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Longitudinal studies in organizational stress research: a review of the literature with reference to methodological issues
Abstract
Demonstrating causal relationships has been of particular importance in organizational stress research. Longitudinal studies are typically suggested to overcome problems of reversed causation and third variables (e.g., social desirability and negative affectivity). This article reviews the empirical longitudinal literature and discusses designs and statistical methods used in these studies. Forty-three longitudinal field reports on organizational stress were identified. Most of the investigations used a 2-wave panel design and a hierarchical multiple regression approach. Six studies with 3 and more waves were found. About 50% of the studies analyzed potential strain-stressor (reversed causation) relationships. In about 33% of the studies there was some evidence of reverse causation. The power of longitudinal studies to rule out third variable explanations was not realized in many studies. Procedures of how to analyze longitudinal data are suggested.
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“Longitudinal designs provide stronger evidence, but are prone to residual confounding [[36], [37], [38]] and other forms of bias that limit causal inference [[39], [40], [41], [42], [43]].”
From Improving sleep quality leads to better mental health: A meta-analysis of randomised controlled trials (2021) · cites this paper as [38]
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van Dierendonck, D., Schaufeli, W. B., & Buunk, B. P. (2001) · European Journal of Work and Organizational Psychology · doi:10.1080/13594320042000025 · Cited by 108
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Leather, P., Lawrence, C., Beale, D., et al. (1998) · Work & Stress · doi:10.1080/02678379808256857 · Cited by 104
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Singh, R., Ragins, B. R., & Tharenou, P. (2008) · Journal of Vocational Behavior · doi:10.1016/j.jvb.2008.09.009 · Cited by 99
Please wait until I am done! Longitudinal effects of work interruptions on employee well-being
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BackgroundKaratepe, O. M., & Karatepe, T. (2009) · Journal of Human Resources in Hospitality & Tourism · doi:10.1080/15332840903323364 · Cited by 98
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ResultDiestel, S., & Schmidt, K. (2009) · Work & Stress · doi:10.1080/02678370902846686 · Cited by 102
“Furthermore, several longitudinal studies failed to find any support for the drifting hypothesis assuming that highly strained employees drift toward tasks involving high work load (for an overview, see Zapf, Dormann, & Frese, 1996 ).”
BackgroundBlakely, G. L., Andrews, M. C., & Fuller, J. A. (2003) · Journal of Business and Psychology · doi:10.1023/a:1027388729390 · Cited by 96
“Third, the relationships between self-monitoring and the OCB dimensions were relatively stable one year after the initial data collection, thereby overcoming problems of causation and third variables ( Zapf, Dormann, Frese, 1996 ).”
BackgroundA systematic review of longitudinal studies of nonfatal workplace violence
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“It increases the reliability of the results if a control group is included in the study, and this may indicate whether other factors in the work environment have had an impact on the health outcomes (Zapf et al., 1996).”
BackgroundMelamed, S., Fried, Y., & Froom, P. (2001) · Journal of Occupational Health Psychology · doi:10.1037/1076-8998.6.3.182 · Cited by 101
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“In addition, Zapf, Dormann, and Frese (1996) found that stressors could explain only a maximum of 7% of the variance, and much lower if single stressor was treated as a predictor.”
BackgroundWorkplace Telepressure and Worker Well-Being: The Intervening Role of Psychological Detachment
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Future time perspective, positive emotions and student engagement: a longitudinal study
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“According to Zapf, Dormann, and Frese (1996) the analysis of causal, reciprocal, and reverse relationships is justified in a latent modelling context when all variables are included at both time points.”
BackgroundAntecedents and Consequences of Consumer Value
Bradley, G. L., & Sparks, B. (2011) · Journal of Travel Research · doi:10.1177/0047287510396099 · Cited by 93
“First, they enable many extraneous (“nuisance”) variables to be controlled (Menard 2002; Zapf, Dormann, and Frese 1996).”
BackgroundChambel, M. J., & Oliveira-Cruz, F. (2010) · Military Psychology · doi:10.1080/08995601003638934 · Cited by 91
“From both a theoretical ( Karasek & Theorell, 1990 ; Schaufeli, 2006 ) and empirical perspective ( De Jonge et al, 2001 ; ter Doert & De Jonge, 2006 ; Zapf, Dormann, & Frese, 1996 ), a deferred effect is known to exist between the conditions experienced by people in their working environment and their well-being in th…”
BackgroundRudman, A., Omne-Pontén, M., Wallin, L., & Gustavsson, P. J. (2010) · Human Resources for Health · doi:10.1186/1478-4491-8-10 · Cited by 91
“Due to the problem of time lags being too short, involving a risk of missing the phenomena entirely, a longer time lag was chosen, since the risk is then merely a matter of underestimation [68].”
BackgroundGriffiths, A. W., Wood, A. M., Maltby, J., Taylor, P. J., & Tai, S. (2014) · Psychiatry Research · doi:10.1016/j.psychres.2014.01.037 · Cited by 94
“In these circumstances " causality cannot be proven… but can be made plausible " (Cook and Campbell, 1979; Zapf et al., 1996).”
BackgroundUrbanavičiūtė, I., Udayar, S., & Rossier, J. (2018) · Journal of Vocational Behavior · doi:10.1016/j.jvb.2018.10.013 · Cited by 100
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Exploring the Impact of Job Insecurity on Employees’ Unethical Behavior
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Employee voice at work: the role of employees’ gender, self-efficacy beliefs, and leadership
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Unethical and Unwell: Decrements in Well-Being and Unethical Activity at Work
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“…and Einarsen, 2001; Niedl, 1996; Zapf et al., 1996), anxiety (Mikkelsen and Einarsen, 2001; Niedl, 1996; Quine, 1999), job-induced stress (Agervold and Mikkelsen, 2004; Quine, 1999), low selfesteem (Zapf et al., 1996), insomnia (Namie, 2004), and even suicide (Namie, 2004; Rayner and Hoel, 1997).”
BackgroundInfluentialJob insecurity and well-being: A longitudinal study among male and female employees in finland
Mauno, S., & Kinnunen, U. M. (1999) · Community Work & Family · doi:10.1080/13668809908413938 · Cited by 92
Cross-Lagged Relationships Between Workplace Demands, Control, Support, and Sleep Problems
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Rosa, A. D., Vianello, M., & Anselmi, P. (2019) · Journal of Vocational Behavior · doi:10.1016/j.jvb.2019.02.007 · Cited by 89
Bailey, T. S., Dollard, M. F., McLinton, S. S., & Richards, P. A. M. (2015) · Work & Stress · doi:10.1080/02678373.2015.1031855 · Cited by 100
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Self-citationSocial Cynicism and Job Satisfaction: A Longitudinal Analysis
Leung, K. Y., Ip, O. K. M., & Leung, K. (2009) · Applied Psychology · doi:10.1111/j.1464-0597.2009.00392.x · Cited by 88
Factors Affecting Work Ability in Day and Shift‐Working Nurses
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“D. Camerino et al.438 The short time lag may also explain the reduced size of the regression coefficients due to the high stability of the outcome variable (Zapf et al., 1996).”
BackgroundLiu, Y., Mo, S., Song, Y., & Wang, M. (2015) · Applied Psychology · doi:10.1111/apps.12055 · Cited by 87
Workplace bullying and sleep – A systematic review and meta-analysis of the research literature
Nielsen, M. B., Harris, A., Pallesen, S., & Einarsen, S. V. (2020) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2020.101289 · Cited by 109
Parker, S. K., Johnson, A. M., Collins, C. G., & Nguyen, H. (2012) · Academy of Management Journal · doi:10.5465/amj.2010.0927 · Cited by 97
Work-home interference, job stressors, and employee health in a longitudinal perspective.
Peeters, M. C. W., JONGE, J. D., Janssen, P. P. M., & van der Linden, S. (2004) · International Journal of Stress Management · doi:10.1037/1072-5245.11.4.305 · Cited by 88
“Step 2 contained the corresponding Time 1 dependent variable, that is, WHI (see Zapf et al., 1996).”
BackgroundMethodNiedhammer, I., & Chea, M. (2003) · Occupational and Environmental Medicine · doi:10.1136/oem.60.7.509 · Cited by 88
Trajectories of Perceived Employability and Their Associations With Well-Being at Work
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The passage of time in work-family research: Toward a more dynamic perspective
Allen, T. D., French, K. A., Braun, M. T., & Fletcher, K. A. (2018) · Journal of Vocational Behavior · doi:10.1016/j.jvb.2018.11.013 · Cited by 98
Psychosocial working conditions and depressive symptoms among Swedish employees
Hanson, L. L. M., Theorell, T., Bech, P., Rugulies, R., Burr, H., Hyde, M., Oxenstierna, G., & Westerlund, H. (2009) · International Archives of Occupational and Environmental Health · doi:10.1007/s00420-009-0406-9 · Cited by 86
“It is a limitation that both working conditions and depressive symptoms were measured by self-completion questionnaires which can lead to “common method variance” ( Zapf et al. 1996 ).”
BackgroundSense of coherence as a mediator between hostility and health
Mika Kivimaki, B., Elovainio, M. J., Vahtera, J., Nurmi, J., Feldt, T., Keltikangas‐Järvinen, L., & Pentti, J. (2002) · Journal of Psychosomatic Research · doi:10.1016/s0022-3999(01)00305-1 · Cited by 91
“Structural equation modeling is recommended when estimating mediated effects and antecedent–consequence relationships [51,67,68].”
BackgroundBaillien, E., Rodríguez‐Muñoz, A., den Broeck, A. V., & Witte, H. D. (2011) · Work & Stress · doi:10.1080/02678373.2011.591600 · Cited by 94
“Moreover, our results could perhaps have been affected by the fairly low Cronbach’s alpha for the perpetrators’ reports of bullying measurement, which was below the .70 cut-off recommended by Nunnally and Berstein (1994) and may have reduced the correlations with predictors (Zapf et al., 1996b).”
BackgroundResultInfluentialTang, K. (2014) · Scandinavian Journal of Work, Environment & Health · doi:10.5271/sjweh.3431 · Cited by 70
“as reversed effects have historically been somewhat overlooked (13, 14).”
BackgroundInfluentialWorking Hard or Hardly Working? An Examination of Job Preservation Responses to Job Insecurity
Shoss, M. K., Su, S., Schlotzhauer, A. E., & Carusone, N. (2022) · Journal of Management · doi:10.1177/01492063221107877 · Cited by 83
Derycke, H., Vlerick, P., Burnay, N., Decleire, C., D’Hoore, W., Hasselhorn, H. M., & Braeckman, L. (2009) · Journal of Occupational and Organizational Psychology · doi:10.1348/096317909x477594 · Cited by 91
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The work-family interface and burnout.
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Longitudinal influences of managerial support on employee well-being
Moyle, P. (1998) · Work & Stress · doi:10.1080/02678379808256847 · Cited by 82
Taris, T. W., Ybema, J. F., Beckers, D. G. J., Verheijden, M. W., Geurts, S. A. E., & Kompier, M. A. J. (2010) · International Journal of Behavioral Medicine · doi:10.1007/s12529-010-9103-z · Cited by 82
“Conversely, the effects of smoking and drinking on health may only become noticeable after a period of prolonged exposure, and the 2-year interval employed in the present study may have been too short for detecting such effects [33].”
BackgroundToker, S., Laurence, G. A., & Fried, Y. (2014) · Journal of Organizational Behavior · doi:10.1002/job.1980 · Cited by 83
“…(ii) the potential that some relationships among variables might exist only within particular sub-groups of individuals, and (iii) the socalled healthy worker effect, in which people who are severely impacted by the stressor under consideration may leave the work force (Zapf et al., 1996).”
BackgroundResultMuntz, J., & Dormann, C. (2020) · European Journal of Work and Organizational Psychology · doi:10.1080/1359432x.2019.1706489 · Cited by 85
“In our setting, poorly intrinsically motivated employees might be negatively biased and perceive more stressors in their environment (Daniels & Guppy, 1997; Zapf et al., 1996).”
BackgroundInfluentialSelf-citationEmployee Happiness: Why We Should Care
Thompson, A. H., & Bruk‐Lee, V. (2020) · Applied Research in Quality of Life · doi:10.1007/s11482-019-09807-z · Cited by 105
“Therefore, whilst this study diverges from an estimated 90% of occupational health studies, which are solely cross-sectional in design (Zapf et al. 1996), added data-points would have provided increased evidence for the causality of each relationship presented in this study (i.”
Health correlates of workplace bullying: a 3-wave prospective follow-up study
Bonde, J. P., Gullander, M., Hansen, Å. M., Grynderup, M. B., Persson, R., Høgh, A., Willert, M. V., Kærlev, L., Rugulies, R., & Kolstad, H. A. (2015) · Scandinavian Journal of Work Environment & Health · doi:10.5271/sjweh.3539 · Cited by 80
“Studies addressing causal links between self-reported exposures and outcomes often try to counter the risk of common method bias by adjusting for personality traits such as neuroticism (28).”
MethodLabor markets and health: an integrated life course perspective.
Amick, B., McLeod, C., & Bültmann, U. (2016) · Scandinavian Journal of Work, Environment and Health · doi:10.5271/sjweh.3567 · Cited by 78
“When followup exposures are assessed (model 1b, figure 1), dose burden, peak-exposure period or cumula tive exposure models can be developed (24).”
BackgroundThe well-being of the overemployed and the underemployed and the rise in depression in the UK
Bell, D., & Blanchflower, D. G. (2019) · Journal of Economic Behavior & Organization · doi:10.1016/j.jebo.2019.03.018 · Cited by 80
“…between underemployment and health may result from any of the following underlying causal conditions: (1) underemployment affects health; (2) health affects the probability that a person will be underemployed; and (3) unobservables affect both underemployment and health ( Zapf et al., 1996 ).”
BackgroundPisanti, R., van der Doef, M., Stan Maes, A., Lombardo, C., Lazzari, D., & Violani, C. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.01143 · Cited by 80
“A carefully designed longitudinal study, with appropriate time intervals (cf. Zapf et al., 1996) could provide further insight into the causal processes involved.”
BackgroundExposure to Workplace Bullying and Risk of Depression
Gullander, M., Høgh, A., Hansen, Å. M., Persson, R., Rugulies, R., Kolstad, H. A., Thomsen, J. F., Willert, M. V., Grynderup, M. B., Mors, O. N., et al. (2014) · Journal of Occupational and Environmental Medicine · doi:10.1097/jom.0000000000000339 · Cited by 83
Reciprocal relations between workplace bullying, anxiety, and vigor: a two-wave longitudinal study
Rodríguez‐Muñoz, A., Jiménez, B. M., & Sanz‐Vergel, A. I. (2015) · Anxiety Stress & Coping · doi:10.1080/10615806.2015.1016003 · Cited by 79
Ângelo, R. P., & Chambel, M. J. (2013) · Stress and Health · doi:10.1002/smi.2532 · Cited by 91
Shortcomings of antibullying regulations: The case of Sweden
Hoel, H., & Einarsen, S. V. (2009) · European Journal of Work and Organizational Psychology · doi:10.1080/13594320802643665 · Cited by 78
“Moreover, according to several informants, in the downsized organizations there is also less opportunity to protect vulnerable people against attacks from tormentors and less time to resolve cases (see also Zapf, Doorman, & Frese, 1996 ).”
BackgroundTiming in Methods for Studying Psychosocial Factors at Work
Dormann, C., & de Ven, B. V. (2014) · Springer eBooks · doi:10.1007/978-94-017-8975-2_4 · Cited by 86
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Personality, Stress, and Coping
Semmer, N. K. (2006) · Wiley eBooks · doi:10.1002/9780470713860.ch4 · Cited by 83
Ruiz‐Palomino, P., Yáñez‐Araque, B., Estévez, P. J., & Gutiérrez-Broncano, S. (2021) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2021.121192 · Cited by 84
“In this sense, previous studies demonstrate that supervisor support has a highly beneficial effect on employee health outcomes, particularly in reducing depression (Dorman and Zapf, 1996; Netterstrøm et al., 2008).”
ResultWork orientations in the job demands‐resources model
Demerouti, E., Bakker, A. B., & Fried, Y. (2012) · Journal of Managerial Psychology · doi:10.1108/02683941211252428 · Cited by 99
“Conversely, job strain has been found to influence job demands over time (Zapf et al., 1996), suggesting reversed causal relationships between working conditions and strain.”
BackgroundPersonal Goal Facilitation through Work: Implications for Employee Satisfaction and Well‐Being
ter Doest, L., Maes, S., Gebhardt, W. A., & Koelewijn, H. (2006) · Applied Psychology · doi:10.1111/j.1464-0597.2006.00232.x · Cited by 82
Testad, I., Mikkelsen, A., Ballard, C. G., & Aarsland, D. (2009) · International Journal of Geriatric Psychiatry · doi:10.1002/gps.2419 · Cited by 87
“Factors such as professional support, promotional opportunities and employment availability are associ- Int J Geriatr Psychiatry 2010; 25: 789–797. ated with job satisfaction and turn-over (Zapf et al., 1996; Chou et al., 2002; Castle et al., 2006).”
BackgroundWork‐related stress and well‐being: The roles of direct action coping and palliative coping
Fortes‐Ferreira, L., Silla, J. M. P., González‐Morales, M. G., & MARTÍN, I. (2006) · Scandinavian Journal of Psychology · doi:10.1111/j.1467-9450.2006.00519.x · Cited by 77
Taris, T. W., Kompier, M. A. J., Geurts, S. A. E., Houtman, I. L. D., & Heuvel, F. F. M. V. D. (2009) · Journal of Occupational and Organizational Psychology · doi:10.1348/096317909x424583 · Cited by 76
Job insecurity and the benefits of work
Selenko, E., & Batinic, B. (2012) · European Journal of Work and Organizational Psychology · doi:10.1080/1359432x.2012.703376 · Cited by 74
“Besides controlling for the demographic variables and job deterioration, both analyses also controlled for prior levels of mental health at T1 (eg, Cohen et al, 2003 ; Cole & Maxwell, 2003 ; Zapf, Dormann, & Frese, 1996 ).”
MethodParticipants' accounts of a stress management intervention
Randall, R., Cox, T., & Griffiths, A. (2007) · Human Relations · doi:10.1177/0018726707081660 · Cited by 81
“Since intervention effect sizes are likely to be modest at best (Zapf et al., 1996), it is crucial that data on intervention processes and context are gathered and used to inform outcome evaluation (Lipsey, 1996).”
BackgroundHoukes, I., Winants, Y., & Twellaar, M. (2007) · Journal of Occupational and Organizational Psychology · doi:10.1348/096317907x218197 · Cited by 80
Determinants of students’ innovation in Higher Education
Martín, P., Potočnik, K., & Fras, A. (2015) · Studies in Higher Education · doi:10.1080/03075079.2015.1087993 · Cited by 88
Griffin, B., Bayl‐Smith, P., & Hesketh, B. L. (2016) · Work Aging and Retirement · doi:10.1093/workar/waw014 · Cited by 75
Leitner, K., & Resch, M. (2005) · Journal of Occupational Health Psychology · doi:10.1037/1076-8998.10.1.18 · Cited by 74
Moore, S. Y., Grunberg, L., & Greenberg, E. S. (2006) · Anxiety Stress & Coping · doi:10.1080/10615800600901341 · Cited by 73
“…argues that repeated exposure to a given stressor wears one down over time, whereas a resiliency model posits that one develops coping responses and becomes somewhat inured to the effects of a repeated stressor exposure (Carver, 1998; Dougall et al., 2000; Frese & Zapf, 1988; Zapf et al., 1996).”
BackgroundWillis, T. A., O'Connor, D. B., & Smith, L. (2008) · Work & Stress · doi:10.1080/02678370802180558 · Cited by 72
“Many studies investigating stress and health are cross-sectional and weaknesses of this type of design are well documented (Zapf, Dormann, & Frese, 1996 ).”
BackgroundSelection, Socialisation, and Mutual Adaptation: Resolving Discrepancies Between People and Work
Semmer, N. K., & Schallberger, U. (1996) · Applied Psychology · doi:10.1111/j.1464-0597.1996.tb00768.x · Cited by 75
Müller, A., De Lange, A., Weigl, M., Oxfart, C., & Van der Heijden, B. (2013) · Journal of Vocational Behavior · doi:10.1016/j.jvb.2013.03.002 · Cited by 72
Preckel, D., Meinel, M., Kudielka, B. M., Haug, H., & Fischer, J. E. (2006) · Journal of Occupational and Organizational Psychology · doi:10.1348/096317905x80183 · Cited by 75
Organizational Climate, Occupational Stress, and Employee Mental Health
Arnetz, B. B., Lucas, T., & Arnetz, J. E. (2010) · Journal of Occupational and Environmental Medicine · doi:10.1097/jom.0b013e3181ffo5b · Cited by 73
What’s organization knowledge management strategy for successful change implementation?
Imran, M. K., Rehman, C. A., Aslam, U., & Bilal, A. R. (2016) · Journal of Organizational Change Management · doi:10.1108/jocm-07-2015-0130 · Cited by 78
Metadata
- Authors
- Zapf, D., Dormann, C., & Frese, M.
- Affiliations
- University of Konstanz (DE)
- Venue
- Journal of Occupational Health Psychology
- Published
- 1996
- Volume
- 1
- Issue
- 2
- Pages
- 145-169
- ISSN
- 1076-8998 (ISSN-L)
- 1939-1307
- OpenAlex
- W2121908317
- Cited by
- 1,174
- References
- 0
- Citations by year
- 2026: 18 · 2025: 30 · 2024: 25 · 2023: 30 · 2022: 48 · 2021: 40 · 2020: 47 · 2019: 52 · 2018: 45 · 2017: 57 · 2016: 66 · 2015: 55 · 2014: 61 · 2013: 57 · 2012: 62
- FWCI
- 24.48
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Occupational Health Psychology (publishedVersion)
- PubMed (publishedVersion)
- UvA-DARE (University of Amsterdam) (publishedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Workplace Health and Well-being
- Social Sciences › Psychology › Social Psychology › Stress and Burnout Research
- Social Sciences › Business, Management and Accounting › Organizational Behavior and Human Resource Management › Job Satisfaction and Organizational Behavior
- Keywords
- organizational stress, longitudinal study, reverse causality, social desirability, negative affectivity, panel design, longitudinal analysis, causal inference
- MeSH terms
- Humans, Longitudinal Studies, Psychology, Industrial, Research Design, Stress, Psychological, Occupational Health, Workload
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