Abstract
A vast research literature indicates that comparison wages play a key role in determining job satisfaction. To examine this in the case of Australia, comparison wages are first constructed using two different measures, namely (1) cell average wages by age, gender and education level; and (2) ranked position of an individual’s wages in each cell. Then, using the first six waves of the HILDA Survey dataset, a random effects ordered probit model is utilized to predict overall job satisfaction. The findings of the study show that both own wages and comparison wages have an impact on overall job satisfaction. Comparison wages computed using the ranked position of an individual’s wages within a cell have an equal effect as that of own wages. The study further confirms that the ranked position of an individual’s wages in each cell matters more than cell average wages.
Similar content being viewed by others
Notes
For more information on how to do this in Stata refer to Jones et al. (2007).
An attempt to predict wage from a Mincer-type equation is made but due to a lack of suitable exclusion restrictions the regression output paints a muddier picture in terms of change of sign and magnitude of non wage variables inserted into a model.
An individual’s utility (satisfaction) from working is nested in the total utility function, \({\text{v}} = {\text{v}}({\text{u}}, \, \mu ),\) where v is overall utility, u is utility from work and μ is utility from other aspects of life (e.g., leisure time, family time).
For more information on the mathematical expression refer to Boyce et al. (2010).
This is known as the incidental parameters problem.
Such a strong assumption that the individual-specific error term is uncorrelated with the explanatory variable may not hold and thus a random effects regression is run with the addition of Mundlak correction (more information on this is written in the following section of the paper).
The number of observations in columns 1 of Table 3 is slightly higher than in the other columns. When computing the cell average income, 11 observations were dropped because they couldn’t be grouped by age, gender and education level.
Such a relationship might be because more qualified workers are more susceptible to have higher expectations that do not always come true. It might also be due to the fact that more qualified workers are more prone to be overqualified, hence less satisfied with their jobs.
A formal test is carried out by computing a Wald statistic for the null hypothesis that the coefficients included as a result of Mundlak correction equal zero and the test result indicates that the null hypothesis cannot be rejected.
References
Abbott, D. H., Keverne, E. B., Bercovitch, F. B., Shively, C. A., Mendoza, S. P., Saltzman, W., et al. (2003). Are subordinates always stressed? A comparative analysis of rank differences in cortisol levels among primates. Hormones and Behavior, 43, 67–82.
Adams, J. (1965). Inequity in social exchange. In L. Berkowitz (Ed.), Advances in experimental social psychology (Vol. 2, pp. 267–299). New York: Academic Press.
Appley, M. H. (Ed.). (1971). Adaptation level theory: A symposium. New York: Academic Press.
Blanchflower, D. G., & Oswald, A. J. (2004). Wellbeing over time in Britain and the USA. Journal of Public Economics, 88, 1359–1386.
Boyce, C. J., Brown, G. D. A., & Moore, S. (2010). Money and happiness: Rank of income, not income, affects life satisfaction. Psychological Science, 21, 471–475.
Brehm, J. W., & Cohen, A. R. (1962). Explorations in cognitive dissonance. New York: Wiley.
Brown, M. (2001). Unequal pay, unequal responses? Pay referents and their implications for pay level satisfaction. Journal of Management Studies, 38, 879–896.
Brown, G. D. A., Gardner, J., Oswald, A. J., & Qian, J. (2008). Does wage rank affect employees’ well-being? Industrial Relations, 47, 355–389.
Caplin, A., & Leahy, J. (2001). Psychological expected utility and anticipatory feelings. Quarterly Journal of Economics, 116, 55–80.
Cappelli, P., & Sherer, P. D. (1988). Satisfaction, market wages and labor relations: An airline study. Industrial Relations, 27, 56–73.
Card, D., Mas, A., Moretti, E., & Saez, E. (2011). Inequality at work: The effect of peer salaries on job satisfaction. http://emlab.berkeley.edu/~moretti/ucpay.pdf. Accessed 25 June 2011.
Clark, A. E. (1997). Job satisfaction and gender: Why are women so happy at work? Labour Economics, 4, 341–372.
Clark, A. E. (2011). Happiness, habits and high rank: Comparisons in economic and social life. http://iza.org/dp5966.pdf. Accessed 02 February 2012.
Clark, A. E., Frijters, P., & Shields, M. A. (2008). Relative income, happiness and utility: An explanation for the Easterlin paradox and other puzzles. Journal of Economic Literature, 46, 95–144.
Clark, A. E., Kristensen, N., & Westergard-Nielsen, N. (2009). Job satisfaction and co- worker wages: Status or signal?. Economic Journal, 119, 430–447.
Clark, A. E., Masclet, D., & Villeval, M. C. (2010). Effort and comparison income: Experimental and survey evidence. Industrial and Labor Relations Review, 63, 407–426.
Clark, A. E., & Oswald, A. J. (1996). Satisfaction and comparison income. Journal of Public Economics, 61, 359–381.
Cohen, S. L., Scott, M. S., Rabin, B. H., & Eugene, K. J. (1997). Chronic social stress, social status, and susceptibility to upper respiratory infections in nonhuman primates. Psychosomatic Medicine, 59, 213–221.
Corcoran, K., Crusius, J., & Mussweiler, T. (2011). Social comparison: Motives, standards, and mechanisms. In D. Chadee (Ed.), Theories in social psychology (pp. 119–139). Oxford, UK: Wiley-Blackwell.
Crosby, F. (1976). A model of egoistical relative deprivation. Psychological Review, 83, 86–113.
Crosby, F. (1984). Relative deprivation in organizational settings. In B. M. Staw & L. L. Cummings (Eds.), Research in organizational behavior (pp. 51–93). Greenwich, CT: JAI Press.
de la Garza, A., Mastrobuoni, G., Sannabe, A., & Yamanda, K. (2010). The relative utility hypothesis with and without self-reported reference wages, ISER Discussion Paper No. 798.
Deaton, A. (2003). Health, inequality and economic development. Journal of Economic Literature, 41, 113–158.
Drakopoulos, S. A. (2008). The concept of comparison income: An historical perspective. http://mpra.ub.uni-muenchen.de/8713/1/MPRA_paper_8713.pdf. Accessed 15 June 2012.
Duesnberry, J. S. (1949). Income, saving and the theory of consumer behavior. Cambridge, MA: Harvard University Press.
Easterlin, R. A. (1973). Does money buy happiness? The Public Interest, 30, 3–10.
Falk, A., & Knell, M. (2004). Choosing the Joneses: On the endogeneity of reference groups. Scandinavian Journal of Economics, 106, 417–435.
Ferrer-i-Carbonell, A. (2005). Income and well-being: An empirical analysis of the comparison income effect. Journal of Public Economics, 89, 997–1019.
Festinger, L. (1954). A theory of social comparison processes. Human Relations, 7, 117–140.
Festinger, L. (1957). A theory of cognitive dissonance. New York: Row, Peterson.
Friedman, M. (1957). A theory of the consumption function. Princeton, NJ: Princeton University Press.
Gao, W., & Smyth, R. (2010). Job satisfaction and relative income in economic transition: Status or signal? The case of urban China. China Economic Review, 21, 442–455.
Hagerty, M. R. (2000). Social comparisons of income in one’s community: Evidence from national surveys of income and happiness. Journal of Personality and Social Psychology, 78, 764–771.
Hamermesh, D. S. (1977). Economic aspects of job satisfaction. In O. C. Ashenfelter & W. E. Oates (Eds.), Essays in labor market analysis (pp. 53–72). New York: Wiley.
Hardin, J. W., & Hilbe, J. M. (2007). Generalized linear models and extensions. College Station, Tex.: Stata Press.
Helson, H. (1964). Adaptation-theory: An experimental and systematic approach to behavior. New York: Harper.
Hirschman, A. O., & Rothschild, M. (1973). The changing tolerance for income inequality in the course of economic development. Quarterly Journal of Economics, 87, 544–566.
Jones, A. M., Rice, N., Bago d’Uva, T., & Balia, S. (2007). Applied health economics. Milton Park, Abingdon, OX; New York, NY: Routledge.
Kockesen, L. (2008). Relative income hypothesis. In W. A. Darity (Ed.), International encyclopedia of the social sciences (2nd ed., Vol. 9, pp. 153–154). Detroit: Macmillan Reference USA.
Lévy-Garboua, L., & Montmarquette, C. (2001). Satisfaction judgments and utility analysis. Mimeo: University Paris I.
Lévy-Garboua, L., & Montmarquette, C. (2004). Reported job satisfaction: What does it mean? The Journal of Socio-Economics, 33, 135–151.
Long, A. (2005). Happily ever after? A study of job satisfaction in Australia. The Economic Record, 81, 303–321.
Luttmer, E. F. P. (2005). Neighbors as negatives: Relative earnings and well-Being. The Quarterly Journal of Economics, 120, 963–1002.
Martin, J. (1981). Relative deprivation: A theory of distributive injustice or an era of shrinking resources. In L. L. Cummings & B. M. Staw (Eds.), Research in organizational behaviour (Vol. 3, pp. 53–107). Greenwich, CT: JAI Press.
Marx, K. (1849). Wage-labour and capital. http://eserver.org/marx/1849-wage.labor.capital/6-labor.and.capital.txt. Accessed 10 May 2012.
McBride, M. (2001). Relative income effect on subjective wellbeing in the cross-section. Journal of Economic Behavior & Organization, 45, 251–278.
Merton, R. K., & Kitt, A. S. (1950). Contributions to the theory of reference group behavior. In R. K. Merton & P. F. Lazarsfeld (Eds.), Continuities in social research, studies in the scope and method of "The American Soldier" (pp. 40–105). Glencoe, Ill.: The Free Press.
Modigliani, F., & Brumberg, R. (1954). Utility analysis and the consumption function: An interpretation of cross-section data. In Kenneth K. Kurihara (Ed.), Post-Keynesian economics (pp. 388–436). New Brunswick, NJ: Rutgers University Press.
Mundlak, Y. (1978). On the pooling of time series and cross section data. Econometrics, 46, 69–85.
Powdthavee, N. (2009). How important is rank to individual perception of economic standing? A within-community analysis. Journal of Economic Inequality, 7, 225–248.
Ravallion, M., & Lokshin, M. (2001). Identifying welfare effects from subjective questions. Economica, 68, 335–357.
Sapolsky, R. M. (2004). Social status and health in humans and other animals. Annual Review of Anthropology, 33, 393–418.
Senik, C. (2004). When information dominates comparison: Learning from Russian subjective panel data. Journal of Public Economics, 88, 2099–2133.
Senik, C. (2008). Ambition and jealousy: Income interactions in the ‘Old’ Europe versus the ‘New’ Europe and the United States. Economica, 75, 495–513.
Shively, C. A., Laber-Laird, K., & Anton, R. F. (1997). Behavior and physiology of social stress and depression in female cynomolgus monkeys. Biological Psychiatry, 41, 871–882.
Sloane, Peter J., & Williams, H. (2000). Job satisfaction, comparison earnings, and gender. Labor, 14, 473–502.
Smith, R. H., Diener, E., & Wedell, D. H. (1989). Intrapersonal and social-comparison determinants of happiness: A range-frequency analysis. Journal of Personality and Social Psychology, 56, 317–325.
Stutzer, A. (2004). The role of aspirations and individual happiness. Journal of Economic Behavior & Organization, 54, 89–109.
Veblen, T. (1899). The theory of the leisure class. New York: Macmillan.
Verbeek, M., & Nijman, T. E. (1992). Testing for selectivity bias in panel data models. International Economic Review, 33, 681–703.
Walster, E., Traupmann, J., & Walster, G. W. (1978). Equity and extramarital sexuality. Archives of Sexual Behavior, 7, 127–142.
Wilkinson, R. G. (1996). Unhealthy societies: The affliction of inequality. London: Routledge.
Zizzo, D. J., & Oswald, A. J. (2001). Are people willing to pay to reduce others’ incomes? Annales d’Economie et de Statistique, 63–64, 39–65.
Acknowledgments
I would like to thank the Melbourne Institute and the Department of Family and Community Services for providing me with the HILDA dataset. The views expressed in this article do not necessarily reflect those of the Melbourne Institute nor the Department of Family and Community Services. All errors and omissions remain my own.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Kifle, T. Do Comparison Wages Play a Major Role in Determining Overall Job Satisfaction? Evidence from Australia. J Happiness Stud 15, 613–638 (2014). https://doi.org/10.1007/s10902-013-9439-6
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10902-013-9439-6