The evidence for employee engagement as a distinct construct, separate from related work attitudes such as job satisfaction, has been contradictory. Despite a growing inventory of research, current statistical techniques fall short in providing additional answers beyond those previously documented through discriminant and incremental validity, among others. Understanding the semantic similarity between scales however could uncover the potential bounds of current evidence and highlight areas of further exploration. This study examined the semantic similarity between three measures of employee engagement frequently found in the research literature and a commonly used measure of job satisfaction. Examining a relatively new indicator of validity, manifest validity, semantic relatedness between items from employee engagement and job satisfaction instruments was assessed using latent semantic analysis. Semantic similarity between employee engagement and job satisfaction items predicted moderate to high amounts of variance (R 2 = 25–69 %) in corresponding correlations of survey responses. Findings suggest that high correlations between certain employee engagement measures and job satisfaction scores may be a function of semantic equivalence rather than individual perceptions of separate theoretical constructs.
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Albrecht, S. (2010). Handbook of employee engagement. Cheltenham: Edward Elgar.
Arnulf, J. K., Larsen, K. R., Martinsen, Ø. L., & Bong, C. H. (2014). Predicting survey responses: How and why semantics shape survey statistics on organizational behaviour. PLoS ONE, 9(9), e106361. doi:10.1371/journal.pone.0106361
Bellegarda, J. R. (1998). A multispan language modeling framework for large vocabulary speech recognition. IEEE Transactions on Speech and Audio Processing, 6, 456–467.
Brayfield, A. H., & Rothe, H. F. (1951). An index of job satisfaction. Journal of Applied Psychology, 35, 307–311. doi:10.1037/h0055617
Brief, A. P., & Weiss, H. M. (2002). Organizational behavior: Affect in the workplace. Annual Review of Psychology, 3, 297–307.
Brown, S. P., & Leigh, T. W. (1996). A new look at psychological climate and its relationship to job involvement, effort, and performance. Journal of Applied Psychology, 81, 358–368. doi:10.1037/0021-9010.81.4.358
Cammann, C., Fichman, M., Jenkins, G. D, Jr, & Klesh, J. R. (1983). Assessing the attitudes and perceptions of organizational members. In S. E. Seashore, E. E. Lawler III, P. H. Mirvis, & C. Cammann (Eds.), Assessing organizational change: A guide to methods, measures, and practices (pp. 71–138). New York: Wiley.
Christian, M. S., Garza, A. S., & Slaughter, J. E. (2011). Work engagement: A quantitative review and test of its relations with task and contextual performance. Personnel Psychology, 64, 89–136. doi:10.1111/j.1744-6570.2010.01203.x
Cooper-Hakim, A., & Viswesvaran, C. (2005). The construct of work commitment: Testing an integrative framework. Psychological Bulletin, 131, 241–259. doi:10.1037/0033-2909.131.2.241
Cooper-Thomas, H. D., Leighton, N., Xu, J., Knight-Turvey, N., & Albrecht, S. (2010). Measuring change: Does engagement flourish, fade, or stay true. Handbook of employee engagement. doi:10.4337/9781849806374.00013
de Bruin, G. P., & Henn, C. M. (2013). Dimensionality of the nine-item Utrecht Work Engagement scale (UWES-9). Psychological Reports: Human Resources & Marketing, 112, 1–12. doi:10.2466/01.03.PRO.112.3
Dennis, S. (2011). How to use the LSA Web site. In T. K. Landauer, D. S. McNamara, S. Dennis, & W. Kintsch (Eds.), Handbook of latent semantic analysis (pp. 57–70). New York: Routledge.
Eagly, A. H., & Chaiken, S. (1993). The psychology of attitudes. Belmont, CA: Wadsworth.
Fox, J., & Weisberg, S. (2011). An R companion to applied regression. Thousand Oaks, CA: Sage.
Furnas, G. W., Landauer, T. K., Gomez, L. M., & Dumais, S. T. (1987). The vocabularly problem in human-system communication. Communications of the Association for Computing Machinery, 30, 964–971. doi:10.1145/32206.32212
Hackman, J. R., & Oldham, G. R. (1980). Work redesign. Reading, MA: Addison-Wesley.
Harrison, D. A., Newman, D. A., & Roth, P. L. (2006). How important are job attitudes? Meta-analytic comparisons of integrative behavioral outcomes and time sequences. The Academy of Management Journal, 49, 305–325. doi:10.5465/AMJ.2006.20786077
Harter, J. K., Schmidt, F. L., & Hayes, T. L. (2002). Business-unit-level relationship between employee satisfaction, employee engagement, and business outcomes: A meta-analysis. Journal of Applied Psychology, 87, 268–279. doi:10.1037//0021-9010.87.2.268
Hauser, M. D., Chomsky, N., & Fitch, W. T. (2002). The faculty of language: What is it, who has it, and how did it evolve? Science, 298, 1569–1579. doi:10.1126/science.298.5598.1569
Ho, V. T., Wong, S., & Lee, C. H. (2011). A tale of passion: Linking job passion and cognitive engagement to employee work performance. Journal of Management Studies, 48, 26–47. doi:10.1111/j.1467-6486.2009.00870X
Judge, T. A., & Illies, R. (2004). Affect and job satisfaction: A study of their relationship at work and home. Journal of Applied Psychology, 89, 661–673. doi:10.1037/0021-9010.89.4.661
Kahn, W. (1990). Psychological conditions of personal engagement and disengagement at work. Academy of Management Journal, 33, 692–724. doi:10.2307/256287
Kline, P. (1979). Psychometrics and psychology. London: Academic Press.
Landauer, T. K. (2011). LSA as a theory of meaning. In T. K. Landauer, D. S. McNamara, S. Dennis, & W. Kintsch (Eds.), Handbook of latent semantic analysis (pp. 71–88). New York: Routledge.
Larsen, K., Nevo, D., & Rich, E. (2008). Exploring the semantic validity of questionnaire scales. In Proceedings of the 41st annual Hawaii International Conference on System Sciences (pp. 1–10). Waikoloa, HI.
Lawler, E. E., & Hall, D. T. (1970). Relationship of job characteristics to job involvement, satisfaction, and intrinsic motivation. Journal of Applied Psychology, 54, 305–312. doi:10.1037/h0029692
Ley, P. (2007). Quantitative aspects of psychological assessments. Retrieved from http://www.psychassessment.com.au/
Locke, E. A. (1976). The nature and causes of job satisfaction. In M. D. Dunnette (Ed.), Handbook of industrial and organizational psychology (pp. 1297–1343). Chicago: Rand McNally.
Luthans, F., Zhu, W., & Avolio, B. J. (2006). The impact of efficacy on work attitudes across cultures. Journal of World Business, 41, 121–132. doi:10.1016/j.jwb.2005.09.003
Macey, W. H., & Schneider, B. (2008). The meaning of employee engagement. Industrial and Organizational Psychology, 1, 3–30. doi:10.1111/j.1754-9434.2007.0002.x
Martin, D. I., & Berry, M. W. (2011). Mathematical foundations behind latent semantic analysis. In T. K. Landauer, D. S. McNamara, S. Dennis, & W. Kintsch (Eds.), Handbook of latent semantic analysis (pp. 35–56). New York: Routledge.
Maslach, C., Schaufeli, W. B., & Leiter, M. P. (2001). Job burnout. Annual Review of Psychology, 52, 397–422. doi:10.1111/1467-8721.01258
Mathieu, J. E., & Farr, J. L. (1991). Further evidence for the discriminant validity of measures of organizational commitment, job involvement, and job satisfaction. Journal of Applied Psychology, 76, 127–133. doi:10.1037/0021-9010.76.1.127
Meyer, J. K., & Allen, N. J. (1991). A three complement conceptualization of organizational commitment. Human Resource Management Review, 1, 64–89.
Newman, D. A., Joseph, D. L., & Hulin, C. L. (2010). Job attitudes and employee engagement: considering the attitude “A-factor”. In S. L. Albrecht (Ed.), The handbook of employee engagement: Perspectives, issues, research, and practice (pp. 43–61). Northampton, MA: Edward Elgar.
Newman, D. A., Joseph, D. L., Sparkman, T. E., & Carpenter, N. C. (2011). Invited reaction: The work cognition inventory: Initial evidence of construct validity. Human Resource Development Quarterly, 22, 37–47. doi:10.1002/hrdq.20065
Nimon, K., Zigarmi, D., Houson, D., Witt, D., & Diehl, J. (2011). The work cognition inventory: Initial evidence of construct validity. Human Resource Development Quarterly, 22, 7–35. doi:10.1002/hrdq.20064
Parker, S. K., & Griffin, M. A. (2011). Understanding active psychological states: Embedding engagement in a wider nomological net and closer attention to performance. European Journal of Work and Organizational Psychology, 20(1), 60–67. doi:10.1080/1359432X.2010.532869
Quesada, J. (2011). Creating your own LSA spaces. In T. K. Landauer, D. S. McNamara, S. Dennis, & W. Kintsch (Eds.), Handbook of latent semantic analysis (pp. 71–88). New York: Routledge.
Quinn, R. P., & Shepard, L. J. (1974). Quality of employee survey. Ann Arbor: University of Michigan, Institute for Social Research.
Rehder, B., Schreiner, M. E., Wolfe, M. B., Laham, D., Landauer, T. K., & Kintsch, W. (1998). Using latent semantic analysis to assess knowledge: Some technical considerations. Discourse Processes, 25, 337–354.
Rich, B., LePine, J., & Crawford, E. (2010). Job engagement: Antecedents and effects on job performance. The Academy of Management Journal, 53, 617–635. doi:10.5465/AMJ.2010.51468988
Rigg, J. (2013). Worthwhile concept or old wine? A review of employee engagement and related constructs. American Journal of Business and Management, 2, 31–36. doi:10.11634/216796061302229
Rothbard, N. P. (2001). Enriching or depleting? The dynamics of engagement in work and family roles. Administrative Science Quarterly, 46, 655–684. doi:10.2307/3094827i
Russell, J. A., & Barrett, L. F. (1999). Core affect, prototypical emotional episodes, and other things called emotion: Dissecting the elephant. Journal of Personality and Social Psychology, 76, 805–819. doi:10.1037/0022-3518.104.22.1685
Saks, A. M. (2006). Antecedents and consequences of employee engagement. Journal of Managerial Psychology, 21, 600–619. doi:10.5465/AMJ.2010.51468988
Schaufeli, W. B., & Bakker, A. B. (2003). Test manual for the Utrecht Work Engagement Scale. Unpublished manuscript, Utrecht University, The Netherlands. Retrieved from http://www.schaufeli.com
Schaufeli, W. B., Bakker, A. B., & Salanova, M. (2006). The measurement of work engagement with a short questionnaire: A cross-national study. Educational and Psychological Measurement, 66, 701–716. doi:10.1177/0013164405282471
Schaufeli, W. B., Leiter, M. P., Maslach, C., & Jackson, S. E. (1996). Maslach burnout inventory-general survey. In C. Maslach, S. E. Jackson, & M. P. Leiter (Eds.), The Maslach burnout inventory-test manual (3rd ed.). Palo Alto, CA: Consulting Psychologists Press.
Schaufeli, W. B., Salanova, M., Gonzalez-Romá, V., & Bakker, A. B. (2002). The measurement of engagement and burnout: A confirmative analytic approach. Journal of Happiness Studies, 3, 71–92. doi:10.1023/A:1015630930326
Shirom, A. (2003). Feeling vigorous at work? The construct of vigor in the study of positive affect in organizations. In D. Ganster & P. L. Perrewe (Eds.), Research in organizational stress and well-being (Vol. 3, pp. 135–165). Greenwich, CT: JAI Press.
Shuck, B., Ghosh, R., Zigarmi, D., & Nimon, K. (2013). The jingle jangle of employee engagement: Further exploration of the emerging construct & implications for workplace learning and performance. Human Resource Development Review, 12, 11–35. doi:10.1177/1534484312463921
Shuck, B., Nimon, K., & Zigarmi, D. (2014). Employee engagement and HRD: Exploring the philosophical underpinnings, measurement, and interventions. In N. E. Chalofsky, T. S. Rocco, & M. L. Morris (Eds.), The handbook of human resource development: The discipline and the profession (pp. 605–622). Hoboken, NJ: Wiley.
Shuck, B., & Reio, T. (2013). Employee engagement and wellbeing: A moderation model and implications for practice. Journal of Leadership and Organizational Studies. Advanced online publication. doi:10.1177/1548051813494240
Shuck, B., Reio, T., & Rocco, T. (2011). Employee engagement: An antecedent and outcome approach to model development. Human Resource Development International, 14, 427–445. doi:10.1080/13678868.2011.601587
Vallerand, R. J., Blancard, C., Mageau, G. A., Loestner, R., Leonard, C. R., Leonard, M., et al. (2003). Les Passions de l’Ame: On obsessive and harmonious passion. Journal of Personality and Social Psychology, 86, 757.
Wefald, A. J., & Downey, R. G. (2009). Construct dimensionality of engagement and its relationship with satisfaction. Journal of Psychology, 143, 91–111. doi:10.3200/JRLP.143.1.91-112
Wefald, A. J., Mills, M. J., & Smith, M. R. (2011). A comparison of three job engagement measures: Examining their factorial and criterion-related validity. Applied Psychology: Health and Well-Being, 4, 67–90. doi:10.1111/j.1758-0854.2011.01059.X
Xanthopoulou, D., Bakker, A. B., Demerouti, E., & Schaufeli, W. B. (2009). Work engagement and financial returns: A diary study on the role of job and personal resources. Journal of Occupational and Organizational Psychology, 82, 183–200. doi:10.1348/096317908X285633
Yalabik, Y. Z., Popaitoon, P., Chowne, J. A., & Rayton, B. A. (2013). Work engagement as a mediator between employee attitudes and outcomes. The International Journal of Human Resource Management, 24, 2799–2823. doi:10.1080/09585192.2013.763844
Zientek, L. R., & Thompson, B. (2009). Matrix summaries improve research reports: Secondary analyses using published literature. Educational Researcher, 38, 343–352. doi:10.3102/0013189X09339056
Zigarmi, D., Nimon, K., Houson, D., Witt, D., & Diehl, D. (2011). A preliminary field test of an employee work passion model. Human Resource Development Quarterly, 22, 195–221. doi:10.1002/hrdq.20076
Zigarmi, D., Nimon, K., & Shuck, B. (2014). Employee engagement: Job attitude or mediator between job attitudes and affect? In D. Chapman & K. Guerdat (Eds.), Proceedings of the Academy of Human Resource Development 2014 international research conference in the America’s. AHRD: Houston, TX.
The authors would like to thank the anonymous reviewers for their valuable insights, comments, and questions.
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Nimon, K., Shuck, B. & Zigarmi, D. Construct Overlap Between Employee Engagement and Job Satisfaction: A Function of Semantic Equivalence?. J Happiness Stud 17, 1149–1171 (2016). https://doi.org/10.1007/s10902-015-9636-6
- Latent sematic analysis
- Employee engagement
- Job satisfaction