Turbulence in Nursing—A Conceptual and Contextual Exploration
Abstract
1. Introduction
2. Methods
2.1. Setting
2.2. Concept Analysis
2.2.1. Developing a Consensus Group
2.2.2. Selecting the Concept to Be Analysed
2.2.3. Refining the Concept Clarification Approach
2.2.4. Clarifying and Revision of the Individual Concepts
2.2.5. Developing and Re-Examining the Validation Matrices
2.2.6. Developing a Conceptual and Contextual Model
2.2.7. Submitting the Results to the Experts for Criticism
3. Results
3.1. Description of Turbulence-Related Factors
3.1.1. Competences
3.1.2. Continuity
3.1.3. Cooperation
3.1.4. Leadership
3.1.5. Resources
3.1.6. Routines
3.1.7. Technology
3.1.8. Workload
3.1.9. Definition
Turbulence is a process or a state that may arise when disruptive deviations in the workflow of nursing care occur and interact within the frameworks of one or more of the following eight principal factors in the clinical environment: competences, continuity, cooperation, leadership, resources, routines, technology and workload.
4. Discussion
Strengths and Limitations
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Public Involvement Statement
Guidelines and Standards Statement
Use of Artificial Intelligence
Acknowledgments
Conflicts of Interest
Abbreviations
| CVI | Content validity index |
| SCA | Simultaneous concept analysis |
References
- OECD/European Commission. Health at a Glance: Europe 2024: State of Health in the EU Cycle; OECD Publishing: Paris, France, 2024; Available online: https://www.oecd.org/content/dam/oecd/en/publications/reports/2024/11/health-at-a-glance-europe-2024_bb301b77/b3704e14-en.pdf (accessed on 15 April 2025).
- World Health Organization. World Health Statistics 2024: Monitoring Health for the SDGs, Sustainable Development Goals; World Health Organization: Geneva, Switzerland, 2024; Available online: https://iris.who.int/server/api/core/bitstreams/74b12494-f213-4b5b-9533-18442147e1fb/content (accessed on 15 April 2025).
- Frenk, J.; Chen, L.C.; Chandran, L.; Groff, E.O.; King, R.; Meleis, A.; Fineberg, H.V. Challenges and opportunities for educating health professionals after the COVID-19 pandemic. Lancet 2022, 400, 1539–1556. [Google Scholar] [CrossRef] [PubMed]
- Maki, O.; Alshaikhli, M.; Gunduz, M.; Naji, K.K.; Abdulwahed, M. Development of digitalization road map for healthcare facility management. IEEE Access 2022, 10, 14450–14462. [Google Scholar] [CrossRef]
- World Health Organization. European Health Report 2024: Keeping Health High on the Agenda; WHO Regional Office for Europe: Copenhagen, Denmark, 2025; Available online: https://www.who.int/europe/publications/i/item/WHO-EURO-2025-10668-50440-76183 (accessed on 15 April 2025).
- Squires, A.; Jylhä, V.; Jun, J.; Ensio, A.; Kinnunen, J. A scoping review of nursing workforce planning and forecasting research. J. Nurs. Manag. 2017, 25, 587–596. [Google Scholar] [CrossRef]
- Jennings, B.M.; Baernholdt, M.; Hopkinson, S.G. Exploring the turbulent nature of nurses’ workflow. Nurs. Outlook 2022, 70, 440–450. [Google Scholar] [CrossRef]
- Azemi, S.; Dianat, I.; Abdollahzade, F.; Bazazan, A.; Afshari, D. Work-related stress, self-efficacy and mental health of hospital nurses. Work 2022, 72, 1007–1014. [Google Scholar] [CrossRef]
- Lee, E.K.; Kim, J.S. Nursing stress factors affecting turnover intention among hospital nurses. Int. J. Nurs. Pract. 2020, 26, e12819. [Google Scholar] [CrossRef] [PubMed]
- Rudman, A.; Gustavsson, P.; Hultell, D. A prospective study of nurses’ intentions to leave the profession during their first five years of practice in Sweden. Int. J. Nurs. Stud. 2014, 51, 612–624. [Google Scholar] [CrossRef]
- Swedish Nurses Association. Competency description for registered nurses. In Swedish: Kompetensbeskrivning för Legitimerad Sjuksköterska; Swedish Nurses Association: Stockholm, Sweden, 2024; Available online: https://swenurse.se/download/18.63d77b1e18bf5c2bfaa40841/1701244747726/Kompetensbeskrivning%20legitimerad%20sjuksko%CC%88terska%202024.pdf (accessed on 1 May 2025).
- Jennings, B.M. Turbulence. In Patient Safety and Quality: An Evidence-Based Handbook for Nurses; Hughes, R.G., Ed.; Agency for Healthcare Research and Quality (US): Rockville, MD, USA, 2008. [Google Scholar]
- Braithwaite, J. Changing how we think about healthcare improvement. BMJ 2018, 361, k2014. [Google Scholar] [CrossRef]
- Knutsen Glette, M.; Ludlow, K.; Wiig, S.; Bates, D.W.; Austin, E.E. Resilience perspective on healthcare professionals’ adaptations to changes and challenges resulting from the COVID-19 pandemic: A meta-synthesis. BMJ Open 2023, 13, e071828. [Google Scholar] [CrossRef] [PubMed]
- Braithwaite, J.; Churruca, K.; Long, J.C.; Ellis, L.A.; Herkes, J. When complexity science meets implementation science: A theoretical and empirical analysis of systems change. BMC Med. 2018, 16, 63. [Google Scholar] [CrossRef]
- Cooper, A.L.; Brown, J.A.; Rees, C.S.; Leslie, G.D. Nurse resilience: A concept analysis. Int. J. Ment. Health Nurs. 2020, 29, 553–575. [Google Scholar] [CrossRef]
- Thomson, W. On the propagation of laminar motion through a turbulently moving inviscid liquid. Philos. Mag. Ser. 1 1887, 24, 342–353. [Google Scholar] [CrossRef]
- Colagrossi, A.; Marrone, S.; Colagrossi, P.; Le Touzé, D. Da Vinci’s observation of turbulence: A French-Italian study aiming at numerically reproducing the physics behind one of his drawings, 500 years later. Phys. Fluids 2021, 33, 115122. [Google Scholar] [CrossRef]
- Marusic, I.; Broomhall, S. Leonardo da Vinci and fluid mechanics. Annu. Rev. Fluid Mech. 2021, 53, 1–25. [Google Scholar] [CrossRef]
- Davidson, P.A.; Kaneda, Y.; Moffatt, K.; Sreenivasan, K.R. A Voyage Through Turbulence; Cambridge University Press: Cambridge, UK, 2011. [Google Scholar]
- Bosco, C.L. The Relationship Between Environmental Turbulence, Workforce Agility and Patient Outcomes. Ph.D. Thesis, The University of Arizona, Tucson, AZ, USA, 2007. [Google Scholar]
- Lee, D.R.; Stull, R.B.; Irvine, W.S. Clear Air Turbulence Forecasting Techniques; US Air Force: Air Weather Service (MAC) & Air Force Global Weather Central: Offutt Air Force Base, NE, USA, 1979. [Google Scholar]
- Sharman, R.; Tebaldi, C.; Wiener, G.; Wolff, J. An integrated approach to mid-and upper-level turbulence forecasting. Weather Forecast. 2006, 21, 268–287. [Google Scholar] [CrossRef]
- Salyer, J. Environmental turbulence: Impact on nurse performance. J. Nurs. Adm. 1995, 25, 12–20. [Google Scholar] [CrossRef]
- Tillman, H.J.; Salyer, J.; Corley, M.C.; Mark, B.A. Environmental turbulence: Staff nurse perspectives. J. Nurs. Adm. 1997, 27, 15–22. [Google Scholar] [CrossRef] [PubMed]
- Debono, D.S.; Greenfield, D.; Travaglia, J.F.; Long, J.C.; Black, D.; Johnson, J.; Braithwaite, J. Nurses’ workarounds in acute healthcare settings: A scoping review. BMC Health Serv. Res. 2013, 13, 175. [Google Scholar] [CrossRef]
- Hawkins, S.F.; Morse, J.M. Untenable expectations: Nurses’ work in the context of medication administration, error, and the organization. Glob. Qual. Nurs. Res. 2022, 9, 23333936221131779. [Google Scholar] [CrossRef]
- Myny, D.; Van Hecke, A.; De Bacquer, D.; Verhaeghe, S.; Gobert, M.; Defloor, T.; Van Goubergen, D. Determining a set of measurable and relevant factors affecting nursing workload in the acute care hospital setting: A cross-sectional study. Int. J. Nurs. Stud. 2012, 49, 427–436. [Google Scholar] [CrossRef] [PubMed]
- Weigl, M.; Catchpole, K.; Wehler, M.; Schneider, A. Workflow disruptions and provider situation awareness in acute care: An observational study with emergency department physicians and nurses. Appl. Ergon. 2020, 88, 103155. [Google Scholar] [CrossRef]
- Browne, J.; Braden, C.J. Nursing turbulence in critical care: Relationships with nursing workload and patient safety. Am. J. Crit. Care 2020, 29, 182–191. [Google Scholar] [CrossRef]
- Morris, R.; MacNeela, P.; Scott, A.; Treacy, P.; Hyde, A. Reconsidering the conceptualization of nursing workload: Literature review. J. Adv. Nurs. 2007, 57, 463–471. [Google Scholar] [CrossRef] [PubMed]
- Phillips, C. Relationships between workload perception, burnout, and intent to leave among medical–surgical nurses. Int. J. Evid.-Based Healthc. 2020, 18, 265–273. [Google Scholar] [CrossRef]
- Reguera-Carrasco, C.; Barrientos-Trigo, S. Instruments to measure complexity of care based on nursing workload in intensive care units: A systematic review. Intensive Crit. Care Nurs. 2024, 84, 103672. [Google Scholar] [CrossRef] [PubMed]
- Shan, Y.; Shang, J.; Yan, Y.; Ye, X. Workflow interruption and nurses’ mental workload in electronic health record tasks: An observational study. BMC Nurs. 2023, 22, 63. [Google Scholar] [CrossRef]
- Jennings, B.M.; Sandelowski, M.; Higgins, M.K. Turning over patient turnover: An ethnographic study of admissions, discharges, and transfers. Res. Nurs. Health 2013, 36, 554–566. [Google Scholar] [CrossRef]
- Janlöv, N.; Blume, S.; Glenngård, A.H.; Hanspers, K.; Anell, A.; Merkur, S. Sweden: Health system review. Health Syst. Transit. 2023, 25, 1–236. [Google Scholar]
- Ludvigsson, J.F.; Bergman, D.; Lundgren, C.I.; Sundquist, K.; Geijerstam, J.L.; Glenngård, A.H.; Lindh, M.; Sundström, J.; Kaarme, J.; Yao, J. The healthcare system in Sweden. Eur. J. Epidemiol. 2025, 40, 563–579. [Google Scholar] [CrossRef]
- The Swedish Healthcare Act (2017:30). Hälso- Och Sjukvårdslag; Ministry of Social Affairs: Stockholm, Sweden, 2017; Available online: https://www.riksdagen.se/sv/dokument-och-lagar/dokument/svensk-forfattningssamling/halso-och-sjukvardslag-201730_sfs-2017-30/ (accessed on 1 May 2025). (In Swedish)
- National Board of Health and Welfare. Statistical Database for Healthcare Personnel [Statistikdatabas för Hälso- och Sjukvårdspersonal]. 2025. Available online: https://sdb.socialstyrelsen.se/if_per/val.aspx (accessed on 15 May 2025). (In Swedish)
- The Higher Education Ordinance (1993:100). [Högskoleförordning]. Available online: https://www.riksdagen.se/sv/dokument-och-lagar/dokument/svensk-forfattningssamling/hogskoleforordning-1993100_sfs-1993-100/#K61993 (accessed on 15 May 2025). (In Swedish)
- Gunawan, J.; Aungsuroch, Y.; Marzilli, C. Beyond the classics: A comprehensive look at concept analysis methods in nursing education and research. Belitung Nurs. J. 2023, 9, 406. [Google Scholar] [CrossRef] [PubMed]
- Eriksson, K. Concept determination as part of the development of knowledge in caring science. Scand. J. Caring Sci. 2010, 24, 2–11. [Google Scholar] [CrossRef]
- Haase, J.E.; Britt, T.; Coward, D.D.; Leidy, N.K.; Penn, P.E. Simultaneous concept analysis of spiritual perspective, hope, acceptance and self-transcendence. Image J. Nurs. Sch. 1992, 24, 141–147. [Google Scholar] [CrossRef]
- Haase, J.E.; Leidy, N.K.; Coward, D.D.; Britt, T.; Penn, P.E. Simultaneous concept analysis: A strategy for developing multiple interrelated concepts. In Concept Development in Nursing: Foundations, Techniques, and Applications; Rodgers, B.L., Knafl, K.A., Eds.; Saunders Company: Collingwood, Australia, 2000. [Google Scholar]
- Rodgers, B.L.; Knafl, K.A. Concept Development in Nursing: Foundations, Techniques, and Applications; Saunders Company: Collingwood, Australia, 2000. [Google Scholar]
- Johansson, I.; Hildingh, C.; Wenneberg, S.; Fridlund, B.; Ahlström, G. Theoretical model of coping among relatives of patients in intensive care units: A simultaneous concept analysis. J. Adv. Nurs. 2006, 56, 463–471. [Google Scholar] [CrossRef] [PubMed]
- Polit, D.F.; Beck, C.T. The content validity index: Are you sure you know what’s being reported? Critique and recommendations. Res. Nurs. Health 2006, 29, 489–497. [Google Scholar] [CrossRef] [PubMed]
- Yusoff, M.S.B. ABC of content validation and content validity index calculation. Educ. Med. J. 2019, 11, 49–54. [Google Scholar] [CrossRef]
- Bailer-Jones, D.M. Scientific Models in Philosophy of Science; University of Pittsburgh Press: Pittsburgh, PA, USA, 2009. [Google Scholar]
- Hjörleifsdóttir, E.; Sigurðardóttir, Þ.; Óskarsson, G.K.; Halapi, E.C. Stress, burnout and coping among nurses working on acute medical wards and in the community: A quantitative study. Scand. J. Caring Sci. 2024, 38, 636–647. [Google Scholar] [CrossRef]
- Salvagioni, D.A.J.; Melanda, F.N.; Mesas, A.E.; González, A.D.; Gabani, F.L.; Andrade, S.M. Physical, psychological and occupational consequences of job burnout: A systematic review of prospective studies. PLoS ONE 2017, 12, e0185781. [Google Scholar] [CrossRef]
- Eriksson, A.; Vulkan, P.; Dellve, L. A Case Study of Critical Reasons Behind Hospital Nurses Turnover Due to Challenges Across System Levels. J. Multidiscip. Healthc. 2022, 15, 1213–1224. [Google Scholar] [CrossRef]
- Brown, R.; Wey, H.; Foland, K. The Relationship Among Change Fatigue, Resilience, and Job Satisfaction of Hospital Staff Nurses. J. Nurs. Scholarsh. 2018, 50, 306–313. [Google Scholar] [CrossRef]
- Alghamdi, M.G. Nursing workload: A concept analysis. J. Nurs. Manag. 2016, 24, 449–457. [Google Scholar] [CrossRef]
- Flo, J.; Landmark, B.; Tønnessen, S.; Fagerström, L. Patient classification systems used to classify nursing intensity and assess nursing staffing resources in home health care: A scoping review. Int. J. Nurs. Stud. 2019, 99, 103361. [Google Scholar] [CrossRef] [PubMed]
- Griffiths, P.; Saville, C.; Ball, J.; Jones, J.; Pattison, N.; Monks, T. Nursing workload, nurse staffing methodologies and tools: A systematic scoping review and discussion. Int. J. Nurs. Stud. 2020, 103, 103487. [Google Scholar] [CrossRef]
- O’Brien-Pallas, L.; Irvine, D.; Peereboom, E.; Murray, M. Measuring nursing workload: Understanding the variability. Nurs. Econ. 1997, 15, 171–182. [Google Scholar]
- Almenyan, A.A.; Albuduh, A.; Al-Abbas, F. Effect of nursing workload in intensive care units. Cureus 2021, 13, e12674. [Google Scholar] [CrossRef]
- Duffield, C.; Diers, D.; O’Brien-Pallas, L.; Aisbett, C.; Roche, M.; King, M.; Aisbett, K. Nursing staffing, nursing workload, the work environment and patient outcomes. Appl. Nurs. Res. 2011, 24, 244–255. [Google Scholar] [CrossRef]
- Edwardson, S.R.; Giovannetti, P.B. Nursing workload measurement systems. Annu. Rev. Nurs. Res. 1994, 12, 95–123. [Google Scholar] [CrossRef]
- Oliveira, A.C.; Garcia, P.C.; Nogueira, L.S. Nursing workload and occurrence of adverse events in intensive care: A systematic review. Rev. Esc. Enferm. USP 2016, 50, 683–694. [Google Scholar] [CrossRef]
- Swedish Association of Local Authorities Regions (SALAR). Healthcare Report 2025: On the Status Development of Healthcare in the Regions [Hälso- och Sjukvårdsrapporten 2025: Om Läget och Utvecklingen i Regionernas Hälso- och Sjukvård]; SALAR: Stockholm, Sweden, 2025; Available online: https://extra.skr.se/download/18.61c1455019afccb5d351dbe9/1765550070865/Halso-och-sjukvardsrapport-2025-SKR-ny.pdf (accessed on 15 October 2025). (In Swedish)
- Patient Safety Act (2010:659). Patientsäkerhetslag; Ministry of Social Affairs: Stockholm, Sweden, 2010; Available online: https://www.riksdagen.se/sv/dokument-och-lagar/dokument/svensk-forfattningssamling/patientsakerhetslag-2010659_sfs-2010-659/ (accessed on 15 October 2025). (In Swedish)
- Aiken, L.H.; Sermeus, W.; McKee, M.; Lasater, K.B.; Sloane, D.; A Pogue, C.; Kohnen, D.; Dello, S.; Maier, C.B.B.; Drennan, J.; et al. Physician and nurse well-being, patient safety and recommendations for interventions: Cross-sectional survey in hospitals in six European countries. BMJ Open 2024, 14, e079931. [Google Scholar] [CrossRef]
- Spear, S.J. Chasing the Rabbit: How Market Leaders Outdistance the Competition and How Great Companies Can Catch Up and Win; Mcgraw-Hill: Collumbus, OH, USA, 2009. [Google Scholar]
- Al-Ghraiybah, T.; Lago, L.; Fernandez, R.; Sim, J. Effects of the nursing practice environment, nurse staffing, patient surveillance and escalation of care on patient mortality: A multi-source quantitative study. Int. J. Nurs. Stud. 2024, 156, 104777. [Google Scholar] [CrossRef] [PubMed]
- Khajoei, R.; Balvardi, M.; Eghbali, T.; Yousefi, M.S.; Forouzi, M.A. Missed nursing care and related factors: A cross-sectional study. BMC Nurs. 2025, 24, 375. [Google Scholar] [CrossRef] [PubMed]
- Malinowska-Lipień, I.; Put, D.; Maluchnik, M.; Gabryś, T.; Kózka, M.; Gajda, K.; Gniadek, A.; Brzostek, T.; Squires, A. Influence of the work environment of nurses on the 30-day mortality of patients hospitalized in Polish hospitals. cross-sectional studies. BMC Nurs. 2024, 23, 117. [Google Scholar] [CrossRef] [PubMed]
- Chegini, Z.; Asghari Jafarabadi, M.; Kakemam, E. Occupational stress, quality of working life and turnover intention amongst nurses. Nurs. Crit. Care 2019, 24, 283–289. [Google Scholar] [CrossRef] [PubMed]
- Selberg, R.; Mulinari, P. Exit spirals in hospital clinics: Conceptualizing turnover contagion among nursing staff. Scand. J. Public Adm. 2022, 26, 87–107. [Google Scholar] [CrossRef]
- Sermeus, W.; Aiken, L.H.; Ball, J.; Bridges, J.; Bruyneel, L.; Busse, R.; De Witte, H.; Dello, S.; Drennan, J.; E Eriksson, L.; et al. A workplace organisational intervention to improve hospital nurses’ and physicians’ mental health: Study protocol for the Magnet4Europe wait list cluster randomised controlled trial. BMJ Open 2022, 12, e059159. [Google Scholar] [CrossRef]
- Walker, K.; Middleton, S.; Rolley, J.; Duff, J. Nurses report a healthy culture: Results of the Practice Environment Scale (Australia) in an Australian hospital seeking Magnet recognition. Int. J. Nurs. Pract. 2010, 16, 616–623. [Google Scholar] [CrossRef]
- Lincoln, Y.S.; Guba, E.G. Naturalistic Inquiry; Sage: Thousand Oaks, CA, USA, 1985. [Google Scholar]
- World Medical Association. World Medical Association Declaration of Helsinki: Ethical principles for medical research involving human participants. JAMA 2025, 333, 71–74. [Google Scholar] [CrossRef]
- Ethical Review Act (SFS 2003:460). Lag om Etikprövning av Forskning som Avser Människor; Ministry of Social Affairs: Stockholm, Sweden, 2003; Available online: https://www.riksdagen.se/sv/dokument-och-lagar/dokument/svensk-forfattningssamling/lag-2003460-om-etikprovning-av-forskning-som_sfs-2003-460/ (accessed on 15 November 2025). (In Swedish)

| Items | Experts in Agreement, n | I-CVI |
|---|---|---|
| Competence | 12 | 0.92 |
| Continuity | 13 | 1.00 |
| Cooperation | 13 | 1.00 |
| Leadership | 13 | 1.00 |
| Resources | 12 | 0.92 |
| Routines | 12 | 0.92 |
| Technology | 10 | 0.77 |
| Workload | 13 | 1.00 |
| S-CVI | 0.94 |
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Åvik Persson, H.; Palm, A.; Samuelson, K. Turbulence in Nursing—A Conceptual and Contextual Exploration. Nurs. Rep. 2026, 16, 119. https://doi.org/10.3390/nursrep16040119
Åvik Persson H, Palm A, Samuelson K. Turbulence in Nursing—A Conceptual and Contextual Exploration. Nursing Reports. 2026; 16(4):119. https://doi.org/10.3390/nursrep16040119
Chicago/Turabian StyleÅvik Persson, Helene, Anders Palm, and Karin Samuelson. 2026. "Turbulence in Nursing—A Conceptual and Contextual Exploration" Nursing Reports 16, no. 4: 119. https://doi.org/10.3390/nursrep16040119
APA StyleÅvik Persson, H., Palm, A., & Samuelson, K. (2026). Turbulence in Nursing—A Conceptual and Contextual Exploration. Nursing Reports, 16(4), 119. https://doi.org/10.3390/nursrep16040119

