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Human Development Over Time: An Empirical Comparison of a Dynamic Index and the Standard HDI

Author

Listed:
  • Nikolaos Zirogiannis

    (Indiana University Bloomington, Indiana)

  • Kerry Krutilla

    (Indiana University Bloomington, Indiana)

  • Yorghos Tripodis

    (Boston University)

  • Kathryn Fledderman

    (Indiana Department of Environmental Management)

Abstract

This research uses panel data to explore inferences about human development associated with two different formulations of the Human Development Index (HDI). The first is the standard HDI as computed since the 2010 Human Development Report. The second is based on a linear combination of the core dimensions, with the weights determined by a dynamic factor analysis algorithm called the Two Cycle Conditional Expectation Maximization algorithm. This algorithm is able to exploit all of the cross sectional and temporal information in a panel dataset and is specifically designed to handle panels with short time dimensions. The two HDI specifications are employed as dependent variables in mixed effects models to estimate the rates-of-change of the HDI by groups of countries classified by income and region. Then, a Monte Carlo simulation is run to assess the efficacy of the two methods in detecting turning points in the trajectories of simulated “true measures” of human development. The results show that, with the exception of low income countries, the two HDI measures give rates of change estimates that do not differ statistically. However, the dynamic HDI does better at detecting the presence of turning points in the trajectory of human development.

Suggested Citation

  • Nikolaos Zirogiannis & Kerry Krutilla & Yorghos Tripodis & Kathryn Fledderman, 2019. "Human Development Over Time: An Empirical Comparison of a Dynamic Index and the Standard HDI," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 142(2), pages 773-798, April.
    • Handle: RePEc:spr:soinre:v:142:y:2019:i:2:d:10.1007_s11205-018-1926-z
    DOI: 10.1007/s11205-018-1926-z
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    1. Sen, Amartya, 2001. "Development as Freedom," OUP Catalogue, Oxford University Press, number 9780192893307.
    2. Sen, Amartya, 1981. "Public Action and the Quality of Life in Developing Countries," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 43(4), pages 287-319, November.
    3. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    4. Sen, Amartya, 1998. "Mortality as an Indicator of Economic Success and Failure," Economic Journal, Royal Economic Society, vol. 108(446), pages 1-25, January.
    5. Siem Jan Koopman & Neil Shephard & Jurgen A. Doornik, 1999. "Statistical algorithms for models in state space using SsfPack 2.2," Econometrics Journal, Royal Economic Society, vol. 2(1), pages 107-160.
    6. Javier Bilbao-Ubillos, 2013. "Another Approach to Measuring Human Development: The Composite Dynamic Human Development Index," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 111(2), pages 473-484, April.
    7. 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.
    8. Sakiko Fukuda-Parr, 2003. "The Human Development Paradigm: Operationalizing Sen'S Ideas On Capabilities," Feminist Economics, Taylor & Francis Journals, vol. 9(2-3), pages 301-317.
    9. Lee Stapleton & Guy Garrod, 2007. "Keeping things simple: why the Human Development Index should not diverge from its equal weights assumption," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 84(2), pages 179-188, November.
    10. Mario Forni & Marc Hallin & Marco Lippi & Lucrezia Reichlin, 2000. "The Generalized Dynamic-Factor Model: Identification And Estimation," The Review of Economics and Statistics, MIT Press, vol. 82(4), pages 540-554, November.
    11. René W. Aubourg & David H. Good & Kerry Krutilla, 2008. "Debt, democratization, and development in Latin America: How policy can affect global warming," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 27(1), pages 7-19.
    12. D K Despotis, 2005. "A reassessment of the human development index via data envelopment analysis," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 56(8), pages 969-980, August.
    13. James H. Stock & Mark W. Watson, 1989. "New Indexes of Coincident and Leading Economic Indicators," NBER Chapters, in: NBER Macroeconomics Annual 1989, Volume 4, pages 351-409, National Bureau of Economic Research, Inc.
    14. Ed Diener & Eunkook Suh, 1997. "Measuring Quality Of Life: Economic, Social, And Subjective Indicators," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 40(1), pages 189-216, January.
    15. Enzo Barberio Mariano & Daisy Aparecida do Nascimento Rebelatto, 2014. "Transformation of wealth produced into quality of life: analysis of the social efficiency of nation-states with the DEA’s triple index approach," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 65(11), pages 1664-1681, November.
    16. Victor, Peter A., 1991. "Indicators of sustainable development: some lessons from capital theory," Ecological Economics, Elsevier, vol. 4(3), pages 191-213, December.
    17. A. Indrayan & M.J. Wysocki & A. Chawla & R. Kumar & N. Singh, 1999. "3-Decade Trend in Human Development Index in India and Its Major States," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 46(1), pages 91-120, January.
    18. Atanu Sengupta & Abhijit Ghosh, 2010. "Negative and Positive Partial Mobility: A Study of the Relative Changes in Human Development," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 99(2), pages 249-268, November.
    19. Dejian Lai, 2000. "Temporal Analysis of Human Development Indicators: Principal Component Approach," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 51(3), pages 331-366, September.
    20. Elizabeth Stanton, 2007. "The Human Development Index: A History," Working Papers wp127, Political Economy Research Institute, University of Massachusetts at Amherst.
    21. Basudeb Biswas & Frank Caliendo, 2002. "A Multivariate Analysis of the Human Development Index," Working Papers 2002-11, Utah State University, Department of Economics.
    22. Dejian Lai, 2003. "Principal Component Analysis on Human Development Indicators of China," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 61(3), pages 319-330, March.
    23. Peter Molenaar, 1985. "A dynamic factor model for the analysis of multivariate time series," Psychometrika, Springer;The Psychometric Society, vol. 50(2), pages 181-202, June.
    24. Despotis, D.K., 2005. "Measuring human development via data envelopment analysis: the case of Asia and the Pacific," Omega, Elsevier, vol. 33(5), pages 385-390, October.
    25. Farhad Noorbakhsh, 1998. "The human development index: some technical issues and alternative indices," Journal of International Development, John Wiley & Sons, Ltd., vol. 10(5), pages 589-605.
    26. Nikolaos Zirogiannis & Yorghos Tripodis, 2018. "Dynamic factor analysis for short panels: estimating performance trajectories for water utilities," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 27(1), pages 131-150, March.
    27. Blasques, F. & Koopman, S.J. & Mallee, M. & Zhang, Z., 2016. "Weighted maximum likelihood for dynamic factor analysis and forecasting with mixed frequency data," Journal of Econometrics, Elsevier, vol. 193(2), pages 405-417.
    28. Mariano, Enzo Barberio & Sobreiro, Vinicius Amorim & Rebelatto, Daisy Aparecida do Nascimento, 2015. "Human development and data envelopment analysis: A structured literature review," Omega, Elsevier, vol. 54(C), pages 33-49.
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    2. Annibal Parracho Sant’Anna & Márcia Freitas Siqueira Sadok Menna Barreto, 2020. "Inequality Assessment by Probabilistic Development Indices," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 148(3), pages 733-746, April.

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