IDEAS home Printed from https://ideas.repec.org/a/spr/soinre/v136y2018i2d10.1007_s11205-017-1556-x.html
   My bibliography  Save this article

A Multicriteria Approach to the Human Development Index Classification

Author

Listed:
  • Raquel Lourenço Carvalhal Monteiro

    (Universidade Federal Fluminense)

  • Valdecy Pereira

    (Universidade Federal Fluminense)

  • Helder Gomes Costa

    (Universidade Federal Fluminense)

Abstract

This paper proposes a new Human Development Index (HDI) classification method using as a basis the same dimensions and weights used by United Nations Development Programme (UNDP), however, avoiding the compensatory effect and misclassification that can occur when UNDP approach is applied. The proposed approach also allows working with any set of dimensions and weights. The classification was performed by the Elimination Et Choix Traidusaint la Realite (ELECTRE TRI), a multicriteria method, in which classes were defined with the visual aid of a non-parametrically tool, the Kernel Density Estimation and the class profiles were calculated by the Jenks Natural Breaks algorithm. The proposed classification method achieved better results than the one adopted by the UNDP, because the countries could be classified accurately in their natural classes without occurring the compensation effect. However, when comparing with the HDI index we have obtained an accuracy of 76.60% for the first proposed model and 78.72% for the second one. Our proposal purely used the same dimensions and weights adopted by UNDP. The proposed method is more robust, closer to reality and can eliminate the compensatory effect between dimensions, thus it can provide more credibility to the HDI. The combination of the ELECTRE TRI method with statistical tools to define classes and class profiles for the HDI is unprecedented in the literature.

Suggested Citation

  • Raquel Lourenço Carvalhal Monteiro & Valdecy Pereira & Helder Gomes Costa, 2018. "A Multicriteria Approach to the Human Development Index Classification," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 136(2), pages 417-438, April.
  • Handle: RePEc:spr:soinre:v:136:y:2018:i:2:d:10.1007_s11205-017-1556-x
    DOI: 10.1007/s11205-017-1556-x
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11205-017-1556-x
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s11205-017-1556-x?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. 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.
    2. De Smet, Yves & Nemery, Philippe & Selvaraj, Ramkumar, 2012. "An exact algorithm for the multicriteria ordered clustering problem," Omega, Elsevier, vol. 40(6), pages 861-869.
    3. Grimm, Michael & Harttgen, Kenneth & Klasen, Stephan & Misselhorn, Mark, 2008. "A Human Development Index by Income Groups," World Development, Elsevier, vol. 36(12), pages 2527-2546, December.
    4. Mehmet Pinar & Thanasis Stengos & Nikolas Topaloglou, 2013. "Measuring human development: a stochastic dominance approach," Journal of Economic Growth, Springer, vol. 18(1), pages 69-108, March.
    5. Hatefi, S.M. & Torabi, S.A., 2010. "A common weight MCDA-DEA approach to construct composite indicators," Ecological Economics, Elsevier, vol. 70(1), pages 114-120, November.
    6. P. Zhou & B. Ang & D. Zhou, 2010. "Weighting and Aggregation in Composite Indicator Construction: a Multiplicative Optimization Approach," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 96(1), pages 169-181, March.
    7. Alkire, Sabina, 2002. "Dimensions of Human Development," World Development, Elsevier, vol. 30(2), pages 181-205, February.
    8. Salas-Bourgoin, María Andreina, 2014. "A proposal for a modified Human Development Index," Revista CEPAL, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), April.
    9. Zheng, Buhong & Zheng, Charles, 2015. "Fuzzy ranking of human development: A proposal," Mathematical Social Sciences, Elsevier, vol. 78(C), pages 39-47.
    10. Laurens Cherchye & Erwin Ooghe & Tom Puyenbroeck, 2008. "Robust human development rankings," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 6(4), pages 287-321, December.
    11. Sagar, Ambuj D. & Najam, Adil, 1998. "The human development index: a critical review," Ecological Economics, Elsevier, vol. 25(3), pages 249-264, June.
    12. Morse, Stephen, 2003. "For better or for worse, till the human development index do us part?," Ecological Economics, Elsevier, vol. 45(2), pages 281-296, June.
    13. Berenger, Valerie & Verdier-Chouchane, Audrey, 2007. "Multidimensional Measures of Well-Being: Standard of Living and Quality of Life Across Countries," World Development, Elsevier, vol. 35(7), pages 1259-1276, July.
    14. Dowrick, Steve & Dunlop, Yvonne & Quiggin, John, 2003. "Social indicators and comparisons of living standards," Journal of Development Economics, Elsevier, vol. 70(2), pages 501-529, April.
    15. 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.
    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. Aleksandras Krylovas & Rūta Dadelienė & Natalja Kosareva & Stanislav Dadelo, 2019. "Comparative Evaluation and Ranking of the European Countries Based on the Interdependence between Human Development and Internal Security Indicators," Mathematics, MDPI, vol. 7(3), pages 1-18, March.
    2. Pereira, Javier & Contreras, Pedro & Morais, Danielle C. & Arroyo-López, Pilar, 2022. "A multi-criteria and stochastic robustness analysis approach to compare nations sustainability," Socio-Economic Planning Sciences, Elsevier, vol. 80(C).
    3. Weam Tunsi & Hisham Alidrisi, 2023. "The Innovation-Based Human Development Index Using PROMETHEE II: The Context of G8 Countries," Sustainability, MDPI, vol. 15(14), pages 1-13, July.
    4. Kaewnern, Hathaipat & Wangkumharn, Sirikul & Deeyaonarn, Wongsathon & Yousaf, Abaid Ullah & Kongbuamai, Nattapan, 2023. "Investigating the role of research development and renewable energy on human development: An insight from the top ten human development index countries," Energy, Elsevier, vol. 262(PB).
    5. Hadi Eskandari Damaneh & Hassan Khosravi & Khalil Habashi & Hamed Eskandari Damaneh & John P. Tiefenbacher, 2022. "The impact of land use and land cover changes on soil erosion in western Iran," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 110(3), pages 2185-2205, February.

    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. Chris Tofallis, 2013. "An automatic-democratic approach to weight setting for the new human development index," Journal of Population Economics, Springer;European Society for Population Economics, vol. 26(4), pages 1325-1345, October.
    2. Sabina Alkire, James Foster, 2010. "Designing the Inequality-Adjusted Human Development Index (HDI)," OPHI Working Papers 37, Queen Elizabeth House, University of Oxford.
    3. Pereira, Javier & Contreras, Pedro & Morais, Danielle C. & Arroyo-López, Pilar, 2022. "A multi-criteria and stochastic robustness analysis approach to compare nations sustainability," Socio-Economic Planning Sciences, Elsevier, vol. 80(C).
    4. Salvatore Greco & Alessio Ishizaka & Menelaos Tasiou & Gianpiero Torrisi, 2019. "On the Methodological Framework of Composite Indices: A Review of the Issues of Weighting, Aggregation, and Robustness," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 141(1), pages 61-94, January.
    5. Panagiotis Ravanos & Giannis Karagiannis, 2021. "A VEA Benefit-of-the-Doubt Model for the HDI," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 155(1), pages 27-46, May.
    6. Sevinc Rende & Murat Donduran, 2013. "Neighborhoods in Development: Human Development Index and Self-organizing Maps," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 110(2), pages 721-734, January.
    7. Mehmet Pinar, 2019. "Multidimensional Well-Being and Inequality Across the European Regions with Alternative Interactions Between the Well-Being Dimensions," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 144(1), pages 31-72, July.
    8. Stephen Morse, 2013. "Bottom Rail on Top: The Shifting Sands of Sustainable Development Indicators as Tools to Assess Progress," Sustainability, MDPI, vol. 5(6), pages 1-21, May.
    9. Ayasrah, Tha'r, 2012. "The Social Economic Development Index: A New Measurement of Development," Jurnal Ekonomi Malaysia, Faculty of Economics and Business, Universiti Kebangsaan Malaysia, vol. 46(2), pages 37-53.
    10. Po-Chin Wu & Chiung-Wen Fan & Sheng-Chieh Pan, 2014. "Does Human Development Index Provide Rational Development Rankings? Evidence from Efficiency Rankings in Super Efficiency Model," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 116(2), pages 647-658, April.
    11. Mark McGillivray & Farhad Noorbakhsh, 2004. "Composite Indices of Human Well-being: Past, Present, and Future," WIDER Working Paper Series RP2004-63, World Institute for Development Economic Research (UNU-WIDER).
    12. Leandro Prados de la Escosura, 2010. "Improving Human Development: A Long‐Run View," Journal of Economic Surveys, Wiley Blackwell, vol. 24(5), pages 841-894, December.
    13. Milica Maricic & Jose A. Egea & Veljko Jeremic, 2019. "A Hybrid Enhanced Scatter Search—Composite I-Distance Indicator (eSS-CIDI) Optimization Approach for Determining Weights Within Composite Indicators," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 144(2), pages 497-537, July.
    14. Vanesa Jordá & José Sarabia, 2015. "International Convergence in Well-Being Indicators," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 120(1), pages 1-27, January.
    15. Permanyer, Iñaki, 2013. "Using Census Data to Explore the Spatial Distribution of Human Development," World Development, Elsevier, vol. 46(C), pages 1-13.
    16. Petróczy, Dóra Gréta, 2021. "An alternative quality of life ranking on the basis of remittances," Socio-Economic Planning Sciences, Elsevier, vol. 78(C).
    17. Stéphane Blancard & Jean-François Hoarau, 2011. "Optimizing the new formulation of the United Nations' human development index: An empirical view from data envelopment analysis," Economics Bulletin, AccessEcon, vol. 31(1), pages 989-1003.
    18. Leandro Prados de la Escosura, 2021. "Augmented human development in the age of globalization," Economic History Review, Economic History Society, vol. 74(4), pages 946-975, November.
    19. Talita Greyling & Fiona Tregenna, 2017. "Construction and Analysis of a Composite Quality of Life Index for a Region of South Africa," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 131(3), pages 887-930, April.
    20. Mehmet Pinar & Thanasis Stengos & Nikolas Topaloglou, 2022. "Stochastic dominance spanning and augmenting the human development index with institutional quality," Annals of Operations Research, Springer, vol. 315(1), pages 341-369, August.

    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:spr:soinre:v:136:y:2018:i:2:d:10.1007_s11205-017-1556-x. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.