Clarifying the inconsistently observed curvilinear relationship between workload and employee attitudes and mental well-being

References

• AIS. (2019). 42 worrying workplace stress statistics. The American Institute of Stress. Retrieved March 8, 2020 from, https://www.stress.org/42-worrying-workplace-stress-statistics
   Google Scholar
• Andresen, E. M., Malmgren, J. A., Carter, W. B., & Patrick, D. L. (1994). Screening for depression in well older adults: Evaluation of a short form of the CES-D. American Journal of Preventive Medicine, 10(2), 77–84. https://doi.org/10.1016/S0749-3797(18)30622-6
   PubMed Web of Science ®Google Scholar
• Beck, J. W., Scholer, A. A., & Hughes, J. (2017). Divergent effects of distance versus velocity disturbances on emotional experiences during goal pursuit. Journal of Applied Psychology, 102(7), 1109–1123. https://doi.org/10.1037/apl0000210
   PubMed Web of Science ®Google Scholar
• Berkowitz, L. (1989). Frustration-aggression hypothesis: Examination and reformulation. Psychological Bulletin, 106(1), 59–73. https://doi.org/10.1037/0033-2909.106.1.59
   PubMed Web of Science ®Google Scholar
• Bobko, P. (1983). An analysis of correlations corrected for attenuation and range restriction. Journal of Applied Psychology, 68(4), 584–589. https://doi.org/10.1037/0021-9010.68.4.584
   Web of Science ®Google Scholar
• Bowling, N. A., Alarcon, G. M., Bragg, C. B., & Hartman, M. J. (2015). A meta-analytic examination of the potential correlates and consequences of workload. Work & Stress, 29(2), 95–113. https://doi.org/10.1080/02678373.2015.1033037
   Web of Science ®Google Scholar
• Bowling, N. A., & Kirkendall, C. (2012). Workload: A review of causes, consequences, and potential interventions. In J. Houdmont, S. Leka, & R. Sinclair (Eds.), Contemporary occupational health psychology: Global perspectives on research and practice (Vol. 2, pp. 221–238). Wiley-Blackwell.
   Google Scholar
• Brown, M., & Benson, J. (2005). Managing to overload? Work overload and performance appraisal processes. Group & Organization Management, 30(1), 99–124. https://doi.org/10.1177/1059601104269117
   Web of Science ®Google Scholar
• Buhrmester, M., Kwang, T., & Gosling, S. D. (2011). Amazon’s mechanical Turk: A new source of inexpensive, yet high-quality, data? Perspectives on Psychological Science, 6(1), 3–5. https://doi.org/10.1177/1745691610393980
   Web of Science ®Google Scholar
• Cammann, C., Fichman, M., Jenkins, D., & Klesh, J. R. (1983). Assessing the attitudes and perceptions of organizational members. In S. Seashore, E. Lawler, P. Mirvis, & C. Cammann (Eds.), Assessing organizational change: A guide to methods, measures, and practices (pp. 71–138). John Wiley.
   Google Scholar
• Carter, N. T., Dalal, D. K., Boyce, A. S., O’Connell, M. S., Kung, M.-C., & Delgado, K. M. (2014). Uncovering curvilinear relationships between conscientiousness and job performance: How theoretically appropriate measurement makes an empirical difference. Journal of Applied Psychology, 99(4), 564–586. https://doi.org/10.1037/a0034688
   PubMed Web of Science ®Google Scholar
• Cheng, B., Zhou, X., Guo, G., & Yang, K. (2020). Perceived overqualification and cyberloafing: A moderated-mediation model based on equity theory. Journal of Business Ethics, 164(3), 565–577. https://doi.org/10.1007/s10551-018-4026-8
   Web of Science ®Google Scholar
• De Jonge, J., & Schaufeli, W. B. (1998). Job characteristics and employee well-being: A test of Warr’s vitamin model in health care workers using structural equation modelling. Journal of Organizational Behavior, 19(4), 387–407. https://doi.org/10.1002/(SICI)1099-1379(199807)19:4387::AID-JOB851>3.0.CO;2-9
   Web of Science ®Google Scholar
• Dormann, C., & van de Ven, B. (2014). Timing in methods for studying psychosocial factors at work. In M. F. Dollard, A. Shimazu, R. Bin Nordin, P. Brough, & M. R. Tuckey (Eds.), Psychosocial factors at work in the Asia pacific (pp. 89–116). Springer Netherlands. https://doi.org/10.1007/978-94-017-8975-2_4
   Google Scholar
• Gabriel, A. S., Diefendorff, J. M., & Erickson, R. J. (2011). The relations of daily task accomplishment satisfaction with changes in affect: A multilevel study in nurses. Journal of Applied Psychology, 96(5), 1095–1104. https://doi.org/10.1037/a0023937
   PubMed Web of Science ®Google Scholar
• Game, A. M. (2007). Workplace boredom coping: Health, safety, and HR implications. Personnel Review, 36(5), 701–721. https://doi.org/10.1108/00483480710774007
   Web of Science ®Google Scholar
• Gardner, D. G. (1986). Activation theory and task design: An empirical test of several new predictions. Journal of Applied Psychology, 71(3), 411–418. https://doi.org/10.1037/0021-9010.71.3.411
   PubMed Web of Science ®Google Scholar
• Grant, A. M., & Schwartz, B. (2011). Too much of a good thing: The challenge and opportunity of the inverted U. Perspectives on Psychological Science, 6(1), 61–76. https://doi.org/10.1177/1745691610393523
   Web of Science ®Google Scholar
• Hakanen, J. J., Seppälä, P., & Peeters, M. C. W. (2017). High job demands, still engaged and not burned out? The role of job crafting. International Journal of Behavioral Medicine, 24(4), 619–627. https://doi.org/10.1007/s12529-017-9638-3
   PubMed Web of Science ®Google Scholar
• Hambrick, D. C. (2007). The field of management’s devotion to theory: Too much of a good thing? Academy of Management Journal, 50(6), 1346–1352. https://doi.org/10.5465/amj.2007.28166119
   Web of Science ®Google Scholar
• Janssen, O. (2001). Fairness perceptions as a moderator in the curvilinear relationships between job demands, and job performance and job satisfaction. Academy of Management Journal, 44(5), 1039–1050. https://doi.org/10.2307/3069447
   Web of Science ®Google Scholar
• Karanika-Murray, M., Antoniou, A., Michaelides, G., & Cox, T. (2009). Expanding the risk assessment methodology for work-related health: A technique for incorporating multivariate curvilinear effects. Work & Stress, 23(2), 99–119. https://doi.org/10.1080/02678370903068520
   Web of Science ®Google Scholar
• Karasek, R. A. (1979). Job demands, job decision latitude, and mental strain: Implications for job redesign. Administrative Science Quarterly, 24(2), 285–308. https://doi.org/10.2307/2392498
   Web of Science ®Google Scholar
• Keenan, A., & Newton, T. J. (1985). Stressful events, stressors and psychological strains in young professional engineers. Journal of Organizational Behavior, 6(2), 151–156. https://doi.org/10.1002/job.4030060206
   Web of Science ®Google Scholar
• Knight, C., Tims, M., Gawke, J., & Parker, S. K. (2021). When do job crafting interventions work? The moderating roles of workload, intervention intensity, and participation. Journal of Vocational Behavior, 124, 103522. https://doi.org/10.1016/j.jvb.2020.103522
   Web of Science ®Google Scholar
• Koon, V.-Y., & Pun, P.-Y. (2018). The mediating role of emotional exhaustion and job satisfaction on the relationship between job demands and instigated workplace incivility. The Journal of Applied Behavioral Science, 54(2), 187–207. https://doi.org/10.1177/0021886317749163
   Web of Science ®Google Scholar
• Lee, I. A., & Preacher, K. J. (2013). Calculation for the test of the difference between two dependent correlations with one variable in common [Computer software]. http://quantpsy.org
   Google Scholar
• Liu, C., Spector, P. E., & Shi, L. (2007). Cross-national job stress: A quantitative and qualitative study. Journal of Organizational Behavior, 28(2), 209–239. https://doi.org/10.1002/job.435
   Web of Science ®Google Scholar
• Lopes, H., Lagoa, S., & Calapez, T. (2014). Work autonomy, work pressure, and job satisfaction: An analysis of European union countries. The Economic and Labour Relations Review, 25(2), 306–326. https://doi.org/10.1177/1035304614533868
   Web of Science ®Google Scholar
• Loukidou, L., Loan-Clarke, J., & Daniels, K. (2009). Boredom in the workplace: More than monotonous tasks. International Journal of Management Reviews, 11(4), 381–405. https://doi.org/10.1111/j.1468-2370.2009.00267.x
   Web of Science ®Google Scholar
• Lubbers, R., Loughlin, C., & Zweig, D. (2005). Young workers’ job self-efficacy and affect: Pathways to health and performance. Journal of Vocational Behavior, 67(2), 199–214. https://doi.org/10.1016/j.jvb.2004.03.002
   Web of Science ®Google Scholar
• Maier, N. R. F. (1949). Frustration: The study of behavior without a goal. McGraw-Hill.
   Google Scholar
• Marmot, M. G., Stansfeld, S., Patel, C., North, F., Head, J., White, I., Brunner, E., Feeney, A., Marmot, M. G., & Smith, G. D. (1991). Health inequalities among British civil servants: The Whitehall II study. The Lancet, 337(8754), 1387–1393. https://doi.org/10.1016/0140-6736(91)93068-K
   PubMed Web of Science ®Google Scholar
• Mathieu, M., Eschleman, K. J., & Cheng, D. (2019). Meta-analytic and multiwave comparison of emotional support and instrumental support in the workplace. Educational Publishing Foundation.
   Google Scholar
• Meier, L. L., & Spector, P. E. (2013). Reciprocal effects of work stressors and counterproductive work behavior: A five-wave longitudinal study. Journal of Applied Psychology, 98(3), 529–539. https://doi.org/10.1037/a0031732
   PubMed Web of Science ®Google Scholar
• Moss, A., & Litman, L. (2018). After the Bot Scare: Understanding What’s been happening with data collection on MTurk and How to Stop It. CloudResearch. Retrieved 2018, September 18 from.
   Google Scholar
• Muchinsky, P. M. (1996). The correction for attenuation. Educational and Psychological Measurement, 56(1), 63–75. https://doi.org/10.1177/0013164496056001004
   Web of Science ®Google Scholar
• Muthén, L. K., & Muthén, B. O. (1998-2012). Mplus user’s guide (7th ed). Muthén & Muthén.
   Google Scholar
• Narayanan, L., Menon, S., & Spector, P. (1999a). A cross-cultural comparison of job stressors and reactions among employees holding comparable jobs in two countries. International Journal of Stress Management, 6(3), 197–212. https://doi.org/10.1023/A:1021986709317
   Web of Science ®Google Scholar
• Narayanan, L., Menon, S., & Spector, P. E. (1999b). Stress in the workplace: A comparison of gender and occupations. Journal of Organizational Behavior, 20(1), 63–73. https://doi.org/10.1002/(SICI)1099-1379(199901)20:163::AID-JOB873>3.0.CO;2-J
   Web of Science ®Google Scholar
• Noblet, A. J., & Rodwell, J. J. (2009a). Identifying the predictors of employee health and satisfaction in an Npm environment. Public Management Review, 11(5), 663–683. https://doi.org/10.1080/14719030902798214
   Web of Science ®Google Scholar
• Noblet, A., Rodwell, J., & Allisey, A. (2009b). Job stress in the law enforcement sector: Comparing the linear, non-linear and interaction effects of working conditions. Stress and Health, 25(1), 111–120. https://doi.org/10.1002/smi.1227
   Web of Science ®Google Scholar
• Paternoster, R., Brame, R., Mazerolle, P., & Piquero, A. (1998). Using the correct statistical test for the equality of regression coefficients. Criminology; An Interdisciplinary Journal, 36(4), 859–866. https://doi.org/10.1111/j.1745-9125.1998.tb01268.x
   Web of Science ®Google Scholar
• Pierce, J. R., & Aguinis, H. (2013). The too-much-of-a-good-thing effect in management. Journal of Management, 39(2), 313–338. https://doi.org/10.1177/0149206311410060
   Web of Science ®Google Scholar
• Pindek, S., Howard, D. J., Krajcevska, A., & Spector, P. E. (2019). Organizational constraints and performance: An indirect effects model. Journal of Managerial Psychology, 34(2), 79–95. https://doi.org/10.1108/JMP-03-2018-0122
   Web of Science ®Google Scholar
• Pindek, S., Krajcevska, A., & Spector, P. E. (2018). Cyberloafing as a coping mechanism: Dealing with workplace boredom. Computers in Human Behavior, 86, 147–152. https://doi.org/10.1016/j.chb.2018.04.040
   Web of Science ®Google Scholar
• Pindek, S., & Spector, P. E. (2016). Explaining the surprisingly weak relationship between organizational constraints and performance. Human Performance, 29(3), 191–208.
   Web of Science ®Google Scholar
• Pindek, S., Zhou, Z. E., Kessler, S. R., Krajcevska, A., & Spector, P. E. (2022). The lingering curvilinear effect of workload on employee rumination and negative emotions: A diary study. Work & Stress, 36(3), 292–311. https://doi.org/10.1080/02678373.2021.2009055
   Web of Science ®Google Scholar
• Podsakoff, N. P., LePine, J. A., & LePine, M. A. (2007). Differential challenge stressor-hindrance stressor relationships with job attitudes, turnover intentions, turnover, and withdrawal behavior: A meta-analysis. Journal of Applied Psychology, 92(2), 438–454. https://doi.org/10.1037/0021-9010.92.2.438
   PubMed Web of Science ®Google Scholar
• Podsakoff, P. M., MacKenzie, S. B., Lee, J.-Y., & Podsakoff, N. P. (2003). Common method biases in behavioral research: A critical review of the literature and recommended remedies. Journal of Applied Psychology, 88(5), 879–903. https://doi.org/10.1037/0021-9010.88.5.879
   PubMed Web of Science ®Google Scholar
• Rodwell, J., & Munro, L. (2013). Well-being, satisfaction and commitment: The substitutable nature of resources for maternity hospital nurses. Journal of Advanced Nursing, 69(10), 2218–2228. https://doi.org/10.1111/jan.12096
   PubMed Web of Science ®Google Scholar
• Rydstedt, L. W., Ferrie, J., & Head, J. (2006). Is there support for curvilinear relationships between psychosocial work characteristics and mental well-being? Cross-sectional and long-term data from the Whitehall II study. Work & Stress, 20(1), 6–20. https://doi.org/10.1080/02678370600668119
   Web of Science ®Google Scholar
• Satorra, A., & Bentler, P. M. (2010). Ensuring positiveness of the scaled difference Chi-square test statistic. Psychometrika, 75(2), 243–248. https://doi.org/10.1007/s11336-009-9135-y
   PubMed Web of Science ®Google Scholar
• Schiller, H., Lekander, M., Rajaleid, K., Hellgren, C., Åkerstedt, T., Barck-Holst, P., & Kecklund, G. (2018). Total workload and recovery in relation to worktime reduction: A randomised controlled intervention study with time-use data. Occupational and Environmental Medicine, 75(3), 218. https://doi.org/10.1136/oemed-2017-104592
   PubMed Web of Science ®Google Scholar
• Schmidt, K.-H., & Diestel, S. (2011). Differential effects of decision latitude and control on the job demands–strain relationship: A cross-sectional survey study among elderly care nursing staff. International Journal of Nursing Studies, 48(3), 307–317. https://doi.org/10.1016/j.ijnurstu.2010.04.003
   PubMed Web of Science ®Google Scholar
• Scott, W. E. (1966). Activation theory and task design. Organizational Behavior and Human Performance, 1(1), 3–30. https://doi.org/10.1016/0030-5073(66)90003-1
   Web of Science ®Google Scholar
• Shultz, K. S., Wang, M., & Olson, D. A. (2010). Role overload and underload in relation to occupational stress and health. Stress and Health, 26(2), 99–111. https://doi.org/10.1002/smi.1268
   Web of Science ®Google Scholar
• Spector, P. E. (2019). Do not cross me: Optimizing the use of cross-sectional designs. Journal of Business and Psychology, 34(2), 125–137. https://doi.org/10.1007/s10869-018-09613-8
   Web of Science ®Google Scholar
• Spector, P. E., & Jex, S. M. (1998). Development of four self-report measures of job stressors and strain: Interpersonal conflict at work scale, organizational constraints scale, quantitative workload inventory, and physical symptoms inventory. Journal of Occupational Health Psychology, 3(4), 356–367. https://doi.org/10.1037/1076-8998.3.4.356
   PubMedGoogle Scholar
• Steiger, J. H. (1980). Tests for comparing elements of a correlation matrix. Psychological Bulletin, 87(2), 245–251. https://doi.org/10.1037/0033-2909.87.2.245
   Web of Science ®Google Scholar
• Taris, T. W. (2006). Bricks without clay: On urban myths in occupational health psychology. Work & Stress, 20(2), 99–104. https://doi.org/10.1080/02678370600893410
   Web of Science ®Google Scholar
• Tepper, B. J. (2001). Health consequences of organizational injustice: Tests of main and interactive effects. Organizational Behavior and Human Decision Processes, 86(2), 197–215. https://doi.org/10.1006/obhd.2001.2951
   Web of Science ®Google Scholar
• van Wyk, S. M., de Beer, L. T., Pienaar, J., & Schaufeli, W. B. (2016). The psychometric properties of a workplace boredom scale (DUBS) within the South African context. SA Journal of Industrial Psychology, 42(1), 1–10. https://doi.org/10.4102/sajip.v42i1.1326
   Web of Science ®Google Scholar
• Vandenberghe, C., Panaccio, A., Bentein, K., Mignonac, K., & Roussel, P. (2011). Assessing longitudinal change of and dynamic relationships among role stressors, job attitudes, turnover intention, and well-being in neophyte newcomers. Journal of Organizational Behavior, 32(4), 652–671. https://doi.org/10.1002/job.732
   Web of Science ®Google Scholar
• Vergauwe, J., Wille, B., Hofmans, J., Kaiser, R. B., & Fruyt, F. D. (2017). The too little/too much scale: A New rating format for detecting curvilinear effects. Organizational Research Methods, 20(3), 518–544. https://doi.org/10.1177/1094428117706534
   Web of Science ®Google Scholar
• Warr, P. B. (1987). Work, unemployment, and mental health. Clarendon Press.
   Google Scholar
• Warr, P. B. (1990). Decision latitude, job demands, and employee well-being. Work & Stress, 4(4), 285–294. https://doi.org/10.1080/02678379008256991
   Web of Science ®Google Scholar
• Warr, P. B. (1994). A conceptual framework for the study of work and mental health. Work & Stress, 8(2), 84–97. https://doi.org/10.1080/02678379408259982
   Web of Science ®Google Scholar
• Watson, D., Clark, L. A., & Tellegen, A. (1988). Development and validation of brief measures of positive and negative affect: The PANAS scales. Journal of Personality and Social Psychology, 54(6), 1063–1070. https://doi.org/10.1037/0022-3514.54.6.1063
   PubMed Web of Science ®Google Scholar
• Whinghter, L. J., Cunningham, C. J. L., Wang, M., & Burnfield, J. L. (2008). The moderating role of goal orientation in the workload-frustration relationship. Journal of Occupational Health Psychology, 13(3), 283–291. https://doi.org/10.1037/1076-8998.13.3.283
   PubMed Web of Science ®Google Scholar
• Wood, S., Michaelides, G., & Totterdell, P. (2013). The impact of fluctuating workloads on well-being and the mediating role of work−nonwork interference in this relationship. Journal of Occupational Health Psychology, 18(1), 106–119. https://doi.org/10.1037/a0031067
   PubMed Web of Science ®Google Scholar
• Yeung, E., & Shen, W. (2020). Diversity climate promises in ideological psychological contracts: Racial differences in responses to breach and fulfilment. European Journal of Work and Organizational Psychology, 29(2), 262–278. https://doi.org/10.1080/1359432X.2019.1703804
   Web of Science ®Google Scholar