Skip to main content
Log in

The Impact of Scale Transformations on National Subjective Well-Being Scores

  • Published:
Social Indicators Research Aims and scope Submit manuscript

Abstract

Nation-level subjective well-being (SWB) indicators (e.g., happiness and life satisfaction) have received increased interest among researchers and policy makers. This increased interest has led to questions about the measurement and comparability of SWB scores. In this paper, we examined the comparability of scores derived from scale transformations (e.g., the “linear stretch method”): a procedure that places SWB scales with different scale points (e.g., 3-points, 4-points) on a common metric. Controlling for nation-level and temporal trends, our results reveal that scale transformations potentially lead to biases for both happiness and life satisfaction scales. Moreover, these potential biases may affect substantive research. This is illustrated when we demonstrate that scale transformations may substantially attenuate the relation between national Gross Domestic Product per capita and happiness. Implications of these findings and limitations of the current study are discussed.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

References

  • Abdel-Khalek, A. M. (2006). Measuring happiness with a single-item scale. Social Behavior and Personality: An International Journal, 34(2), 139–150.

    Article  Google Scholar 

  • Arampatzi, E., Burger, M. J., & Veenhoven, R. (2015). Financial distress and happiness of employees in times of economic crisis. Applied Economic Letters, 22(3), 173–179.

    Article  Google Scholar 

  • de Jonge, T., Veenhoven, R., & Arends, L. (2014). Homogenizing responses to different survey questions on the same topic: Proposal of a scale homogenization method using a reference distribution. Social Indicators Research, 117(1), 275–300.

    Article  Google Scholar 

  • Diener, E. (1984). Subjective well-being. Psychological Bulletin, 95, 542–575.

    Article  Google Scholar 

  • Diener, E. (2000). Subjective well-being: The science of happiness and a proposal for a national index. American Psychologist, 55(1), 34–43.

    Article  Google Scholar 

  • Diener, E., & Biswas-Diener, R. (2002). Will money increase subjective well-being? A literature review and guide to needed research. Social Indicators Research, 57(2), 119–169.

    Article  Google Scholar 

  • Diener, E., & Seligman, M. E. P. (2004). Beyond Money. Psychological Science in the Public Interest (Wiley-Blackwell), 5(1), 1–31.

    Article  Google Scholar 

  • Diener, E., Inglehart, R., & Tay, L. (2013a). Theory and validity of life satisfaction scales. Social Indicators Research, 112(3), 497–527.

    Article  Google Scholar 

  • Diener, E., Tay, L., & Oishi, S. (2013b). Rising income and the subjective well-being of nations. Journal of Personality and Social Psychology, 104(2), 267–276.

    Article  Google Scholar 

  • Easterlin, R. A. (1974). Does economic growth improve the human lot? In P. A. David & M. W. Reder (Eds.), Nations and households in economic growth (pp. 89–125). New York: Academic Press.

    Chapter  Google Scholar 

  • Easterlin, R. A. (1995). Will raising the incomes of all increase the happiness of all? Journal of Economic Behavior & Organization, 27(1), 35–47.

    Article  Google Scholar 

  • Easterlin, Richard. A. (2005). Feeding the illusion of growth and happiness: A reply to Hagerty and Veenhoven. Social Indicators Research, 74(3), 429–443.

    Article  Google Scholar 

  • Extremera, N., & Fernandez-Berrocal, P. (2013). The subjective happiness scale: Translation and preliminary psychometric evaluation of a Spanish version. Social Indicators Research, 119(1), 473–481.

    Article  Google Scholar 

  • Fischer, R., & Boer, D. (2011). What is more important for national well-being: money or autonomy? A meta-analysis of well-being, burnout, and anxiety across 63 societies. Journal of Personality and Social Psychology, 101(1), 164.

    Article  Google Scholar 

  • Fischer, R., & Van de Vliert, E. (2011). Does climate undermine subjective well-being? A 58-nation study. Personality and Social Psychology Bulletin, 37(8), 1031–1041.

    Article  Google Scholar 

  • Frey, B. S., & Stutzer, A. (2002). What can economists learn from happiness research? Journal of Economic Literature, 40(2), 402–435.

    Article  Google Scholar 

  • Graham, C. (2005). Insights on the development from the economics of happiness. World Economics, 6(3), 41–55.

    Google Scholar 

  • Hagerty, M. R., & Veenhoven, R. (2003). Wealth and happiness revisited- growing national income does go with greater happiness. Social Indicator Research, 64(1), 1–27.

    Article  Google Scholar 

  • Inglehart, R., Foa, R., Peterson, C., & Welzel, C. (2008). Development, freedom and rising happiness: A global perspective 1981–2006. Perspectives on Psychological Science, 3(4), 264–285.

    Article  Google Scholar 

  • Judge, T. A., & Kammeyer-Mueller, J. D. (2011). Happiness as a societal measure. Academy of Management Perspectives, 25(1), 30–41.

    Article  Google Scholar 

  • Kalmijn, W., Arends, L., & Veenhoven, R. (2010). Happiness scale interval study. Methodological considerations. Social Indicators Research, 102(3), 497–515.

    Article  Google Scholar 

  • Liao, P. (2013). More happy or less unhappy? Comparison of the balanced and unbalanced designs for the response scale of general happiness. Journal of Happiness Studies, 15(6), 1407–1423.

    Article  Google Scholar 

  • Lim, H. E. (2008). The use of different happiness rating scales: Bias and comparison problem? Social Indicators Research, 87(2), 259–267.

    Article  Google Scholar 

  • National Research Council. (2013). Subjective well-being: Measuring happiness, suffering, and other dimensions of experience. Washington: The National Academies Press.

    Google Scholar 

  • OECD. (2013). How’s life? 2013: Measuring well-being. Paris: OECD Publishing.

    Book  Google Scholar 

  • Ovaska, T., & Takashima, R. (2010). Does a rising tide lift all the boats? Explaining the national inequality of happiness. Journal of Economic Interest, 44(1), 205–223.

    Google Scholar 

  • Pinheiro, J., & Bates, D. (2000). Mixed-effects models in S and S-Plus. Berlin: Springer.

    Book  Google Scholar 

  • Pinheiro, J., Bates, D., DebRoy, S., Sarkar, D., & R Core Team. (2015). Nlme: Linear and nonlinear mixed effects models. R package version 3.1-119.

  • Development Core Team R. (2015). R: A language and environment for statistical computing. Vienna: R Foundation for Statistical Computing.

    Google Scholar 

  • Schwarz, N. (1999). Self-reports: How the questions shape the answers. American Psychologist, 5(2), 93–105.

    Article  Google Scholar 

  • Schwarz, N., & Strack, F. (1999). Reports of subjective well-being: Judgmental processes and their methodological implications. In D. Kahneman, E. Diener, & N. Schwarz (Eds.), Well-being: The foundations of hedonic psychology (pp. 61–84). New York: Russell Sage Foundation.

    Google Scholar 

  • Steel, P., & Ones, D. S. (2002). Personality and happiness: A national-level analysis. Journal of Personality and Social Psychology, 83(3), 767.

    Article  Google Scholar 

  • Tay, L., Herian, M. N., & Diener, E. (2014). Detrimental effects of corruption on subjective well-being: Whether, how, and when. Social Psychological and Personality Science, 6(1), 751–759.

    Article  Google Scholar 

  • Veenhoven, R. (1995). World database of happiness. Social Indicators Research, 34(3), 299–313.

    Article  Google Scholar 

  • Veenhoven, R. (2004). World database of happiness: Continuous register of research on subjective appreciation of life. Retrieved from http://hdl.handle.net/1765/8683.

  • Veenhoven, R. (2009). World database of happiness tool for dealing with the ‘Data-Deluge’. Psihologijske teme, 18(2), 221–246.

    Google Scholar 

  • Veenhoven, R. (2014). World Database of Happiness, [Data Set]. Retrieved from http://worlddatabaseofhappiness.eur.nl.

  • Veenhoven, R., & Vergunst, F. (2014). The Easterlin illusion: Economic growth does go with greater happiness. International Journal of Happiness and Development, 1(4), 311–343.

    Article  Google Scholar 

  • World Bank (2014). GDP per capita (current US$). Retrieved from http://databank.worldbank.org/data/views/reports/tableview.aspx.

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Cassondra Batz.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Batz, C., Parrigon, S. & Tay, L. The Impact of Scale Transformations on National Subjective Well-Being Scores. Soc Indic Res 129, 13–27 (2016). https://doi.org/10.1007/s11205-015-1088-1

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11205-015-1088-1

Keywords

Navigation