:359-76 is not listed on IDEAS
    39. Angus Deaton, 2010. "Price Indexes, Inequality, and the Measurement of World Poverty," American Economic Review, American Economic Association, vol. 100(1), pages 5-34, March.
    40. François Bourguignon, 2005. "Comment on "Measuring Poverty in a Growing World (or Measuring Growth in a Poor World)" by Angus Deaton," The Review of Economics and Statistics, MIT Press, vol. 87(1), pages 20-22, February.
    41. Martin Ravallion & Gaurav Datt & Dominique van de Walle, 1991. "Quantifying Absolute Poverty In The Developing World," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 37(4), pages 345-361, December.
    42. Angus Deaton, 2003. "Household Surveys, Consumption, and the Measurement of Poverty," Economic Systems Research, Taylor & Francis Journals, vol. 15(2), pages 135-159.
    43. Anton Korinek & Johan Mistiaen & Martin Ravallion, 2006. "Survey nonresponse and the distribution of income," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 4(1), pages 33-55, April.
    44. repec:bla:revinw:v:37:y:1991:i:4:p:345-61 is not listed on IDEAS
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Mysikova, Martina & Zelinsky, Tomas, 2019. "On the Measurement of the Income Poverty Rate: the Equivalence Scale across Europe," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 99(4), pages 383-397.
    2. Stein, Alexander J., 2013. "Rethinking the measurement of undernutrition in a broader health context: Should we look at possible causes or actual effects:," IFPRI discussion papers 1298, International Food Policy Research Institute (IFPRI).
    3. Vanesa Jorda & José María Sarabia & Markus Jäntti, 2021. "Inequality measurement with grouped data: Parametric and non‐parametric methods," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 184(3), pages 964-984, July.
    4. Vanesa Jorda & Jos Mar a Sarabia & Markus J ntti, 2020. "Estimation of Income Inequality from Grouped Data," LIS Working papers 804, LIS Cross-National Data Center in Luxembourg.
    5. Alkire, Sabina & Santos, Maria Emma, 2014. "Measuring Acute Poverty in the Developing World: Robustness and Scope of the Multidimensional Poverty Index," World Development, Elsevier, vol. 59(C), pages 251-274.
    6. Armando Barrientos, 2016. "Inequality, Poverty, and Antipoverty Transfers," Working Papers id:11190, eSocialSciences.
    7. Christoph Lakner & Daniel Gerszon Mahler & Mario Negre & Espen Beer Prydz, 2022. "How much does reducing inequality matter for global poverty?," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 20(3), pages 559-585, September.
    8. Moatsos, Michail, 2020. "Global Absolute Poverty: The Evolution of its Measurement," EconStor Preprints 216642, ZBW - Leibniz Information Centre for Economics.
    9. Achille Lemmi & Donatella Grassi & Alessandra Masi & Nicoletta Pannuzi & Andrea Regoli, 2019. "Methodological Choices and Data Quality Issues for Official Poverty Measures: Evidences from Italy," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 141(1), pages 299-330, January.
    10. Crombrugghe, D.P.I. de & Szirmai, A. & Bluhm, R., 2014. "Poor trends: The pace of poverty reduction after the Millennium Development Agenda," MERIT Working Papers 2014-006, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    11. Moatsos, Michail & Lazopoulos, Achillefs, 2021. "Global poverty: A first estimation of its uncertainty," World Development Perspectives, Elsevier, vol. 22(C).
    12. Bolch, Kimberly B. & Ceriani, Lidia & López-Calva, Luis F., 2022. "The arithmetics and politics of domestic resource mobilization for poverty eradication," World Development, Elsevier, vol. 149(C).
    13. Yoshida, Nobuo & Uematsu, Hiroki & Sobrado, Carlos E., 2014. "Is extreme poverty going to end ? an analytical framework to evaluate progress in ending extreme poverty," Policy Research Working Paper Series 6740, The World Bank.
    14. Parra-Mujica, Fiorella & Roope, Laurence SJ. & Abdul-Aziz, Alia & Mustapha, Feisul & Ng, Chiu Wan & Rampal, Sanjay & Lim, Lee-Ling & Dakin, Helen & Clarke, Philip, 2024. "Health poverty among people with type 2 diabetes mellitus (T2DM) in Malaysia," Social Science & Medicine, Elsevier, vol. 340(C).
    15. Jordá, Vanesa & Niño-Zarazúa, Miguel, 2019. "Global inequality: How large is the effect of top incomes?," World Development, Elsevier, vol. 123(C), pages 1-1.
    16. Edward, Peter & Sumner, Andy, 2014. "Estimating the Scale and Geography of Global Poverty Now and in the Future: How Much Difference Do Method and Assumptions Make?," World Development, Elsevier, vol. 58(C), pages 67-82.
    17. Moatsos Michail, 2016. "Global Absolute Poverty: Behind the Veil of Dollars," Journal of Globalization and Development, De Gruyter, vol. 7(2), pages 1-28, December.

    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. Facundo Alvaredo & Leonardo Gasparini, 2013. "Recent Trends in Inequality and Poverty in Developing Countries," CEDLAS, Working Papers 0151, CEDLAS, Universidad Nacional de La Plata.
    2. Moatsos Michail, 2016. "Global Absolute Poverty: Behind the Veil of Dollars," Journal of Globalization and Development, De Gruyter, vol. 7(2), pages 1-28, December.
    3. Maxim Pinkovskiy & Xavier Sala-i-Martin, 2015. "Lights, Camera,... Income! Estimating Poverty Using National Accounts, Survey Means and Lights," LIS Working papers 645, LIS Cross-National Data Center in Luxembourg.
    4. Maxim L. Pinkovskiy & Xavier X. Sala-i-Martin, 2014. "Lights, camera,...income! Estimating poverty using national accounts, survey means, and lights," Staff Reports 669, Federal Reserve Bank of New York.
    5. Moatsos, Michail, 2020. "Global Absolute Poverty: The Evolution of its Measurement," EconStor Preprints 216642, ZBW - Leibniz Information Centre for Economics.
    6. Pinkovskiy, Maxim L., 2013. "World welfare is rising: Estimation using nonparametric bounds on welfare measures," Journal of Public Economics, Elsevier, vol. 97(C), pages 176-195.
    7. repec:cte:werepe:we061103 is not listed on IDEAS
    8. Edward, Peter & Sumner, Andy, 2014. "Estimating the Scale and Geography of Global Poverty Now and in the Future: How Much Difference Do Method and Assumptions Make?," World Development, Elsevier, vol. 58(C), pages 67-82.
    9. Charlotte Guénard & Sandrine Mesplé‐Somps, 2010. "Measuring Inequalities: Do Household Surveys Paint A Realistic Picture?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 56(3), pages 519-538, September.
    10. Crombrugghe, D.P.I. de & Szirmai, A. & Bluhm, R., 2014. "Poor trends: The pace of poverty reduction after the Millennium Development Agenda," MERIT Working Papers 2014-006, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    11. Christoph Lakner & Branko Milanovic, 2016. "Global Income Distribution: From the Fall of the Berlin Wall to the Great Recession," The World Bank Economic Review, World Bank, vol. 30(2), pages 203-232.
    12. Shaohua Chen & Martin Ravallion, 2010. "The Developing World is Poorer than We Thought, But No Less Successful in the Fight Against Poverty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(4), pages 1577-1625.
    13. Francisco H. G. Ferreira & Shaohua Chen & Andrew Dabalen & Yuri Dikhanov & Nada Hamadeh & Dean Jolliffe & Ambar Narayan & Espen Beer Prydz & Ana Revenga & Prem Sangraula & Umar Serajuddin & Nobuo Yosh, 2016. "A global count of the extreme poor in 2012: data issues, methodology and initial results," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 14(2), pages 141-172, June.
    14. Martin Ravallion, 2016. "Toward better global poverty measures," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 14(2), pages 227-248, June.
    15. Duangkamon Chotikapanich & William Griffiths & Wasana Karunarathne & D.S. Prasada Rao, 2013. "Calculating Poverty Measures from the Generalised Beta Income Distribution," The Economic Record, The Economic Society of Australia, vol. 89, pages 48-66, June.
    16. Moatsos, Michail, 2020. "Why PPP exchange rates should be avoided in global poverty estimates," EconStor Preprints 218972, ZBW - Leibniz Information Centre for Economics.
    17. Cockburn, John & Duclos, Jean-Yves & Zabsonré, Agnès, 2014. "Is global social welfare increasing? A critical-level enquiry," Journal of Public Economics, Elsevier, vol. 118(C), pages 151-162.
    18. World Bank Group, 2015. "A Measured Approach to Ending Poverty and Boosting Shared Prosperity : Concepts, Data, and the Twin Goals," World Bank Publications - Books, The World Bank Group, number 20384.
    19. Martin Ravallion & Shaohua Chen & Prem Sangraula, 2007. "New Evidence on the Urbanization of Global Poverty," Population and Development Review, The Population Council, Inc., vol. 33(4), pages 667-701, December.
    20. Sudhir Anand & Paul Segal, 2008. "What Do We Know about Global Income Inequality?," Journal of Economic Literature, American Economic Association, vol. 46(1), pages 57-94, March.
    21. Charlotte Guénard & Sandrine Mesplé-Somps, 2004. "Measuring inequalities: Do the surveys give the real picture? Study of two surveys in Cote d’Ivoire and Madagascar," Working Papers DT/2004/13, DIAL (Développement, Institutions et Mondialisation), revised Dec 2004.

    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:imf:imfwpa:2011/234. 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: Akshay Modi (email available below). General contact details of provider: https://edirc.repec.org/data/imfffus.html .

    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.