Evidence map›Paper›PMID 36929467›Full record

ArticleJournal of the American Geriatrics Society2023

Severe neighborhood deprivation and nursing home staffing in the United States.

Jason R Falvey, Erinn M Hade, Steven Friedman, Rebecca Deng, Joelle Jabbour, Robyn I Stone, Jasmine L Travers

Open access · greenAbstract read
In one paragraph

Article in Journal of the American Geriatrics Society, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed, 2 pooled it
5.3field-weighted citation impact, top 4% 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

12 citing papers in PubMed, 2 syntheses or guidelines pooled it, 21 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Article
  4. Article
  5. Article
  6. Financial performance of rural and urban nursing homes: A comparative analysis.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2025
    Article
  7. The dementia care workforce: Essential to care but large research gaps exist.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025
    Review
  8. Association of Racial and Ethnic Composition with Staff Levels in Nursing Homes: 2013-2019.Journal of the American Medical Directors Association · 2025
    Article
  9. Article
  10. Article
  11. Observational
  12. Review
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

7 authors at 5 institutions in 1 country.

Jason R FalveyDepartment of Physical Therapy and Rehabilitation Science, Department of Epidemiology and Public Health, University of Maryland School of Medicine, Baltimore, Maryland, USA.ORCID 0000-0002-9063-0617
Erinn M HadeDivision of Biostatistics, Department of Population Health, New York University Grossman School of Medicine, New York, New York, USA.
Steven FriedmanDivision of Biostatistics, Department of Population Health, New York University Grossman School of Medicine, New York, New York, USA.
Rebecca DengDepartment of Epidemiology, NYU School of Global Public Health, New York, New York, USA.
Joelle JabbourDepartment of Health Policy and Management, NYU Robert F. Wagner Graduate School of Public Service, New York, New York, USA.
Robyn I StoneLeadingAge, Washington, District of Columbia, USA.
Jasmine L TraversNew York University Rory Meyers College of Nursing, New York, New York, USA.
New York University · USLeading Age · USPublic Health Solutions · USUniversity of Maryland, Baltimore · USWagner College · US

Funding

University of Maryland Claude D. Pepper Older Americans Independence Center (UM-OAIC)P30AG028747 · NIA · UNIVERSITY OF MARYLAND BALTIMORE · PI ALICE S. RYAN · 2006 to 2026
$28.9M
The ENRICH Study: Engaging Community and Municipal Services to Promote High Quality Aging in Place After Hip FractureK76AG074926 · NIA · UNIVERSITY OF MARYLAND BALTIMORE · PI FALVEY, JASON RAYMOND · 2021 to 2025
$1.4M
Identifying Unmet Needs Driving Disproportionate and Avoidable Nursing Home Placements among Black and Latino Persons Living With DementiaK76AG074922 · NIA · NEW YORK UNIVERSITY · PI ALTIZER, JASMINE TRAVERS · 2021 to 2025
$1.1M
NIA NIH HHS K76 AG074922NIA NIH HHS K76 AG074926NIA NIH HHS P30 AG028747
6 · The paper itself

Abstract

backgroundLow nursing home staffing in the United States is a growing safety concern. Socioeconomic deprivation in the local areas surrounding a nursing home may be a barrier to improving staffing rates but has been poorly studied. Thus, the objective of this paper was to assess the relationship between neighborhood deprivation and nursing home staffing in the United States.

methodsThis cross-sectional study used 2018 daily payroll-based staffing records and address data for 12,609 nursing homes in the United States linked with resident assessment data. Our primary exposure of interest was severe economic deprivation at the census block group (neighborhood) level, defined as an area deprivation index score ≥85/100. The primary outcome was hours worked per resident-day among nursing home employees providing direct resident care. Marginal linear regression models and generalized estimating equations with robust sandwich-type standard errors were used to estimate associations between severe neighborhood deprivation and staffing rates.

resultsCompared to less deprived neighborhoods, unadjusted staffing rates in facilities located within severely deprived neighborhoods were 38% lower for physical and occupational therapists, 30% lower for registered nurses (RNs), and 5% lower for certified nursing assistants. No disparities in licensed practical nurse (LPN) staffing were observed. In models with state-level and rurality fixed effects and clustered on the county, a similar pattern of disparities was observed. Specifically, RN staffing per 100 resident-days was significantly lower in facilities located within severely deprived neighborhoods as compared to those in less deprived areas (mean difference: 5.6 fewer hours, 95% confidence interval [CI] 4.2-6.9). Disparities of lower magnitude were observed for other clinical disciplines except for LPNs.

conclusionsSignificant staffing disparities were observed within facilities located in severely deprived neighborhoods. Targeted interventions, including workforce recruitment and retention efforts, may be needed to improve staffing levels for nursing homes in deprived neighborhoods.

Indexed as

Nursing HomesNursing StaffCross-Sectional StudiesHumansPersonnel Staffing and SchedulingSkilled Nursing FacilitiesUnited StatesWorkforcedisparitiesneighborhood disadvantagenursing homes

Identifiers

PMID36929467
PMCPMC10023834
OpenAlexW4295068220

What OpenQuestion holds

Textmetadata
LicenceTDM
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.