ArticleInternational journal of nursing studies2021
Beyond ratios - flexible and resilient nurse staffing options to deliver cost-effective hospital care and address staff shortages: A simulation and economic modelling study.
Article in International journal of nursing studies, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 46 papers, 1 of them a synthesis that pooled it.
What it found
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
46 citing papers in PubMed, 1 synthesis or guideline pooled it, 107 citations in OpenAlex.
- Patients and staff perspectives on hospital ward strain and its impacts on patient care and the workforce: a mixed-methods systematic review.International journal for quality in health care : journal of the International Society for Quality in Health Care · 2026Pooled it
- Evaluating the Resilience of ICU Nurse Staffing Standard Operating Procedures Under Demand Variability: A Discrete Event Simulation Study Using MIMIC-IV.Healthcare (Basel, Switzerland) · 2026Article
- Nurse staffing skill mix and acuity-adjusted provision ratios in Swedish neonatal care: A cohort benchmark study.International journal of nursing studies advances · 2026Article
- Nurse staffing models that rely on employment of temporary nurses: A realist review.International journal of nursing studies advances · 2026Review
- Nursing Workforce Characteristics and Their Impact on Intensive Care Unit Interprofessional Team Collaboration.Military medicine · 2026Article
- A Six-Month Observational Study of Nursing Workload in 14 Latvian Intensive Care Units Using the Nursing Activities Score.Healthcare (Basel, Switzerland) · 2026Article
- Unit managers between fluctuating demand and fixed staffing: a quantitative study in psychiatric nursing.Frontiers in health services · 2026Article
- The Sounds of Silence: Problematizing Voicelessness in Nursing Practice.Nursing inquiry · 2026Article
- Multifactorial Correlation Analysis of Nursing Unit Staffing Based on Gray Relation Analysis: A Cross-Sectional Study.Journal of nursing management · 2026Article
- Action Model for Unforeseen Inadequacy in Nurse Qualifications and Staffing: A Descriptive Study of the Experiences of Nurses and Nurse Managers.Journal of nursing management · 2026Article
- Injury prevention in fatigue-prone nursing environments: a comprehensive review of strategies centered on work design, human factors engineering, and safety culture.Frontiers in public health · 2026Review
- Nurse and caregiver skill mix, staffing levels, and staff allocation in long-term care facilities: A scoping review.Health SA = SA Gesondheid · 2026Article
- The moderating role of the case-mix index in the relationship between medical staff allocation and average cost per inpatient visit.Frontiers in public health · 2026Article
- Nursing Outside the Lines: Identity, Policy, and the Rise of Gig Economy Nursing.Journal of nursing management · 2026Article
- Seasonal and Regional Variations in Nursing Workload in French Intensive Care Units: A National Study Using the Nursing Activities Score.Journal of nursing management · 2026Article
- Temporary nurse deployments: a time-series analysis of shift scheduling dynamics and staffing level alignment.International journal of nursing studies advances · 2025Article
- Challenges in Planning the Hospital Nursing Workforce Under the Government-Led Response to COVID-19 in South Korea: A Descriptive, Qualitative Study.Journal of advanced nursing · 2025Article
- Psychosocial predictors of emotional eating among Thai nurses: a cross-sectional study.BMC nursing · 2025Article
- How patient safety culture influences nurses' responsibility: a structural equation modeling study.BMC nursing · 2025Article
- Barriers and facilitators to implementing staffing models in South African long-term care facilities: a qualitative study.BMC nursing · 2025Article
Corrections and comments
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Authors and funding
6 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundIn the face of pressure to contain costs and make best use of scarce nurses, flexible staff deployment (floating staff between units and temporary hires) guided by a patient classification system may appear an efficient approach to meeting variable demand for care in hospitals.
objectivesWe modelled the cost-effectiveness of different approaches to planning baseline numbers of nurses to roster on general medical/surgical units while using flexible staff to respond to fluctuating demand. DESIGN AND
settingWe developed an agent-based simulation, where hospital inpatient units move between being understaffed, adequately staffed or overstaffed as staff supply and demand (as measured by the Safer Nursing Care Tool patient classification system) varies. Staffing shortfalls are addressed by floating staff from overstaffed units or hiring temporary staff. We compared a standard staffing plan (baseline rosters set to match average demand) with a higher baseline 'resilient' plan set to match higher than average demand, and a low baseline 'flexible' plan. We varied assumptions about temporary staff availability and estimated the effect of unresolved low staffing on length of stay and death, calculating cost per life saved.
resultsStaffing plans with higher baseline rosters led to higher costs but improved outcomes. Cost savings from lower baseline staff mainly arose because shifts were left understaffed and much of the staff cost saving was offset by costs from longer patient stays. With limited temporary staff available, changing from low baseline flexible plan to the standard plan cost £13,117 per life saved and changing from the standard plan to the higher baseline 'resilient' plan cost £8,653 per life saved. Although adverse outcomes from low baseline staffing reduced when more temporary staff were available, higher baselines were even more cost-effective because the saving on staff costs also reduced. With unlimited temporary staff, changing from low baseline plan to the standard cost £4,520 per life saved and changing from the standard plan to the higher baseline cost £3,693 per life saved.
conclusionShift-by-shift measurement of patient demand can guide flexible staff deployment, but the baseline number of staff rostered must be sufficient. Higher baseline rosters are more resilient in the face of variation and appear cost-effective. Staffing plans that minimise the number of nurses rostered in advance are likely to harm patients because temporary staff may not be available at short notice. Such plans, which rely heavily on flexible deployments, do not represent an efficient or effective use of nurses. STUDY REGISTRATION: ISRCTN 12307968 Tweetable abstract: Economic simulation model of hospital units shows low baseline staff levels with high use of flexible staff are not cost-effective and don't solve nursing shortages.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.