Abstract
Previous studies have suggested a positive relationship between secularization and happiness, as well as a geographical, cultural and development pattern, primarily based on data gathered in Europe and the USA. To gain a more holistic view on the interrelationships between secularization, religiosity and subjective perception of well-being, this study utilized the Wave 6 archival data set (2010–2014) of World Values Survey, which contains 74,042 observations from 60 countries. In this study, the rating of satisfaction with life was treated as the dependent variable. Four secular value indices and 12 variables related to religiosity were extracted from the data set for predictive analysis. Data mining tools, such as the partition tree and bootstrap forest approaches, suggested that only secular values were influential. Specifically, secular values had a negative relationship with satisfaction. In addition, hierarchical clustering based on secularization and satisfaction did not suggest a meaningful pattern. For example, the dendrogram showed that South Korea, Lebanon, Estonia and Algeria were grouped together. This implies that secularization and satisfaction could vary from country to country, regardless of their geographical location, culture and development status. Specifically, countries that are similar in terms of satisfaction and secularization are not necessarily culturally similar or geographically clustered. This discourages the idea that these factors (e.g., location, development status, culture) play a role in mediating the relationship between secularization and religiosity. By directly contradicting previous work showing a pattern based on Europe and the USA, this finding challenges the existing understanding of the relationship between these factors. By expanding the scope of study to the whole world, the current analysis suggested that the existing view regarding the positive relationship between secularization and well-being might be oversimplified.
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References
Bénézech, M. (2011). Pathological happiness: On pleasant or joyous hallucinatory states and delusions. Annales Médico Psychologiques, 169, 209–214.
Berger, P. (2014). The many altars of modernity: Toward a paradigm for religion in a pluralist age. Berlin: De Gruyter Mouton.
Berger, P., Davie, G., & Fokas, E. (2008). Religious America, secular Europe? A theme and variations. Burlington, VT: Ashgate.
Bond, T. G., & Fox, C. M. (2015). Applying the Rasch model: Fundamental measurement in the human sciences. New York, NY: Routledge.
Bonini, A. N. (2008). Cross-national variation in individual life satisfaction: Effects of national wealth, human development, and environmental conditions. Social Indicators Research, 87, 223–236. https://doi.org/10.1007/s11205-007-9167-6.
Bowland, S., Edmond, T., & Fallot, R. D. (2012). Evaluation of a spiritually focused intervention with older trauma survivors. Social Work, 57(1), 73–82. https://doi.org/10.1093/sw/swr001.
Breiman, L. (2001). Random forests. Machine Learning, 45, 5–32.
Breiman, L. (2004). Consistency for a simple model of random forests (Technical report 670), UC Berkeley. https://www.stat.berkeley.edu/~breiman/RandomForests/consistencyRFA.pdf. Accessed 26 Sept 2018.
Breiman, L., Friedman, J. H., Olshen, R. A., & Stone, C. J. (1984). Classification and regression trees. Monterey, CA: Wadsworth International Group.
Bruce, S. (2002). God is dead: Secularization in the West. New York, NY: Blackwell.
Cohen, S., Kamarck, T., & Mermelstein, R. (1983). A global measure of perceived stress. Journal of Health and Social Behavior, 24, 385–396.
Coyne, J. (2015). Faith versus fact: Why science and religion are incompatible. New York, NY: Viking.
de Tocqueville, A. (1840/2002). Democracy in America. Chicano, IL: University of Chicago Press.
de Waal, F. (2014). The bonobo and the atheist. New York, NY: W. W. Norton & Company.
Diener, E., Emmons, R. A., Larsen, R. J., & Griffin, S. (1985). The satisfaction with life scale. Journal of Personality Assessment, 49(1), 71–75.
Eberstadt, M. (2013). How the West really lost God: A new theory of secularization. West Conshohocken, PA: Templeton Press.
Fadaia, B. (2013). Random forest on grouped data. Cross validation. https://stats.stackexchange.com/questions/19803/random-forest-on-grouped-data. Accessed 25 Sept 2018.
Falk, C. F., & Cai, L. (2016). Maximum marginal likelihood estimation of a monotonic polynomial generalized partial credit model with applications to multiple group analysis. Psychometrika, 81, 434–460. https://doi.org/10.1007/s11336-014-9428-7.
Francis, L., & Stubbs, M. (1987). Measuring attitudes towards Christianity: From childhood into adulthood. Personality and Individual Differences, 8, 741–743.
Freedman, D. (1999). Ecological inference and the ecological fallacy (Technical report 549), UC Berkeley. http://statistics.berkeley.edu/sites/default/files/tech-reports/549.pdf. Accessed 27 Sept 2018.
Galen, L. (2015). Atheism, wellbeing, and the wager: Why not believing in God (with others) is good for you. Science, Religion and Culture, 2(3), 54–69.
Gallup, Inc. (2014). Gallup global wellbeing. https://news.gallup.com/poll/126965/gallup-global-wellbeing.aspx. Accessed 15 Dec 2016.
Goldberg, D. (1992). General Health Questionnaire (GHQ-12). Windsor: NFER-NELSON.
Green, M., & Elliott, M. (2010). Religion, health, and psychological well-being. Journal of Religion and Health, 49, 149–163.
Grzegorzewski, P. (2012). Statistical tests for comparing Pareto charts. Communications in Numerical Analysis, 2012, 1–12. https://doi.org/10.5899/2012/cna-00110.
Hayward, R. D., Krause, N., Ironson, G., Hill, P. C., & Emmons, R. (2016). Health and well-being among the non-religious: Atheists, agnostics, and no preference compared with religious group members. Journal of Religion and Health, 55(3), 1024–1037.
Hill, P. C., & Pargament, K. I. (2008). Advances in the conceptualization and measurement of religion and spirituality: Implications for physical and mental health research. Psychology of Religion and Spirituality, S(1), 3–17. https://doi.org/10.1037/1941-1022.S.1.3.
Inglehart, R., & Welzel, C. (2010). Changing mass priorities: The link between modernization and democracy. Perspectives on Politics, 8, 551–567. https://doi.org/10.1017/S1537592710001258.
Kistler, D., Thöni, C., & Welzel, C. (2017). Survey response and observed behavior: Emancipative and secular values predict prosocial behaviors. Journal of Cross-Cultural Psychology, 48, 461–489.
Klimberg, R., & McCullough, B. D. (2013). Fundamentals of predictive analytics with JMP. Cary, NC: SAS Institute.
Koenig, H. G., Meador, K. G., & Parkerson, G. (1997). Religion index for psychiatric research. American Journal of Psychiatry, 154, 885–886.
Li, L. M. W., & Bond, M. H. (2010). Does individual secularism promote life satisfaction? The moderating role of societal development. Social Indicators Research, 99, 443–453. https://doi.org/10.1007/s11205-010-9591.
Lincare, M. (2015). The sin of false precision: Too many rating-scale categories. Rasch Measurement Transactions, 28(2), 1463.
Lynch, J. (2012). Religiosity: Investigating its affect on self-esteem, perceived stress, and general health in undergraduate students (Bachelor’s Thesis, Dublin Business School, Ireland). https://esource.dbs.ie/handle/10788/433. Accessed 15 Oct 2017.
New Economic Foundation. (2015). Happy Planet Index. http://www.happyplanetindex.org/.
Norris, P., & Inglehart, R. (2012). Sacred and secular: Religion and politics worldwide. Cambridge: Cambridge University Press.
Paul, G. (2014a). The health of nations. Skeptic, 19(3), 10–16.
Paul, S. (2014b). The science of religion. http://www.gspaulscienceofreligion.com/. Accessed 15 Dec 2016.
Pollack, D. (2008). Religious change in Europe: Theoretical considerations and empirical findings. Social Compass, 55(2), 168–186.
Rosenburg, M. (1965). Society and the adolescent self image. Princeton, NJ: Princeton University Press.
Ryff, C. D. (2014). Psychological well-being revisited: Advances in science and practice. Psychotherapy and Psychosomatics, 83, 10–28. https://doi.org/10.1159/000353263.
Ryff, C. D., & Keyes, C. L. M. (1995). The structure of psychological well-being revisited. Journal of Personality and Social Psychology, 69, 719–727. https://doi.org/10.1037/0022-3514.69.4.719.
Sabatier, C., Mayer, B., Friedlmeier, M., Lubiewska, K., & Trommsdorff, G. (2011). Religiosity, family orientation, and life satisfaction of adolescents in four countries. Journal of Cross-Cultural Psychology, 42, 1375–1393. https://doi.org/10.1177/0022022111412343.
SAS Institute. (2016). JMP 13 [Computer Software]. Cary, NC: SAS Institute.
Sinnewe, E., Kortt, M. A., & Dollery, B. (2015). Religion and life satisfaction: Evidence from Germany. Social Indicators Research, 123, 837–855. https://doi.org/10.1007/s11205-014-0763-y.
Speybroeck, N. (2012). Classification and regression trees. International Journal of Public Health, 57, 243–246.
Stark, R. (1999). Secularization, R.I.P. Society of Religion, 60, 249–273.
United Nations Development Programme. (2015). Human Development Index. http://hdr.undp.org/en/content/human-development-index-hdi. Accessed 15 Dec 2016.
Vanitha, A., & Niraimathi, S. (2013). Study on decision tree: Competent data classification. International Journal of Computer Science and Mobile Computing, 2, 365–370.
Welzel, C. (2013). Freedom rising: Human empowerment and the quest for emancipation. New York, NY: Cambridge University Press.
Welzel, C., & Delhey, J. (2015). Generalizing trust: The benign force of emancipation. Journal of Cross-Cultural Psychology, 46, 875–896.
Wilson, B. (1969). Religion in secular society. Harmondsworth: Pelican.
Wilson, B. (1976a). Contemporary transformations of religion. Oxford: Oxford University Press.
Wilson, B. (1976b). Aspects of secularization in the West. Japanese Journal of Religious Studies, 3, 259–276.
Wilson, B. (1982). Religion in sociological perspective. Oxford: Oxford University Press.
Wilson, B. (1994). If religion declines, will the social order survive? Onze Alma Mater, 48, 85–96.
World Values Survey Association. (2014). World values survey. http://www.worldvaluessurvey.org/wvs.jsp. Accessed 15 Dec 2016.
Yu, C. H. (2010). Exploratory data analysis in the context of data mining and resampling. International Journal of Psychological Research, 3(1), 9–22.
Yu, C. H., Reimer, D., Lee, A., Snijder, J., & Lee, H. S. (2017). A triangulated and exploratory study of the relationships between secularization, religiosity, and social wellbeing. Social Indicators Research, 131, 1103–1119. https://doi.org/10.1007/s11205-016-1290-9.
Zuckerman, P. (2008). Society without God. New York, NY: New York University Press.
Zuckerman, P. (2012). Faith no more: Why people reject religion. New York, NY: Oxford University Press.
Zuckerman, P. (2014). Living the secular life: New answers to old questions. New York, NY: Penguin Press.
Zuckerman, P. (2015). Living the secular life: New answers to old questions. Lecture delivered at Skeptics Society, Pasadena, CA.
Zullig, K. J., Ward, R. M., & Horn, T. (2006). The association between perceived spirituality, religiosity, and life satisfaction: The mediating role of self-rated health. Social Indicators Research, 79, 255–274. https://doi.org/10.1007/s11205-005-4127-5.
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Yu, C.H., Trier, H. & Slama, M. A Data Mining and Data Visualization Approach to Examine the Interrelationships Between Life Satisfaction, Secularization and Religiosity. J Relig Health 58, 271–288 (2019). https://doi.org/10.1007/s10943-018-0737-5
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DOI: https://doi.org/10.1007/s10943-018-0737-5