ArticleSouthern medical journal2019
The Importance of Health and Social Services Spending to Health Outcomes in Texas, 2010-2016.
Article in Southern medical journal, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
What it found
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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.
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Who cites it
7 citing papers in PubMed.
- Florida Health and Health Care: A Status Report.Southern medical journal · 2026Review
- Investments in Childhood Community Resources and Subsequent Adult Health Outcomes.JAMA network open · 2026Article
- Mental Health and Individual Resilience in Contexts of Social Vulnerability: Evidence from Rural Texas.Community mental health journal · 2026Article
- Health differences between rural and non-rural Texas counties based on 2023 County Health Rankings.BMC health services research · 2025Article
- How can county-level industrial clusters in China promote urban-rural integration?-A study on the configuration effects based on fsQCA.PloS one · 2025Article
- Association between governmental spending on social services and health care use among low-income older adults.Health affairs scholar · 2025Article
- Municipal social expenditures and maternal health disparities: a study of linked birth and hospitalisation records.Journal of epidemiology and community health · 2023Article
Corrections and comments
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectivesPublic health and social services spending have been shown to improve health outcomes at the county level, although there are significant state and regional variations in such spending. Texas offers an important opportunity for examining nuances in the patterns of association between local government health and social services spending and population health outcomes. The primary objectives of this study were to describe local investments in education, health, and social services at the county-area level for all of Texas from 2002 through 2012 and to examine how changes in local investment over time were associated with changes in health outcomes.
methodsWe used two large secondary data sources for this study. First, US Census Bureau data were used to measure annual spending by all local governments on public hospitals, community health care and public health, and >1 dozen social services. Second, County Health Rankings & Roadmaps data measured county health outcomes. We performed regression models to examine the association between increases in local government spending and a county's health outcomes ranking 4 years later. Multilevel mixed-effects linear regression models accounted for mean spending in each category, county health factors ranking, and county and state random effects.
resultsLocal governments in Texas spent an average of $4717 per capita across all health and social services. Although spending was relatively consistent across 2002-2012, there was notable variation in spending across counties and services. Regression models found that changes in four spending categories were associated with significant improvements in health outcomes: fire and ambulance, community health care and public health, housing and community development, and libraries. For each, an additional one-time investment of $15 per capita was associated with a 1-spot improvement in statewide county health rankings within 4 years.
conclusionsExisting evidence regarding the association between social services spending and health outcomes may not yield sufficiently granular data for policy makers within a single state. Investments in certain social services in Texas were associated with improvements in health outcomes, as measured by improvements in the County Health Rankings, in the years subsequent to spending increases. Similar analyses in other states and regions may yield actionable avenues for policy makers to improve population health.
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