ArticleJAMA network open2023
Association of Staffing Instability With Quality of Nursing Home Care.
Article in JAMA network open, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
24 citing papers in PubMed, 1 synthesis or guideline pooled it, 41 citations in OpenAlex.
- Mapping Nursing Roles in Long-Term Care: A Systematic Review With Network Analysis.Journal of advanced nursing · 2026Pooled it
- Registered nurse staffing intensity, skill mix, and acute-care use among long-stay nursing home residents: a fixed-effects panel analysis.BMC nursing · 2026Article
- Characterizing nursing home care team communication via text messaging: A social network analysis.International journal of medical informatics · 2026Article
- Nursing home staffing and operations in Taiwan and the United States: A comparative pilot study.International journal of nursing studies advances · 2026Article
- Invisible staffing churn in nursing homes: CMS turnover metrics miss a growing short-term workforce.Health affairs scholar · 2026Article
- Influenza Vaccination Coverage Among Nursing Home Residents and Health Care Personnel - United States, 2024-25 Influenza Season.MMWR. Morbidity and mortality weekly report · 2026Article
- Do policy context and structural disadvantage shape SNF VBP performance? Evidence from national facility-year data.Health affairs scholar · 2026Article
- Influence of Admitting Clinician on Outcomes in Post-Acute Facilities.Health services research · 2026Article
- Nurse and caregiver skill mix, staffing levels, and staff allocation in long-term care facilities: A scoping review.Health SA = SA Gesondheid · 2026Article
- Toward a proposal for a national strategy for access to outdoor stays in residential care facilities for older adults in Sweden.Frontiers in psychology · 2026Article
- A Simultaneous Mixed-Methods Examination of Factors Influencing Intent-to-Leave Among Nursing Home Care Providers in 25 Long-Term Care Facilities.Journal of the American Medical Directors Association · 2026Article
- Daily staffing trends and variation in Swiss long-term care from 2018-2023: A retrospective longitudinal analysis.International journal of nursing studies advances · 2025Article
- Staffing Up: The Nursing Home Minimum Staffing Rule.Journal of general internal medicine · 2025Article
- How Neighborhood Social Deprivation Is Associated With Nursing Home Quality: A Structure, Process, Outcome Model.Innovation in aging · 2025Article
- Skilled nursing facility staffing shortages: Sources, strategies, and impacts on staff who stayed.Health services research · 2024Article
- Incorporating staffing instability in the nursing home Five-Star Staffing Composite.Health affairs scholar · 2024Article
- Modeling Nursing Home Harms From COVID-19 Staff Furlough Policies.JAMA network open · 2024Article
- Dementia, nurse staffing, and health outcomes in nursing homes.Health services research · 2024Article
- Skilled Nursing Facility Changes in Ownership and Short-Stay Medicare Patient Outcomes.JAMA network open · 2023Article
- New Dimensions of Staffing Patterns in Nursing Homes and Nursing Home Quality: Comparing Staffing Instability to Staffing Turnover.Journal of the American Medical Directors Association · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 3 institutions in 1 country.
Funding
Abstract
Importance: Recent work suggests that instability in nursing home staffing levels may be an important marker of nursing home quality. Whether that association holds when controlling for average staffing levels is unknown. Objective: To examine whether staffing instability, defined as the percentage of days below average staffing levels, is associated with nursing home quality when controlling for average staffing levels. Design, Setting, and Participants: This quality improvement study of 14 717 nursing homes used the merged Centers for Medicare & Medicaid Services Payroll Based Journal, Minimum Data Set, Nursing Home Care Compare, and Long-Term-Care Focus data for fiscal years 2017 to 2019. Statistical analysis was performed from February 8 to November 14, 2022. Main Outcomes and Measures: Linear, random-effect models with state fixed effects and robust SEs were estimated for 12 quality indicators as dependent variables, percentage of below-average staffing days as independent variables, controlling for average staffing hours per resident-day for registered nurses, licensed practical nurses, and certified nurse aides. Below-average staffing days were defined as those 20% below the facility average, by staffing type. Quality indicators included deficiency citations; long-stay residents receiving an antipsychotic; percentage of high-risk long-stay residents with pressure ulcers (2 different measures for pressure ulcers were used); and percentage of long-stay residents with activities of daily living decline, mobility decline, emergency department visits, and hospitalizations; and short-stay residents with new antipsychotic medication, mobility decline, emergency department visits, and rehospitalizations. Results: For the 14 717 nursing homes in this study, the mean (SD) percentage of days with below-average staffing was 30.2% (12.0%) for registered nurses, 16.4% (11.3%) for licensed practical nurses, and 5.1% (5.3%) for certified nurse aides. Mean (SD) staffing hours per resident-day were 0.44 (0.40) for registered nurses, 0.80 (0.32) for licensed practical nurses, and 2.20 (0.50) for certified nurse aides. In regression models that included average staffing, a higher percentage of below-average staffing days was significantly associated with worse quality for licensed practical nurses in 10 of 12 models, with the largest association for decline of activities of daily living among long-stay residents (regression coefficient, 0.020; P < .001). A higher percentage of below-average staffing days was significantly associated with worse quality for certified nurse aides in 9 of 12 models, with the largest association for short-stay functioning (regression coefficient, 0.030; P = .01). Conclusions and Relevance: This study suggests that holding average staffing levels constant, day-to-day staffing stability, especially avoiding days with low staffing of licensed practical nurses and certified nurse aides, is a marker of better quality of nursing homes. Future research should investigate the causes and potential solutions for instability in staffing in all facilities, including those that may appear well-staffed on average.
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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.