Evidence map›Paper›PMID 40873428›Full record

ArticleThe Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association2025

Skill mix versus flexibility: Decoding nurse staffing impacts on critical access hospitals.

Dinesh R Pai, Esmaeil Bahalkeh

Abstract read
In one paragraph

Article in The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

1 citing paper in PubMed.

  1. Skill mix versus flexibility: Decoding nurse staffing impacts on critical access hospitals.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2025
    Article
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

2 authors.

Dinesh R PaiSchool of Business Administration, Penn State Harrisburg, Middletown, Pennsylvania, USA.ORCID https://orcid.org/0000-0002-5202-5985
Esmaeil BahalkehHealth Management and Policy Department, College of Health and Human Services, University of New Hampshire, Durham, New Hampshire, USA.ORCID https://orcid.org/0000-0003-0288-0606

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveThis study examines the effect of nurse staffing (skill mix and flexibility) on the financial sustainability, efficiency, and quality of care in Pennsylvania's critical access hospitals (CAHs) from 2000 to 2023.

methodsThis retrospective longitudinal study utilized unbalanced panel data from Pennsylvania's CAHs (n = 357 hospital-year observations). We employed 2-way fixed effects regression models to analyze the relationship between nurse staffing variables (skill mix and flexibility) and hospital performance outcomes (total margin, cost per adjusted discharge [CPAD], cost per adjusted patient day [CPPD], average length of stay [ALOS], and readmission index). We controlled for hospital-specific, socioeconomic, and demographic factors.

resultsA higher registered nurse (RN) skill mix significantly reduced log(winsorized(CPAD)) (β = -0.495, p<0.01) and log(ALOS) (β = -0.571, p<0.01), indicating improved cost efficiency and patient throughput. Increased nurse flexibility significantly increased log(ALOS) (β = 0.315, p<0.05) but reduced the readmission index (β = -0.895, p<0.01). No significant associations were found between skill mix and total margin, CPPD, or readmission index, nor between flexibility and financial metrics. DISCUSSION: A richer RN skill mix enhances efficiency by reducing costs and length of stay, while increased staffing flexibility reduces readmissions but extends ALOS. These findings emphasize the complex interplay between nurse staffing and CAH performance. Strategic management of RN skill mix and flexibility is crucial for optimizing resource use and improving patient outcomes in rural hospitals.

conclusionsPolicymakers and CAH administrators should strategically balance RN expertise and staffing flexibility to ensure both financial viability and clinical excellence in these essential rural health care institutions.

Indexed as

NursesNursing Staff, HospitalPersonnel Staffing and SchedulingAdultFemaleHumansLength of StayLongitudinal StudiesMaleMiddle AgedPennsylvaniaQuality of Health CareRetrospective StudiesWorkforceaverage length of staycritical access hospitalsfinancial sustainabilitynurse staffingreadmissiontotal margin

Identifiers

PMID40873428
PMCPMC12392055

What OpenQuestion holds

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LicenceCC BY
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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.