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 are prone to residual confounding and other forms of bias that limit causal inference.
“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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“Namely, Zapf et al. (1996) state that when all study variables are incorporated at both time points, it is justified to verify causal, reversed, and reciprocal relationships between study variables (when using SEM) (see ‘Method’ section).”
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“20 In fact, studies presenting a longer follow-up of the outcomes allow a better assessment of the change in the health state of the population over time.”
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“The mean interval between the first and the second assessment was 18 months, which is sufficient to allow for research on the impact of organisational changes (Zapf et al. 1996) (Figure 1).”
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Job Insecurity and Well-Being: Moderation by Employability
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“Second, the way stressors affect psychological and psychosomatic dysfunction over the course of time may differ depending on both the nature of the stressor and the criterion variable (Zapf et al. 1996).”
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“However, in contrast to the ‘‘loss spiral’’ (Hobfoll, 2001) or ‘‘drift hypothesis’’ (Zapf et al., 1996), workers with less strong resource pools can also successfully strive to obtain more resources (as demonstrated by the external movers in this study).”
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“Second, we also tested the reverse causality between work-to-family conflict and satisfaction and well-being, which is often ignored in longitudinal studies (Zapf et al ., 1996).”
MethodCONFLICT AT WORK AND INDIVIDUAL WELL‐BEING
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A three-wave study of job resources, self-efficacy, and work engagement among Italian schoolteachers
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“According to Zapf, Dormann, and Frese (1996), it is common practice in longitudinal research to choose the particular time lag for organizational reasons rather than theoretical considerations.”
BackgroundBurnout and Risk of Type 2 Diabetes: A Prospective Study of Apparently Healthy Employed Persons
Melamed, S., Shirom, A., Toker, S., & Shapira, I. (2006) · Psychosomatic Medicine · doi:10.1097/01.psy.0000242860.24009.f0 · Cited by 248 · see citing works
“(72), to confirm the inference of causality in the stressor–strain relationship in longitudinal studies, one needs not only to ensure the stressor existed before ill health developed (as indeed we did by selecting workers not having diabetes at T1), but also to demonstrate that the stressor persisted during the follow…”
BackgroundSense of coherence and health: evidence from two cross-lagged longitudinal samples
Kivimäki, M., Feldt, T., Vahtera, J., & Nurmi, J.-E. (2000) · Social Science & Medicine · doi:10.1016/s0277-9536(99)00326-3 · Cited by 262 · see citing works
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Hall, G. B., Dollard, M. F., Tuckey, M. R., Winefield, A. H., & Thompson, B. M. (2009) · Journal of Occupational and Organizational Psychology · doi:10.1348/096317908x401723 · Cited by 259 · see citing works
“…nature of the work–family interface longitudinally (Casper, Eby, Bordeaux, & Lambert, 2007; Demerouti et al., 2004; Eby, Casper, Lockwood, Bordeaux, & Brinley, 2005; Frese, Fay, & Garst, 2007; Ford, Heinen, & Langkamer, 2007; Peeters, de Jonge, Janssen, & Linden, 2004; Zapf et al., 1996).”
BackgroundMethodInfluentialAn epidemiological approach to study fatigue in the working population: the Maastricht Cohort Study
Kant, I., Bültmann, U., Schröer, K. A. P., Beurskens, A. J. H. M., van Amelsvoort, L. G. P. M., & Swaen, G. M. H. (2003) · Occupational and Environmental Medicine · doi:10.1136/oem.60.suppl_1.i32 · Cited by 256 · see citing works
“27 28 The literature on long term health effects implicitly presumes a certain exposure time effect : the longer a stressor impacts on a person and/or the higher the exposure intensity, the higher the incidence of health effects.”
The impact of psychological distress on absence from work
Hardy, G. E., Woods, D., & Wall, T. D. (2003) · Journal of Applied Psychology · doi:10.1037/0021-9010.88.2.306 · Cited by 253 · see citing works
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“In the literature at least ® ve reasons are reported why stressor-strain correlations would not be higher than .30 (Koslowsky, 1998; Payne et al., 1999; Semmer et al., 1996; Zapf et al., 1996).”
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The Importance of Definitional and Temporal Issues in the Study of Resilience
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Cause and effect: Optimizing the designs of longitudinal studies in occupational health psychology
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“Inspired by the seminal work of Zapf et al. (1996), De Lange et al. (2004) discussed a number of mechanisms that could account for reversed effects.”
MethodA longitudinal test of the job demands-resources model among Australian university academics
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“Generally speaking, shorter time frames are recommended (e.g. 1 or 2 years; de Lange et al., 2004; Zapf et al., 1996); however, researchers need to give careful consideration to the optimal time interval, given the focus and context of their research.”
BackgroundPersonal Resources and Work Engagement in the Face of Change
van den Heuvel, M., Demerouti, E., Bakker, A. B., & Schaufeli, W. B. (2010) · Wiley eBooks · doi:10.1002/9780470661550.ch7 · Cited by 240 · see citing works
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“These results show the importance of analysing reversed causal effects in longitudinal studies when this is theoretically justified, as underlined by Zapf et al. (1996).”
BackgroundInfluentialThe Thin Line Between Empowering and Laissez-Faire Leadership: An Expectancy-Match Perspective
Wong, S. I., & Giessner, S. R. (2015) · Journal of Management · doi:10.1177/0149206315574597 · Cited by 232 · see citing works
“Moreover, the two-wave panel design employed in the present study can examine only normal relationships with a single direction (i.e., X → Y), such as the hypothesized model of this study, but not reverse or reciprocal relationships (e.g., X → Y → X; Zapf et al., 1996).”
MethodIndividual difference predictors of change in career adaptability over time
Zacher, H. (2014) · Journal of Vocational Behavior · doi:10.1016/j.jvb.2014.01.001 · Cited by 220 · see citing works
Hulsheger, U. R., Lang, J. W. B., & Maier, G. W. (2010) · Journal of Occupational Health Psychology · doi:10.1037/a0021003 · Cited by 221 · see citing works
Bond, F. W., & Flaxman, P. E. (2006) · Journal of Organizational Behavior Management · doi:10.1300/j075v26n01_05 · Cited by 221 · see citing works
Nielsen, M. B., & Knardahl, S. (2014) · Scandinavian Journal of Psychology · doi:10.1111/sjop.12103 · Cited by 220 · see citing works
Different mechanisms to explain the reversed effects of mental health on work characteristics
de Lange, A., Taris, T. W., Kompier, M. A. J., Houtman, I. L. D., & Bongers, P. M. (2005) · Scandinavian Journal of Work Environment & Health · doi:10.5271/sjweh.843 · Cited by 218 · see citing works
“Zapf et al (9) labeled the negative re-interpretation effect for unhealthy workers as the “true strain–stressor process”, whereas Spector et al (25) spoke of the “stressor creation hypothesis” (in the context of negative affectivity).”
BackgroundInfluentialMindfulness as a personal resource to reduce work stress in the job demands‐resources model
Grover, S. L., Teo, S., Pick, D., & Roche, M. (2016) · Stress and Health · doi:10.1002/smi.2726 · Cited by 226 · see citing works
The Body and the Brain: Measuring Skin Conductance Responses to Understand the Emotional Experience
Christopoulos, G. I., Uy, M. A., & Yap, W. (2019) · Organizational Research Methods · doi:10.1177/1094428116681073 · Cited by 204 · see citing works
The consequences of job crafting: a three-wave study
Vogt, K., Hakanen, J., Brauchli, R., Jenny, G. J., & Bauer, G. F. (2015) · European Journal of Work and Organizational Psychology · doi:10.1080/1359432x.2015.1072170 · Cited by 216 · see citing works
Grzywacz, J. G., Carlson, D. S., & Shulkin, S. (2008) · Community Work & Family · doi:10.1080/13668800802024652 · Cited by 213 · see citing works
“Nonetheless, even small effects are meaningful given the multifactorial etiology of stress and burnout (Zapf, Dormann, & Frese, 1996 ), and even small effects can have meaningful implications for large employers or government policies for whom reductions in stress and burnout may a ffect sizeable numbers of workers.”
BackgroundAssociations between overtime and psychological health in high and low reward jobs
Van Der Hulst, M., & Geurts, S. (2001) · Work & Stress · doi:10.1080/026783701110.1080/02678370110066580 · Cited by 213 · see citing works
“Longitudinal designs or quasiexperimental studies such as the one by Rissler (1977) reported in Section 1 (see also Frese, and Zapf, 1988; Zapf, Dormann, and Frese, 1996) are necessary in order to shed light on the direction of causation with respect to the relationships found in this study.”
BackgroundHoukes, I., Winants, Y., Twellaar, M., & Verdonk, P. (2011) · BMC Public Health · doi:10.1186/1471-2458-11-240 · Cited by 212 · see citing works
“Nevertheless, a misfit between the time lag used in the study and the actual causal lag, results in an underestimation of the true causal effects [ 32 ].”
BackgroundMethodInfluentialInformation and communication technology: Implications for job stress and employee well-being
Day, A., Scott, N., & Kevin Kelloway, E. (2010) · Research in Occupational Stress and Well-being · doi:10.1108/s1479-3555(2010)0000008011 · Cited by 218 · see citing works
JONGE, J. D., Mulder, M. J. G. P., & Nijhuis, F. J. N. (1999) · Social Science & Medicine · doi:10.1016/s0277-9536(98)00429-8 · Cited by 212 · see citing works
Dicke, T., Parker, P. D., Holzberger, D., Kunina-Habenicht, O., Kunter, M., & Leutner, D. (2015) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2014.11.003 · Cited by 208 · see citing works
Psychological capital as a personal resource in the JD-R model
Grover, S. L., Teo, S., Pick, D., Roche, M., & Newton, C. J. (2018) · Personnel Review · doi:10.1108/pr-08-2016-0213 · Cited by 207 · see citing works
A review on health and well‐being at work: More than stressors and strains
Sonnentag, S., Tay, L., & Nesher Shoshan, H. (2023) · Personnel Psychology · doi:10.1111/peps.12572 · Cited by 212 · see citing works
Airila, A., Hakanen, J., Schaufeli, W. B., Luukkonen, R. A., Punakallio, A., & Lusa, S. (2014) · Work & Stress · doi:10.1080/02678373.2013.872208 · Cited by 208 · see citing works
den Brande, W. V., Baillien, E., Witte, H. D., Elst, T. V., & Godderis, L. (2016) · Aggression and Violent Behavior · doi:10.1016/j.avb.2016.06.004 · Cited by 205 · see citing works
Individual Differences, Work Stress and Health
Semmer, N. K., & Meier, L. L. (2009) · doi:10.1002/9780470682357.ch6 · Cited by 201 · see citing works
- 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 › Health Professions › General Health Professions › 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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