IDEAS home Printed from https://ideas.repec.org/a/spr/jhappi/v25y2024i7d10.1007_s10902-024-00792-1.html
   My bibliography  Save this article

Unraveling the Most Important Predictors of Eudaimonic and Hedonic Well-Being in Korean Adults: A Machine Learning Approach

Author

Listed:
  • Mina Jyung

    (Seoul National University)

  • Sung-Ha Lee

    (Seoul National University)

  • Incheol Choi

    (Seoul National University
    Seoul National University)

Abstract

The quest to unravel what contributes to happiness continues to captivate interest in both everyday experiences and academic discourse. Nonetheless, empirical research on the relative importance of possible candidates and their associations with two key aspects of well-being—eudaimonia (the good life) and hedonia (pleasure)—is limited. This study addresses this gap by exploring the relative strength of 32 predictors from multiple domains on psychological well-being (PWB) and subjective well-being (SWB). Using a machine learning approach on a dataset of 559 Korean adults, we identified distinct primary determinants for each well-being aspect. For PWB, meaning in life, self-esteem, and essentialist beliefs about happiness emerged as the strongest predictors requiring careful consideration. For SWB, depressive symptoms, subjective socioeconomic status, and emotional stability were salient predictors. Our findings highlight potential cultural nuances in the prioritization of happiness and offer valuable insights for policymakers and decision-makers in tailoring interventions and strategies to optimize individual well-being.

Suggested Citation

  • Mina Jyung & Sung-Ha Lee & Incheol Choi, 2024. "Unraveling the Most Important Predictors of Eudaimonic and Hedonic Well-Being in Korean Adults: A Machine Learning Approach," Journal of Happiness Studies, Springer, vol. 25(7), pages 1-22, October.
  • Handle: RePEc:spr:jhappi:v:25:y:2024:i:7:d:10.1007_s10902-024-00792-1
    DOI: 10.1007/s10902-024-00792-1
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10902-024-00792-1
    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/s10902-024-00792-1?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. Edward Deci & Richard Ryan, 2008. "Hedonia, eudaimonia, and well-being: an introduction," Journal of Happiness Studies, Springer, vol. 9(1), pages 1-11, January.
    2. José Augusto-Landa & Manuel Pulido-Martos & Esther Lopez-Zafra, 2011. "Does Perceived Emotional Intelligence and Optimism/pessimism Predict Psychological Well-being?," Journal of Happiness Studies, Springer, vol. 12(3), pages 463-474, June.
    3. Valdiney Gouveia & Taciano Milfont & Patrícia Fonseca & Jorge Coelho, 2009. "Life Satisfaction in Brazil: Testing the Psychometric Properties of the Satisfaction With Life Scale (SWLS) in Five Brazilian Samples," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 90(2), pages 267-277, January.
    4. Stutzer, Alois & Frey, Bruno S., 2006. "Does marriage make people happy, or do happy people get married?," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 35(2), pages 326-347, April.
    5. Mithat Durak & Emre Senol-Durak & Tulin Gencoz, 2010. "Psychometric Properties of the Satisfaction with Life Scale among Turkish University Students, Correctional Officers, and Elderly Adults," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 99(3), pages 413-429, December.
    6. Ethan McMahan & Seungah Ryu & Incheol Choi, 2014. "Lay Conceptions of Well-Being Among Undergraduate Students from the United States and South Korea: Culture-Level Differences and Correlates," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 119(1), pages 321-339, October.
    7. Andreja Brajša-Žganec & Marina Merkaš & Iva Šverko, 2011. "Quality of Life and Leisure Activities: How do Leisure Activities Contribute to Subjective Well-Being?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 102(1), pages 81-91, May.
    8. Caporale, Guglielmo Maria & Georgellis, Yannis & Tsitsianis, Nicholas & Yin, Ya Ping, 2009. "Income and happiness across Europe: Do reference values matter?," Journal of Economic Psychology, Elsevier, vol. 30(1), pages 42-51, February.
    9. Marieke Van Willigen, 2000. "Differential Benefits of Volunteering Across the Life Course," The Journals of Gerontology: Series B, The Gerontological Society of America, vol. 55(5), pages 308-318.
    10. Aaron Ahuvia, 2002. "Individualism/Collectivism and Cultures of Happiness: A Theoretical Conjecture on the Relationship between Consumption, Culture and Subjective Well-Being at the National Level," Journal of Happiness Studies, Springer, vol. 3(1), pages 23-36, March.
    11. Ferrer-i-Carbonell, Ada, 2005. "Income and well-being: an empirical analysis of the comparison income effect," Journal of Public Economics, Elsevier, vol. 89(5-6), pages 997-1019, June.
    12. Mia M. Vainio & Daiva Daukantaitė, 2016. "Grit and Different Aspects of Well-Being: Direct and Indirect Relationships via Sense of Coherence and Authenticity," Journal of Happiness Studies, Springer, vol. 17(5), pages 2119-2147, October.
    13. Friedman, Jerome H. & Hastie, Trevor & Tibshirani, Rob, 2010. "Regularization Paths for Generalized Linear Models via Coordinate Descent," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 33(i01).
    14. Xinwen Bai & Chiahuei Wu & Rui Zheng & Xiaopeng Ren, 2011. "The Psychometric Evaluation of the Satisfaction with Life Scale Using a Nationally Representative Sample of China," Journal of Happiness Studies, Springer, vol. 12(2), pages 183-197, April.
    15. Richins, Marsha L & Dawson, Scott, 1992. "A Consumer Values Orientation for Materialism and Its Measurement: Scale Development and Validation," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 19(3), pages 303-316, December.
    16. Mohsen Joshanloo & Veljko Jovanović & Tim Taylor, 2019. "A multidimensional understanding of prosperity and well-being at country level: Data-driven explorations," PLOS ONE, Public Library of Science, vol. 14(10), pages 1-31, October.
    17. Veronika Huta & Richard Ryan, 2010. "Pursuing Pleasure or Virtue: The Differential and Overlapping Well-Being Benefits of Hedonic and Eudaimonic Motives," Journal of Happiness Studies, Springer, vol. 11(6), pages 735-762, December.
    18. Eunkook Suh & Shigehiro Oishi, 2004. "Culture and subjective well-being: Introduction to the Special Issue," Journal of Happiness Studies, Springer, vol. 5(3), pages 219-222, September.
    19. L. Ring & S. Höfer & H. McGee & A. Hickey & C. O’Boyle, 2007. "Individual quality of life: can it be accounted for by psychological or subjective well-being?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 82(3), pages 443-461, July.
    20. Mina Jyung & Incheol Choi & Yerin Shim, 2021. "Enjoyment Versus Competence Trade-Off: Happy People Value Enjoyment Over Competence More Than Unhappy People," Journal of Happiness Studies, Springer, vol. 22(8), pages 3679-3701, December.
    21. Patricia Sancho & Laura Galiana & Melchor Gutierrez & Elizabeth-Hama Francisco & José Tomás, 2014. "Validating the Portuguese Version of the Satisfaction With Life Scale in an Elderly Sample," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 115(1), pages 457-466, January.
    22. Ruut Veenhoven, 1999. "Quality-of-Life in Individualistic Society," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 48(2), pages 159-188, October.
    23. Saulo Sirigatti & Ilaria Penzo & Luca Iani & Annamaria Mazzeschi & Halina Hatalskaja & Enrichetta Giannetti & Cristina Stefanile, 2013. "Measurement Invariance of Ryff’s Psychological Well-being Scales Across Italian and Belarusian Students," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 113(1), pages 67-80, August.
    24. Chong-Min Park, 2009. "The Quality of Life in South Korea," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 92(2), pages 263-294, June.
    Full references (including those not matched with items on IDEAS)

    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. Giulia Ferrari, 2022. "What is wellbeing for rural South African women? Textual analysis of focus group discussion transcripts and implications for programme design and evaluation," Palgrave Communications, Palgrave Macmillan, vol. 9(1), pages 1-15, December.
    2. Marcin Piekalkiewicz, 2016. "Money, Social Capital and Materialism. Evidence from Happiness Data," Department of Economics University of Siena 731, Department of Economics, University of Siena.
    3. Jaspers, Esther, 2018. "Opening up on consumer materialism," Other publications TiSEM a21cb1c8-5af1-46cc-9ea0-a, Tilburg University, School of Economics and Management.
    4. Dave Webb & Janine Wong, 2014. "Exploring Antecedents of Charitable Giving and Their Impact on Subjective Well-Being in Singapore," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 117(1), pages 65-87, May.
    5. Soo Jiuan Tan & Siok Kuan Tambyah, 2016. "Shifting Values and Life Satisfaction: A Sequential Cross-Sectional Study of the Influence of Values on Subjective Wellbeing in Singapore," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 127(3), pages 1391-1416, July.
    6. Santi Budria & Ada Ferrer-i-Carbonell, 2012. "Income Comparisons and Non-cognitive Skills," SOEPpapers on Multidisciplinary Panel Data Research 441, DIW Berlin, The German Socio-Economic Panel (SOEP).
    7. Yeniaras, Volkan & Akkemik, K. Ali & Yucel, Eray, 2016. "Re-considering the linkage between the antecedents and consequences of happiness," Journal of Economic Psychology, Elsevier, vol. 56(C), pages 176-191.
    8. Takashi Oshio & Kayo Nozaki & Miki Kobayashi, 2011. "Relative Income and Happiness in Asia: Evidence from Nationwide Surveys in China, Japan, and Korea," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 104(3), pages 351-367, December.
    9. Huiyu Zhang & Ying Dai & Huimei Liu, 2021. "English Proficiency and Happiness: The Mediation of Income Satisfaction and Leisure Satisfaction and the Moderation of the National Economy," SAGE Open, , vol. 11(4), pages 21582440211, October.
    10. Laura Delgado-Lobete & Rebeca Montes-Montes & Alba Vila-Paz & Miguel-Ángel Talavera-Valverde & José-Manuel Cruz-Valiño & Berta Gándara-Gafo & Adriana Ávila-Álvarez & Sergio Santos-del-Riego, 2020. "Subjective Well-Being in Higher Education: Psychometric Properties of the Satisfaction with Life and Subjective Vitality Scales in Spanish University Students," Sustainability, MDPI, vol. 12(6), pages 1-13, March.
    11. Senik, Claudia, 2009. "Direct evidence on income comparisons and their welfare effects," Journal of Economic Behavior & Organization, Elsevier, vol. 72(1), pages 408-424, October.
    12. 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.
    13. Hong, Yan-Zhen & Su, Yi-Ju & Chang, Hung-Hao, 2023. "Analyzing the relationship between income and life satisfaction of Forest farm households - a behavioral economics approach," Forest Policy and Economics, Elsevier, vol. 148(C).
    14. Soo Tan & Siok Tambyah & Ah Kau, 2006. "The Influence of Value Orientations and Demographics on Quality-of-Life Perceptions: Evidence from a National Survey of Singaporeans," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 78(1), pages 33-59, August.
    15. Castro, Damaris & Bleys, Brent, 2023. "Do people think they have enough? A subjective income sufficiency assessment," Ecological Economics, Elsevier, vol. 205(C).
    16. Maite Blázquez Cuesta & Santiago Budría, 2014. "Deprivation and Subjective Well-Being: Evidence from Panel Data," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(4), pages 655-682, December.
    17. Liselot Hudders & Mario Pandelaere, 2012. "The Silver Lining of Materialism: The Impact of Luxury Consumption on Subjective Well-Being," Journal of Happiness Studies, Springer, vol. 13(3), pages 411-437, June.
    18. Zins, Andreas H. & Ponocny, Ivo, 2022. "On the importance of leisure travel for psychosocial wellbeing," Annals of Tourism Research, Elsevier, vol. 93(C).
    19. Lenka Mynaříková & Vít Pošta, 2023. "The Effect of Consumer Confidence and Subjective Well-being on Consumers’ Spending Behavior," Journal of Happiness Studies, Springer, vol. 24(2), pages 429-453, February.
    20. Guzi, Martin & de Pedraza, Pablo, 2013. "A Web Survey Analysis of the Subjective Well-being of Spanish Workers," IZA Discussion Papers 7618, Institute of Labor Economics (IZA).

    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:jhappi:v:25:y:2024:i:7:d:10.1007_s10902-024-00792-1. 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.