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Stress and stress management in clinical psychology: Findings from a systematic review
Abstract
Background: Occupational stress is a major problem for individuals and organizations. Stress can cause burnout, ill-health, high workforce turnover, absenteeism, lowered morale and reduced efficiency and performance.Aims: To identify factors that contribute to stress, burnout and job satisfaction for qualified UK clinical psychologists; to identify the various coping strategies that are employed; to identify stress management interventions that have been used by members of the clinical psychology profession in the UK.Method: Systematic review, focusing on stressors, moderators and stress outcomes and on stress management interventions.Results: Seven studies were included in the review. Just one reported an evaluation of a stress management intervention. Reported sources of stress for clinical psychologists included client characteristics, excessive workloads, professional self-doubt and poor management. Coping strategies included talking with colleagues, and other “active” approaches to personal stress management. Up to 40% of UK clinical psychologists participating in studies were found to be experiencing “caseness” levels of distress.Conclusions: Mental health work is stress-provoking. However, organizational and professional factors may militate against psychologists seeking and receiving support at work.Declaration of interest: This study was undertaken with the support of the Wales Office of Research and Development for Health and Social Care.
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“up to 40% of clinical psychologists report 'caseness' levels of distress (Hannigan, Edwards and Burnard, 2004).”
From Pilot study of mindfulness-based cognitive therapy for trainee clinical psychologists (2011) · cites this paper as Hannigan, Edwards and Burnard, 2004
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Cites
Harlow, L. L., Newcomb, M. D., & Bentler, P. M. (1986) · Journal of Clinical Psychology · doi:10.1002/1097-4679(198601)42:1 · Cited by 544
A systematic review of stress and stress management interventions for mental health nurses
Edwards, D. J., & Burnard, P. (2003) · Journal of Advanced Nursing · doi:10.1046/j.1365-2648.2003.02600.x · Cited by 390
Self-citationBurnout among licensed psychologists.
Ackerley, G. D., Burnell, J., Holder, D. C., & Kurdek, L. A. (1988) · Professional Psychology Research and Practice · doi:10.1037/0735-7028.19.6.624 · Cited by 249
Development of a stress scale for mental health professionals
Cushway, D., Tyler, P. A., & Nolan, P. W. (1996) · British Journal of Clinical Psychology · doi:10.1111/j.2044-8260.1996.tb01182.x · Cited by 133
Harris, P. E. (1989) · Work & Stress · doi:10.1080/02678378908256952 · Cited by 130
Stress in Clinical Psychologists
Cushway, D., & Tyler, P. A. (1996) · International Journal of Social Psychiatry · doi:10.1177/002076409604200208 · Cited by 111
Distress and professional impairment among psychologists in clinical practice.
Sherman, M. D., & Thelen, M. H. (1998) · Professional Psychology Research and Practice · doi:10.1037/0735-7028.29.1.79 · Cited by 111
The International Journal of Social Psychiatry
Slade, M. (1996) · International Journal of Social Psychiatry · doi:10.1177/002076409604200101 · Cited by 103
Hunt, W. A. (1956) · Charles C Thomas Publisher eBooks · doi:10.1037/11153-000 · Cited by 83
Stress and coping in clinical psychologists
Cushway, D., & Tyler, P. A. (1994) · Stress Medicine · doi:10.1002/smi.2460100107 · Cited by 77
Research works printed but not linked: 1
- Farber B. A, 1985, Clinical Psychologist, 38, 10
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Kunzler, A. M., Helmreich, I., Chmitorz, A., König, J., Binder, H., Wessa, M., & Lieb, K. (2020) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd012527.pub2 · Cited by 390
Resilience in the health professions: A review of recent literature
McCann, C., Beddoe, E., McCormick, K., Huggard, P., Kedge, S., Adamson, C. E., & Huggard, J. (2013) · International Journal of Wellbeing · doi:10.5502/ijw.v3i1.4 · Cited by 305
Finlay‐jones, A. L., Rees, C. S., & Kane, R. T. (2015) · PLoS ONE · doi:10.1371/journal.pone.0133481 · Cited by 368
Boellinghaus, I., Jones, F. W., & Hutton, J. (2014) · Mindfulness · doi:10.1007/s12671-012-0158-6 · Cited by 250
The Prevalence and Cause(s) of Burnout Among Applied Psychologists: A Systematic Review
McCormack, H. M., Macintyre, T. E., O’Shea, D. E., Herring, M. P., & Campbell, M. J. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.01897 · Cited by 313
Simionato, G., & Simpson, S. (2018) · Journal of Clinical Psychology · doi:10.1002/jclp.22615 · Cited by 189
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Pilot study of mindfulness-based cognitive therapy for trainee clinical psychologists
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Stress in Clinical Psychology Trainees: Current Research Status and Future Directions
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Carlson, J. R., & Thomas, G. (2006) · Journal of Offender Rehabilitation · doi:10.1300/j076v43n03_02 · Cited by 88
Burnout as an ethical issue in psychotherapy.
Simionato, G., Simpson, S., & Reid, C. L. (2019) · Psychotherapy · doi:10.1037/pst0000261 · Cited by 88
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Hoy, A. V., & Rzeszutek, M. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.928191 · Cited by 90
Increasing severity of psychopathology at counseling centers: A new look.
Kettmann, J. D. J., Schoen, E. G., Moel, J. E., Cochran, S. V., Greenberg, S. T., & Corkery, J. M. (2007) · Professional Psychology Research and Practice · doi:10.1037/0735-7028.38.5.523 · Cited by 42
Bell, C., Roberts, G., Millear, P. M. R., Allen, A., Wood, A. P., Kannis‐Dymand, L., Jona, C. M. H., & Mason, J. (2023) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2909 · Cited by 55
Quartiroli, A., Etzel, E. F., Knight, S. M., & Zakrajsek, R. A. (2018) · Journal of Applied Sport Psychology · doi:10.1080/10413200.2018.1460420 · Cited by 39
Burnout and depression in Australian psychologists: The moderating role of self-compassion
McCade, D., Frewen, A., & Fassnacht, D. (2021) · Australian Psychologist · doi:10.1080/00050067.2021.1890979 · Cited by 34
Johnson, J., Corker, C., & O'Connor, D. B. (2020) · Clinical Psychologist · doi:10.1111/cp.12206 · Cited by 41
Therapist Feelings of Incompetence and Suboptimal Processes in Psychotherapy
Thériault, A., & Gazzola, N. (2010) · Journal of Contemporary Psychotherapy · doi:10.1007/s10879-010-9147-z · Cited by 51
Stressors and burnout: The role of employee assistance programs and self-efficacy
Yu, M.-C., Lin, C.-C., & Hsu, S.-Y. (2009) · Social Behavior and Personality An International Journal · doi:10.2224/sbp.2009.37.3.365 · Cited by 32
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Brillon, P., Philippe, F. L., Paradis, A., Geoffroy, M., Orri, M., & Ouellet‐Morin, I. (2021) · Journal of Clinical Psychology · doi:10.1002/jclp.23238 · Cited by 33
Sim, W., Zanardelli, G., Loughran, M. J., Mannarino, M. B., & Hill, C. E. (2016) · Counselling Psychology Quarterly · doi:10.1080/09515070.2015.1121135 · Cited by 47
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Lunney, M. (2006) · International Journal of Nursing Terminologies and Classifications · doi:10.1111/j.1744-618x.2006.00035.x · Cited by 21
Quinlan, E., Schilder, S., & Deane, F. P. (2021) · Australian Psychologist · doi:10.1080/00050067.2020.1829451 · Cited by 21
Skolzkov, A., & Efremova, E. (2023) · SAGE Open · doi:10.1177/21582440231166601 · Cited by 16
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Brillon, P., Dewar, M., Lapointe, V. A., Paradis, A., & Philippe, F. L. (2025) · PLOS mental health. · doi:10.1371/journal.pmen.0000187 · Cited by 10
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Hill, R., Ryan, P., Hardy, P., Anczewska, M., Kurek, A., Dawson, I., Laijarvi, H., Nielson, K., Nybourg, K., Rokku, I., et al. (2006) · The Journal of Mental Health Training Education and Practice · doi:10.1108/17556228200600003 · Cited by 8
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Rilveria, J. R. C. (2026) · Counselling and Psychotherapy Research · doi:10.1002/capr.70131 · Cited by 1
Véron, L., & Saïas, T. (2013) · Pratiques Psychologiques · doi:10.1016/j.prps.2013.09.002 · Cited by 1
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Lanham, M. E. (2011) · OhioLink ETD Center (Ohio Library and Information Network) · Cited by 1
Robinson-Dooley, V., Sterling, E. W., Collard, C. S., Williams, J. W., & Collette, T. (2024) · Social Work in Public Health · doi:10.1080/19371918.2024.2387021 · Cited by 1
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Keary, E., & Byrne, M. (2013) · Cited by 1
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Akacan, B. (2017) · Eurasia Journal of Mathematics Science and Technology Education · doi:10.12973/ejmste/78528 · Cited by 1
Ateş, Ö. T. (2019) · Journal of Education and e-Learning Research · doi:10.20448/journal.509.2019.61.1.9 · Cited by 1
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Metadata
- Authors
- Hannigan, B., Edwards, D., & Burnard, P.
- Affiliations
- Cardiff University (GB)
- Corresponding author
- Hannigan, Ben
- Venue
- Journal of Mental Health
- Publisher
- Informa UK Limited
- Published
- 2004-06
- Volume
- 13
- Issue
- 3
- Pages
- 235-245
- ISSN
- 0963-8237 (ISSN-L)
- 1360-0567
- OpenAlex
- W2161391556
- Cited by
- 132
- References
- 31
- Citations by year
- 2026: 5 · 2025: 11 · 2024: 3 · 2023: 11 · 2022: 16 · 2021: 9 · 2020: 8 · 2019: 5 · 2018: 7 · 2017: 4 · 2016: 5 · 2015: 4 · 2014: 4 · 2013: 8 · 2012: 8
- FWCI
- 0.45
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Mental Health (publishedVersion)
- Topics
- Social Sciences › Psychology › Social Psychology › Stress and Burnout Research
- Health Sciences › Health Professions › General Health Professions › Healthcare professionals’ stress and burnout
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Occupational Health and Burnout
- Keywords
- occupational stress, clinical psychologists, burnout, job satisfaction, coping strategies, stress management interventions, workload, professional self-doubt, workplace support, mental health work
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