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Inference for deprivation profiles in a binary setting

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  • P.L. Conti
  • M.G. Pittau
  • R. Zelli

Abstract

The paper addresses the issue of comparing deprivation distributions, when poverty is measured by a sum of binary variables. To accomplish this task, it provides a graphical device, the Three I's of Deprivation (TID) curve, that summarizes incidence, intensity and inequality aspects of deprivation in a society, and it is the natural counterpart of the TIP curve widely used in income poverty analysis. Uncertainty around the estimated deprivation curves is evaluated through simultaneous confidence bands. An hypothesis test of dominance is presented to facilitate the comparison and the ordering of deprivation curves across groups and over time. An extension of the Sen-Shorrocks poverty index that summarizes the three I's of deprivation is characterized and confidence intervals are developed. As a substantive illustration the evolution of material and social deprivation across European countries over the period of the outbreak of the pandemic is analysed.

Suggested Citation

  • P.L. Conti & M.G. Pittau & R. Zelli, 2024. "Inference for deprivation profiles in a binary setting," Working Paper CRENoS 202405, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
  • Handle: RePEc:cns:cnscwp:202405
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    References listed on IDEAS

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    1. Alkire, Sabina & Foster, James & Seth, Suman & Santos, Maria Emma & Roche, Jose Manuel & Ballon, Paola, 2015. "Multidimensional Poverty Measurement and Analysis," OUP Catalogue, Oxford University Press, number 9780199689491.
    2. Russell Davidson & Jean-Yves Duclos, 2013. "Testing for Restricted Stochastic Dominance," Econometric Reviews, Taylor & Francis Journals, vol. 32(1), pages 84-125, January.
    3. Erreygers, Guido, 2009. "Correcting the Concentration Index: A reply to Wagstaff," Journal of Health Economics, Elsevier, vol. 28(2), pages 521-524, March.
    4. Walter Bossert & Satya R. Chakravarty & Conchita D’Ambrosio, 2019. "Multidimensional Poverty and Material Deprivation with Discrete Data," Themes in Economics, in: Satya R. Chakravarty (ed.), Poverty, Social Exclusion and Stochastic Dominance, pages 191-209, Springer.
    5. Russell Davidson, 2006. "Stochastic Dominance," Departmental Working Papers 2006-19, McGill University, Department of Economics.
    6. Buhong Zheng, 2023. "Poverty measurement and stochastic dominance," Chapters, in: Jacques Silber (ed.), Research Handbook on Measuring Poverty and Deprivation, chapter 8, pages 82-94, Edward Elgar Publishing.
    7. Suman Seth & Gaston Yalonetzky, 2021. "Assessing Deprivation with an Ordinal Variable: Theory and Application to Sanitation Deprivation in Bangladesh," The World Bank Economic Review, World Bank, vol. 35(3), pages 793-811.
    8. Inaki Permanyer & Suman Seth & Gaston Yalonetzky, 2025. "Inequality Measurement for Bounded Variables," Health Economics, John Wiley & Sons, Ltd., vol. 34(8), pages 1443-1460, August.
    9. ., 2023. "Social effects of a Basic Income," Chapters, in: A Research Agenda for Basic Income, chapter 6, pages 125-168, Edward Elgar Publishing.
    10. Aaberge, Rolf & Peluso, Eugenio & Sigstad, Henrik, 2019. "The dual approach for measuring multidimensional deprivation: Theory and empirical evidence," Journal of Public Economics, Elsevier, vol. 177(C), pages 1-1.
    11. ., 2023. "What is a Basic Income?," Chapters, in: A Research Agenda for Basic Income, chapter 2, pages 11-40, Edward Elgar Publishing.
    12. Sabina Alkire, James E. Foster, Suman Seth, Maria Emma Santos, Jose M. Roche and Paola Ballon, 2015. "Multidimensional Poverty Measurement and Analysis: Chapter 9 - Distribution and Dynamics," OPHI Working Papers ophiwp090_ch9.pdf, Queen Elizabeth House, University of Oxford.
    13. ., 2023. "Can we justify paying everyone a Basic Income?," Chapters, in: A Research Agenda for Basic Income, chapter 8, pages 201-228, Edward Elgar Publishing.
    14. ., 2023. "Is a Basic Income politically feasible?," Chapters, in: A Research Agenda for Basic Income, chapter 9, pages 229-254, Edward Elgar Publishing.
    15. Sabina Alkire, James E. Foster, Suman Seth, Maria Emma Santos, José M. Roche and Paola Ballon, 2015. "Multidimensional Poverty Measurement and Analysis: Chapter 7 - Data and Analysis," OPHI Working Papers ophiwp088_ch7.pdf, Queen Elizabeth House, University of Oxford.
    16. Joseph Deutsch & Jacques Silber, 2005. "Measuring Multidimensional Poverty: An Empirical Comparison Of Various Approaches," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 51(1), pages 145-174, March.
    17. Alessio Farcomeni & Maria Grazia Pittau & Sara Viviani & Roberto Zelli, 2025. "A measurement scale for material deprivation: A model‐based approach," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 71(1), February.
    18. Koen Decancq & María Ana Lugo, 2013. "Weights in Multidimensional Indices of Wellbeing: An Overview," Econometric Reviews, Taylor & Francis Journals, vol. 32(1), pages 7-34, January.
    19. Russell Davidson & Jean-Yves Duclos, 2000. "Statistical Inference for Stochastic Dominance and for the Measurement of Poverty and Inequality," Econometrica, Econometric Society, vol. 68(6), pages 1435-1464, November.
    20. Albers, Thilo N. H. & Kersting, Felix & Kosse, Fabian, 2023. "Income misperception and populism," W.E.P. - Würzburg Economic Papers 104, University of Würzburg, Department of Economics.
    21. Edwin Fourrier-Nicolaï & Michel Lubrano, 2020. "Bayesian inference for TIP curves: an application to child poverty in Germany," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 18(1), pages 91-111, March.
    22. Sabina Alkire and James Foster, 2019. "The Role of Inequality in Poverty Measurement," OPHI Working Papers ophiwp126.pdf, Queen Elizabeth House, University of Oxford.
    23. repec:qeh:ophiwp:ophiwp083 is not listed on IDEAS
    24. Lambert, Peter & Zheng, Buhong, 2011. "On the consistent measurement of attainment and shortfall inequality," Journal of Health Economics, Elsevier, vol. 30(1), pages 214-219, January.
    25. John Mullahy, 2023. "Analyzing Bounded Count Data," NBER Working Papers 31814, National Bureau of Economic Research, Inc.
    26. Vincent A. Hildebrand & María Noel Pi Alperin & Philippe Van Kerm, 2017. "Measuring and Accounting for the Deprivation Gap of Portuguese Immigrants in Luxembourg," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63(2), pages 288-309, June.
    27. Barrett, Garry F. & Donald, Stephen G. & Hsu, Yu-Chin, 2016. "Consistent tests for poverty dominance relations," Journal of Econometrics, Elsevier, vol. 191(2), pages 360-373.
    28. Sen, Amartya K, 1976. "Poverty: An Ordinal Approach to Measurement," Econometrica, Econometric Society, vol. 44(2), pages 219-231, March.
    29. ., 2023. "Introduction to A Research Agenda for Basic Income," Chapters, in: A Research Agenda for Basic Income, chapter 1, pages 1-10, Edward Elgar Publishing.
    30. Ma Casilda Lasso de la Vega, 2010. "Chapter 7 Counting poverty orderings and deprivation curves," Research on Economic Inequality, in: Studies in Applied Welfare Analysis: Papers from the Third ECINEQ Meeting, pages 153-172, Emerald Group Publishing Limited.
    31. Alkire, Sabina & Foster, James, 2011. "Counting and multidimensional poverty measurement," Journal of Public Economics, Elsevier, vol. 95(7), pages 476-487.
    32. ., 2023. "How could we pay for a Basic Income?," Chapters, in: A Research Agenda for Basic Income, chapter 3, pages 41-68, Edward Elgar Publishing.
    33. Garry F. Barrett & Stephen G. Donald, 2003. "Consistent Tests for Stochastic Dominance," Econometrica, Econometric Society, vol. 71(1), pages 71-104, January.
    34. Geranda Notten & Julie Kaplan, 2021. "Material Deprivation: Measuring Poverty by Counting Necessities Households Cannot Afford," Canadian Public Policy, University of Toronto Press, vol. 47(1), pages 1-17, March.
    35. ., 2023. "What do people think of Basic Income?," Chapters, in: A Research Agenda for Basic Income, chapter 7, pages 169-200, Edward Elgar Publishing.
    36. ., 2023. "Reducing poverty and income inequality," Chapters, in: Western Welfare Capitalisms in Good Times and Bad, chapter 5, pages 69-87, Edward Elgar Publishing.
    37. ., 2023. "Conclusion to A Research Agenda for Basic Income," Chapters, in: A Research Agenda for Basic Income, chapter 11, pages 281-282, Edward Elgar Publishing.
    38. Jiantao Ma, 2023. "Effects of international trade on income revisited," Review of International Economics, Wiley Blackwell, vol. 31(4), pages 1286-1302, September.
    39. repec:qeh:ophiwp:ophiwp090 is not listed on IDEAS
    40. Sabina Alkire, James E. Foster, Suman Seth, Maria Emma Santos, José M. Roche and Paola Ballon, 2015. "Multidimensional Poverty Measurement and Analysis: Chapter 2 - The Framework," OPHI Working Papers ophiwp083_ch2.pdf, Queen Elizabeth House, University of Oxford.
    41. Francisco Azpitarte & Jose Gallegos & Gaston Yalonetzky, 2020. "On the robustness of multidimensional counting poverty orderings," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 18(3), pages 339-364, September.
    42. repec:qeh:ophiwp:ophiwp088 is not listed on IDEAS
    43. ., 2023. "How would we implement a Basic Income?," Chapters, in: A Research Agenda for Basic Income, chapter 10, pages 255-280, Edward Elgar Publishing.
    44. repec:qeh:ophiwp:ophiwp126 is not listed on IDEAS
    45. repec:bla:econom:v:50:y:1983:i:197:p:3-17 is not listed on IDEAS
    46. Bram Thuysbaert, 2008. "Inference for the measurement of poverty in the presence of a stochastic weighting variable," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 6(1), pages 33-55, March.
    47. ., 2023. "Employment market effects of a Basic Income," Chapters, in: A Research Agenda for Basic Income, chapter 4, pages 69-96, Edward Elgar Publishing.
    48. Zhang, Chen & Yu, Yangcheng & Li, Qinghai, 2023. "Top incomes and income polarisation in China," China Economic Review, Elsevier, vol. 77(C).
    49. Erreygers, Guido, 2009. "Correcting the Concentration Index," Journal of Health Economics, Elsevier, vol. 28(2), pages 504-515, March.
    50. 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.
    51. Suman Seth & Sabina Alkire, 2017. "Did Poverty Reduction Reach the Poorest of the Poor? Complementary Measures of Poverty and Inequality in the Counting Approach," Research on Economic Inequality, in: Research on Economic Inequality, volume 25, pages 63-102, Emerald Group Publishing Limited.
    52. ., 2023. "Poverty policy - food policy versus incomes policy," Chapters, in: Food Security, chapter 8, pages 91-96, Edward Elgar Publishing.
    53. Jenkins, Stephen P & Lambert, Peter J, 1997. "Three 'I's of Poverty Curves, with an Analysis of UK Poverty Trends," Oxford Economic Papers, Oxford University Press, vol. 49(3), pages 317-327, July.
    54. Shorrocks, Anthony F, 1995. "Revisiting the Sen Poverty Index," Econometrica, Econometric Society, vol. 63(5), pages 1225-1230, September.
    55. ., 2023. "Economic effects of a Basic Income," Chapters, in: A Research Agenda for Basic Income, chapter 5, pages 97-124, Edward Elgar Publishing.
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    JEL classification:

    • C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • D63 - Microeconomics - - Welfare Economics - - - Equity, Justice, Inequality, and Other Normative Criteria and Measurement
    • I32 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Measurement and Analysis of Poverty

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