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How Disadvantages Shape Life Satisfaction: An Alternative Methodological Approach

Author

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  • Adolfo Morrone

    (ISTAT - Italian National Institute of Statistics)

  • Alfonso Piscitelli

    (University of Naples Federico II)

  • Antonio D’Ambrosio

    (University of Naples Federico II)

Abstract

Life satisfaction is one of the key indicators of subjective well-being. This paper aims to give a methodological contribution to the study of the factors influencing life satisfaction by emphasising the ordinal nature of this variable. Although life satisfaction is customarily treated like a numerical variable in the literature on indicators of quality of life, we consider it important to fully respect its ordinal nature. In this paper we use an ordinal classification tree-based technique to show the effect of disadvantages on life satisfaction, and we implement an original impurity measure that takes into account the ordinal nature of life satisfaction and, at the same time, the heterogeneity of its ordered categories. The technique shows that, in general, the higher the level of disadvantages, the lower the life satisfaction, and that economic factors are very important in the quality of social relationships by acting as a tipping point for the quality of life.

Suggested Citation

  • Adolfo Morrone & Alfonso Piscitelli & Antonio D’Ambrosio, 2019. "How Disadvantages Shape Life Satisfaction: An Alternative Methodological Approach," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 141(1), pages 477-502, January.
  • Handle: RePEc:spr:soinre:v:141:y:2019:i:1:d:10.1007_s11205-017-1825-8
    DOI: 10.1007/s11205-017-1825-8
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    Cited by:

    1. Elena Ballante & Silvia Figini & Pierpaolo Uberti, 2022. "A new approach in model selection for ordinal target variables," Computational Statistics, Springer, vol. 37(1), pages 43-56, March.

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