Evidence map›Paper›PMID 33677251›Full record

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.

Peter Griffiths, Christina Saville, Jane E Ball, Jeremy Jones, Thomas Monks, Safer Nursing Care Tool study team

Open access · hybridAbstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
46citing papers in PubMed, 1 pooled it
18.4field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

46 citing papers in PubMed, 1 synthesis or guideline pooled it, 107 citations in OpenAlex.

  1. 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 · 2026
    Pooled it
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  4. Nurse staffing models that rely on employment of temporary nurses: A realist review.International journal of nursing studies advances · 2026
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors at 3 institutions in 1 country.

Peter GriffithsFaculty of Environmental and Life Sciences, University of Southampton, Southampton, UK; National Institute for Health Research Applied Research Collaboration (Wessex), Southampton, UK; Portsmouth Hospitals University NHS Trust, Portsmouth, UK. Electronic address: peter.griffiths@soton.ac.uk.
Christina SavilleFaculty of Environmental and Life Sciences, University of Southampton, Southampton, UK; National Institute for Health Research Applied Research Collaboration (Wessex), Southampton, UK.
Jane E BallFaculty of Environmental and Life Sciences, University of Southampton, Southampton, UK; National Institute for Health Research Applied Research Collaboration (Wessex), Southampton, UK.
Jeremy JonesFaculty of Environmental and Life Sciences, University of Southampton, Southampton, UK.
Thomas MonksUniversity of Exeter Medical School, Exeter, UK.
Safer Nursing Care Tool study team
National Institute for Health Research · GBUniversity of Exeter · GBUniversity of Southampton · GB

Funding

Department of Health 14/194/21
6 · The paper itself

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.

Indexed as

NursesNursing Staff, HospitalCost-Benefit AnalysisHospitalsHumansPersonnel Staffing and SchedulingWorkforceComputer simulationCosts and cost analysisCost savingsHealth care economics and organizationsHospitalHospital information systemsNursing administration researchNursing staffOperations researchPatient classification systemsPatient safetyPersonnel staffing and schedulingQuality of health careSafer Nursing Care ToolWorkload

Identifiers

PMID33677251
PMCPMC8220646
OpenAlexW3132375897

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.