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Fuzzy Multidimensional Poverty Measurement: An Analysis of Statistical Behaviors

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  • Sung-Geun Kim

Abstract

Using the 2006 round of the British Household Panel Study dataset, I explore the statistical behavior of three fuzzy measures of poverty through a simulation (Monte Carlo) method. The measures [totally fuzzy (TF), totally fuzzy and relative (TFR), and integrated fuzzy and relative (IFR)] acknowledge that (1) poverty is a multidimensional concept, and (2) the ‘poor’ and ‘non-poor’ are not two mutually exclusive sets and the distinction can be ‘fuzzy’. I find that the sampling distributions of the fuzzy measures are quite normally distributed, and they are robust to arbitrary choice in the estimation as well as reliable with relatively small sample size, though there is some differences between the methods. Also, I show that they are robust to measurement errors: allowing random measurement errors in all indicators, the measures still yield strongly reliable results. Finally, I investigate the identification performance of each measure and show that IFR measure has strong consistency, while both TF and TFR measures significantly underestimate the number of people whose fuzzy index values are very high. Copyright Springer Science+Business Media Dordrecht 2015

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  • Sung-Geun Kim, 2015. "Fuzzy Multidimensional Poverty Measurement: An Analysis of Statistical Behaviors," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 120(3), pages 635-667, February.
  • Handle: RePEc:spr:soinre:v:120:y:2015:i:3:p:635-667
    DOI: 10.1007/s11205-014-0616-8
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    1. Romina Boarini & Marco Mira d'Ercole, 2006. "Measures of Material Deprivation in OECD Countries," OECD Social, Employment and Migration Working Papers 37, OECD Publishing.
    2. Booysen, Frikkie & van der Berg, Servaas & Burger, Ronelle & Maltitz, Michael von & Rand, Gideon du, 2008. "Using an Asset Index to Assess Trends in Poverty in Seven Sub-Saharan African Countries," World Development, Elsevier, vol. 36(6), pages 1113-1130, June.
    3. Jean-Yves Duclos & David E. Sahn & Stephen D. Younger, 2006. "Robust Multidimensional Poverty Comparisons," Economic Journal, Royal Economic Society, vol. 116(514), pages 943-968, October.
    4. Amartya Sen, 2004. "Capabilities, Lists, And Public Reason: Continuing The Conversation," Feminist Economics, Taylor & Francis Journals, vol. 10(3), pages 77-80.
    5. Atkinson, A B, 1987. "On the Measurement of Poverty," Econometrica, Econometric Society, vol. 55(4), pages 749-764, July.
    6. Alkire, Sabina & Foster, James, 2011. "Counting and multidimensional poverty measurement," Journal of Public Economics, Elsevier, vol. 95(7), pages 476-487.
    7. Betti, Gianni & D'Agostino, Antonella & Neri, Laura, 2000. "Panel regression models for measuring poverty dynamics in Great Britain," ISER Working Paper Series 2000-42, Institute for Social and Economic Research.
    8. Alkire, Sabina, 2002. "Dimensions of Human Development," World Development, Elsevier, vol. 30(2), pages 181-205, February.
    9. Martin Ravallion, 2011. "On multidimensional indices of poverty," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 9(2), pages 235-248, June.
    10. Sen, Amartya, 1979. " Issues in the Measurement of Poverty," Scandinavian Journal of Economics, Wiley Blackwell, vol. 81(2), pages 285-307.
    11. Ravallion, Martin, 1996. "Issues in Measuring and Modelling Poverty," Economic Journal, Royal Economic Society, vol. 106(438), pages 1328-1343, September.
    12. Kakwani, Nanak C, 1977. "Applications of Lorenz Curves in Economic Analysis," Econometrica, Econometric Society, vol. 45(3), pages 719-727, April.
    13. John Tomer, 2002. "Human Well-Being: A New Approach Based on Overall and Ordinary Functionings," Review of Social Economy, Taylor & Francis Journals, vol. 60(1), pages 23-45.
    14. Ingrid Robeyns, 2005. "The Capability Approach: a theoretical survey," Journal of Human Development and Capabilities, Taylor & Francis Journals, vol. 6(1), pages 93-117.
    15. James Foster & Mark McGillivray & Suman Seth, 2009. "Rank Robustness of Composite Indices," OPHI Working Papers 26, Queen Elizabeth House, University of Oxford.
    16. Callan, Tim & Nolan, Brian, 1991. "Concepts of Poverty and the Poverty Line," Journal of Economic Surveys, Wiley Blackwell, vol. 5(3), pages 243-261.
    17. Udaya Wagle, 2008. "Multidimensional Poverty Measurement," Economic Studies in Inequality, Social Exclusion, and Well-Being, Springer, number 978-0-387-75875-6, Fall.
    18. Robert Cummins, 1996. "The domains of life satisfaction: An attempt to order chaos," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 38(3), pages 303-328, January.
    19. Caroline Dewilde, 2004. "The Multidimensional Measurement of Poverty in Belgium and Britain: A Categorical Approach," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 68(3), pages 331-369, September.
    20. Eric Marlier & A. B. Atkinson, 2010. "Indicators of poverty and social exclusion in a global context," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 29(2), pages 285-304.
    21. François Bourguignon & Satya R. Chakravarty, 2019. "The Measurement of Multidimensional Poverty," Themes in Economics, in: Satya R. Chakravarty (ed.), Poverty, Social Exclusion and Stochastic Dominance, pages 83-107, Springer.
    22. Sara Lelli, 2001. "Factor Analysis vs. Fuzzy Sets Theory: Assessing the Influence of Different Techniques on Sen's Functioning Approach," Public Economics Working Paper Series ces0121, Katholieke Universiteit Leuven, Centrum voor Economische Studiën, Working Group Public Economics.
    23. Des Gasper, 2002. "Is Sen's Capability Approach an Adequate Basis for Considering Human Development?," Review of Political Economy, Taylor & Francis Journals, vol. 14(4), pages 435-461.
    24. Ravallion, M., 1992. "Poverty Comparisons - A Guide to Concepts and Methods," Papers 88, World Bank - Living Standards Measurement.
    25. Jenkins, Stephen P. & Micklewright, John (ed.), 2007. "Inequality and Poverty Re-Examined," OUP Catalogue, Oxford University Press, number 9780199218127.
    26. Jean-Yves Duclos & David Sahn & Stephen D. Younger, 2006. "Robust Multidimensional Poverty Comparisons with Discrete Indicators of Well-being," Cahiers de recherche 0628, CIRPEE.
    27. Luis Ayala & Antonio Jurado & Jesús Pérez‐Mayo, 2011. "Income Poverty And Multidimensional Deprivation: Lessons From Cross‐Regional Analysis," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 57(1), pages 40-60, March.
    28. Zheng, Buhong, 2000. "Poverty Orderings," Journal of Economic Surveys, Wiley Blackwell, vol. 14(4), pages 427-466, September.
    29. Sen, Amartya, 1997. "On Economic Inequality," OUP Catalogue, Oxford University Press, number 9780198292975.
    30. repec:ems:euriss:23177 is not listed on IDEAS
    31. Jeni Klugman & Francisco Rodríguez & Hyung-Jin Choi, 2011. "The HDI 2010: new controversies, old critiques," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 9(2), pages 249-288, June.
    32. Lucio Esposito & Enrica Chiappero Martinetti, 2010. "Multidimensional poverty: Restricted and unrestricted hierarchy among poverty dimensions," Journal of Applied Economics, Universidad del CEMA, vol. 13, pages 181-204, November.
    33. Sen, Amartya, 1983. "Poor, Relatively Speaking," Oxford Economic Papers, Oxford University Press, vol. 35(2), pages 153-169, July.
    34. Sen, Amartya, 1973. "On Economic Inequality," OUP Catalogue, Oxford University Press, number 9780198281931.
    35. Bernard Fustier, 2006. "The Mathematical Framework of Fuzzy Logic," Economic Studies in Inequality, Social Exclusion, and Well-Being, in: Achille Lemmi & Gianni Betti (ed.), Fuzzy Set Approach to Multidimensional Poverty Measurement, chapter 2, pages 29-47, Springer.
    36. Mozaffar Qizilbash & David Clark, 2005. "The Capability Approach and Fuzzy Poverty Measures: An Application to the South African Context," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 74(1), pages 103-139, October.
    37. Martha Nussbaum, 2003. "Capabilities As Fundamental Entitlements: Sen And Social Justice," Feminist Economics, Taylor & Francis Journals, vol. 9(2-3), pages 33-59.
    38. Sen, Amartya K, 1976. "Poverty: An Ordinal Approach to Measurement," Econometrica, Econometric Society, vol. 44(2), pages 219-231, March.
    39. Kai-yuen Tsui, 2002. "Multidimensional poverty indices," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 19(1), pages 69-93.
    40. Desai, Meghnad, 1991. "Human development : Concepts and measurement," European Economic Review, Elsevier, vol. 35(2-3), pages 350-357, April.
    41. Jean-Yves Duclos & David Sahn & Stephen D. Younger, 2006. "Robust Multidimensional Spatial Poverty Comparisons in Ghana, Madagascar, and Uganda," The World Bank Economic Review, World Bank Group, vol. 20(1), pages 91-113.
    42. Serge-Christophe Kolm, 1977. "Multidimensional Egalitarianisms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 91(1), pages 1-13.
    43. A. Atkinson, 2003. "Multidimensional Deprivation: Contrasting Social Welfare and Counting Approaches," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 1(1), pages 51-65, April.
    44. Frederik Booysen, 2002. "An Overview and Evaluation of Composite Indices of Development," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 59(2), pages 115-151, August.
    45. Jonathan Haughton & Shahidur R. Khandker, 2009. "Handbook on Poverty and Inequality," World Bank Publications - Books, The World Bank Group, number 11985, December.
    46. Gasper, D.R., 2002. "Is Sen's Capability Approach an Adequate Basis for Considering Human Development," ISS Working Papers - General Series 50674, International Institute of Social Studies of Erasmus University Rotterdam (ISS), The Hague.
    47. Rebecca M. Blank, 2008. "Presidential address: How to improve poverty measurement in the United States," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 27(2), pages 233-254.
    48. David Clark & David Hulme, 2010. "Poverty, time and vagueness: integrating the core poverty and chronic poverty frameworks," Cambridge Journal of Economics, Oxford University Press, vol. 34(2), pages 347-366, March.
    49. Gianni Betti & Antonella D’Agostino & Laura Neri, 2002. "Panel regression models for measuring multidimensional poverty dynamics," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 11(3), pages 359-369, October.
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