IDEAS home Printed from https://ideas.repec.org/a/spr/soinre/v141y2019i1d10.1007_s11205-017-1825-8.html
   My bibliography  Save this article

How Disadvantages Shape Life Satisfaction: An Alternative Methodological Approach

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11205-017-1825-8
    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/s11205-017-1825-8?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. Daniel W. Sacks & Betsey Stevenson & Justin Wolfers, 2010. "Subjective Well-Being, Income, Economic Development and Growth," NBER Working Papers 16441, National Bureau of Economic Research, Inc.
    2. Antonio D’Ambrosio & Willem J. Heiser, 2016. "A Recursive Partitioning Method for the Prediction of Preference Rankings Based Upon Kemeny Distances," Psychometrika, Springer;The Psychometric Society, vol. 81(3), pages 774-794, September.
    3. Frey, Bruno S & Stutzer, Alois, 2000. "Happiness, Economy and Institutions," Economic Journal, Royal Economic Society, vol. 110(466), pages 918-938, October.
    4. Di Tella, Rafael & Haisken-De New, John & MacCulloch, Robert, 2010. "Happiness adaptation to income and to status in an individual panel," Journal of Economic Behavior & Organization, Elsevier, vol. 76(3), pages 834-852, December.
    5. John F. Helliwell, 2008. "Life Satisfaction and Quality of Development," NBER Working Papers 14507, National Bureau of Economic Research, Inc.
    6. Carlotta Balestra & Joyce Sultan, 2013. "Home Sweet Home: The Determinants of Residential Satisfaction and its Relation with Well-being," OECD Statistics Working Papers 2013/5, OECD Publishing.
    7. Felicia Huppert & Nic Marks & Andrew Clark & Johannes Siegrist & Alois Stutzer & Joar Vittersø & Morten Wahrendorf, 2009. "Measuring Well-being Across Europe: Description of the ESS Well-being Module and Preliminary Findings," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 91(3), pages 301-315, May.
    8. John Helliwell & Shun Wang, 2014. "Weekends and Subjective Well-Being," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 116(2), pages 389-407, April.
    9. Raffaella Piccarreta, 2008. "Classification trees for ordinal variables," Computational Statistics, Springer, vol. 23(3), pages 407-427, July.
    10. David G. Blanchflower & Andrew J. Oswald, 2004. "Money, Sex and Happiness: An Empirical Study," Scandinavian Journal of Economics, Wiley Blackwell, vol. 106(3), pages 393-415, October.
    11. Dolan, Paul & Peasgood, Tessa & White, Mathew, 2008. "Do we really know what makes us happy A review of the economic literature on the factors associated with subjective well-being," Journal of Economic Psychology, Elsevier, vol. 29(1), pages 94-122, February.
    12. Filomena Maggino, 2015. "Subjective well-being and subjective aspects of well-being: methodology and theory," Rivista Internazionale di Scienze Sociali, Vita e Pensiero, Pubblicazioni dell'Universita' Cattolica del Sacro Cuore, vol. 128(1), pages 89-121.
    13. Gasper, Des, 2010. "Understanding the diversity of conceptions of well-being and quality of life," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 39(3), pages 351-360, June.
    14. Archer, Kellie J., 2010. "rpartOrdinal: An R Package for Deriving a Classification Tree for Predicting an Ordinal Response," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 34(i07).
    15. Galimberti, Giuliano & Soffritti, Gabriele & Maso, Matteo Di, 2012. "Classification Trees for Ordinal Responses in R: The rpartScore Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 47(i10).
    16. Gardner, Jonathan & Oswald, Andrew J., 2007. "Money and mental wellbeing: A longitudinal study of medium-sized lottery wins," Journal of Health Economics, Elsevier, vol. 26(1), pages 49-60, January.
    17. Jérôme Silva & Femke de Keulenaer & Nick Johnstone, 2012. "Environmental Quality and Life Satisfaction: Evidence Based on Micro-Data," OECD Environment Working Papers 44, OECD Publishing.
    18. Brendan Baird & Richard Lucas & M. Donnellan, 2010. "Life Satisfaction Across the Lifespan: Findings from Two Nationally Representative Panel Studies," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 99(2), pages 183-203, November.
    19. Romina Boarini & Margherita Comola & Conal Smith & Robert Manchin & Femke de Keulenaer, 2012. "What Makes for a Better Life?: The Determinants of Subjective Well-Being in OECD Countries – Evidence from the Gallup World Poll," OECD Statistics Working Papers 2012/3, OECD Publishing.
    20. John F. Helliwell & Christopher P. Barrington-Leigh, 2010. "Measuring and Understanding Subjective Well-Being," NBER Working Papers 15887, National Bureau of Economic Research, Inc.
    21. Filomena Maggino, 2015. "Subjective well-being and subjective aspects of well-being: methodology and theory," Rivista Internazionale di Scienze Sociali, Vita e Pensiero, Pubblicazioni dell'Universita' Cattolica del Sacro Cuore, vol. 123(1), pages 89-121.
    22. Liliana Winkelmann & Rainer Winkelmann, 1998. "Why Are the Unemployed So Unhappy?Evidence from Panel Data," Economica, London School of Economics and Political Science, vol. 65(257), pages 1-15, February.
    23. Ng, Yew-Kwang, 1997. "A Case for Happiness, Cardinalism, and Interpersonal Comparability," Economic Journal, Royal Economic Society, vol. 107(445), pages 1848-1858, November.
    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. 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.
    2. Luis Alberto Holgado-Apaza & Nelly Jacqueline Ulloa-Gallardo & Ruth Nataly Aragon-Navarrete & Raidith Riva-Ruiz & Naomi Karina Odagawa-Aragon & Danger David Castellon-Apaza & Edgar E. Carpio-Vargas & , 2024. "The Exploration of Predictors for Peruvian Teachers’ Life Satisfaction through an Ensemble of Feature Selection Methods and Machine Learning," Sustainability, MDPI, vol. 16(17), pages 1-28, August.

    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. Rubén Arrondo & Ana Cárcaba & Eduardo González, 2021. "Drivers of Subjective Well-being in Spain: Are There Gender Differences?," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 16(5), pages 2131-2154, October.
    2. Ada Ferrer-i-Carbonell, 2013. "Happiness economics," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 4(1), pages 35-60, March.
    3. Karl Aiginger & Kurt Kratena & Margit Schratzenstaller-Altzinger & Teresa Weiss, 2014. "Moving Towards a New Growth Model. WWWforEurope Deliverable No. 3," WIFO Studies, WIFO, number 47247.
    4. Andrew E. Clark, 2018. "Four Decades of the Economics of Happiness: Where Next?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 64(2), pages 245-269, June.
    5. Sarracino, Francesco, 2013. "Determinants of subjective well-being in high and low income countries: Do happiness equations differ across countries?," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 42(C), pages 51-66.
    6. Gregor Gonza & Anže Burger, 2017. "Subjective Well-Being During the 2008 Economic Crisis: Identification of Mediating and Moderating Factors," Journal of Happiness Studies, Springer, vol. 18(6), pages 1763-1797, December.
    7. Roberta Distante, 2013. "Subjective Well-Being, Income and Relative Concerns in the UK," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 113(1), pages 81-105, August.
    8. Elena Bárcena-Martín & Cortés Aguilar Alexandra & Ana I. Moro Egido, 2013. "The role of proximity and social comparisons on subjective well-being," ThE Papers 13/10, Department of Economic Theory and Economic History of the University of Granada..
    9. Paul Downward & Simona Rasciute, 2011. "An Economic Analysis of the Subjective Health and Well-being of Physical Activity," Chapters, in: Plácido Rodríguez & Stefan Késenne & Brad R. Humphreys (ed.), The Economics of Sport, Health and Happiness, chapter 2, Edward Elgar Publishing.
    10. Pawlowski, Tim & Downward, Paul & Rasciute, Simona, 2014. "Does national pride from international sporting success contribute to well-being? An international investigation," Sport Management Review, Elsevier, vol. 17(2), pages 121-132.
    11. Romina Boarini & Margherita Comola & Femke Keulenaer & Robert Manchin & Conal Smith, 2013. "Can Governments Boost People’s Sense of Well-Being? The Impact of Selected Labour Market and Health Policies on Life Satisfaction," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 114(1), pages 105-120, October.
    12. Christopher Mackie & Conal Smith, 2015. "Conceptualizing Subjective Well-Being And Its Many Dimensions – Implications For Data Collection In Official Statistics And For Policy Relevance," Statistics in Transition New Series, Polish Statistical Association, vol. 16(3), pages 335-372, September.
    13. Jan-Emmanuel De Neve & George Ward & Femke De Keulenaer & Bert Van Landeghem & Georgios Kavetsos & Michael I. Norton, 2018. "The Asymmetric Experience of Positive and Negative Economic Growth: Global Evidence Using Subjective Well-Being Data," The Review of Economics and Statistics, MIT Press, vol. 100(2), pages 362-375, May.
    14. O'Donnell, Gus & Oswald, Andrew J., 2015. "National well-being policy and a weighted approach to human feelings," Ecological Economics, Elsevier, vol. 120(C), pages 59-70.
    15. Nikolova, Milena & Graham, Carol, 2015. "In transit: The well-being of migrants from transition and post-transition countries," Journal of Economic Behavior & Organization, Elsevier, vol. 112(C), pages 164-186.
    16. Zhang, Yinjunjie & Xu, Zhicheng Phil & Palma, Marco A., 2017. "Misclassification Errors of Subjective Well-being: A New Approach to Mapping Happiness," 2017 Annual Meeting, July 30-August 1, Chicago, Illinois 258553, Agricultural and Applied Economics Association.
    17. Aguilar, Alexandra Cortés & García Muñoz, Teresa M. & Moro-Egido, Ana I., 2013. "Heterogeneous self-employment and satisfaction in Latin America," Journal of Economic Psychology, Elsevier, vol. 39(C), pages 44-61.
    18. van Hoorn, Andre, 2016. "Reliability and Validity of the Happiness Approach to Measuring Preferences," MPRA Paper 79977, University Library of Munich, Germany.
    19. Haining Wang & Zhiming Cheng & Russell Smyth, 2015. "Does Consuming More Make You Happier? Evidence from Chinese Panel Data," Monash Economics Working Papers 29-15, Monash University, Department of Economics.
    20. repec:bof:bofitp:urn:nbn:fi:bof-201508181355 is not listed on IDEAS
    21. repec:zbw:bofitp:urn:nbn:fi:bof-201508181355 is not listed on IDEAS
    22. Andrew E. Clark, 2008. "Happiness, habits and high rank: Comparisons in economic and social life," PSE Working Papers halshs-00586049, HAL.

    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:141:y:2019:i:1:d:10.1007_s11205-017-1825-8. 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.