ArticleThe Milbank quarterly2022
Assessment of Population-Level Disadvantage Indices to Inform Equitable Health Policy.
Article in The Milbank quarterly, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers, 1 of them a synthesis that pooled it.
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Who cites it
26 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The Child Opportunity Index and Children's Health: A Meta-Analysis.Pediatrics · 2025Pooled it
- Rural-urban comparisons of area-based socioeconomic disadvantage and vulnerability indices.Health affairs scholar · 2026Article
- An Internal Validation Assessment of Scale Across Composite Index Model Structures.Risk analysis : an official publication of the Society for Risk Analysis · 2026Article
- Neighborhood Indices, Income, and Cardiovascular-Kidney-Metabolic Syndrome at the Census Tract Level.JAMA network open · 2026Article
- "No data, no problem"? A critical reflection of health monitoring systems and equity during COVID-19 in Finland.BMC health services research · 2026Article
- Primary Care by Telehealth and Care Quality in the Veterans Health Administration.JAMA network open · 2026Article
- Comparing Predictive Power of Area-Level Socioeconomic Status Indices Across Health Outcomes and Geographic Levels.Medical care · 2026Article
- Patient-Centered Communication in Telehealth Settings.JAMA network open · 2026Article
- Neighborhood Determinants of Health as a Composite Index: Comparing Area-Based Indices in Public Health Research.Journal of urban health : bulletin of the New York Academy of Medicine · 2025Article
- Closing the Gap in Race-based Inequities for Seasonal Influenza Hospitalizations: A Modeling Study.Clinical infectious diseases : an official publication of the Infectious Diseases Society of America · 2025Article
- Medicaid Primary Care Utilization and Area-Level Social Vulnerability.JAMA health forum · 2025Article
- Neighborhood opportunity and residential instability: associations with mental health in middle childhood.Journal of child psychology and psychiatry, and allied disciplines · 2025Article
- Excess Deaths in California During the COVID-19 Pandemic, by Healthy Places Index Quartile, February 2020-April 2022.Public health reports (Washington, D.C. : 1974) · 2025Article
- Area-Level socioeconomic disadvantage and access to primary care: A rapid review.Health affairs scholar · 2025Review
- Naming and Framing: Six Principles for Embedding Health Equity Language in Policy Research, Writing, and Practice.The Milbank quarterly · 2025Article
- Applying individual- and residence-based equity measures to characterize disparities in crash outcomes.Journal of safety research · 2025Article
- Impact of Neighborhood Disadvantage on Preventive and Acute Care Utilization in Sickle Cell Disease.Pediatric blood & cancer · 2025Article
- Ethical Considerations and Recommendations for Humanizing Immigrant Language in Health Equity Data Collection, Reporting, and Measurement.Health equity · 2025Article
- Article
- The integration of health equity into policy to reduce disparities: Lessons from California during the COVID-19 pandemic.PloS one · 2025Article
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
Policy Points The rapid uptake of disadvantage indices during the pandemic highlights investment in implementing tools that address health equity to inform policy. Existing indices differ in their design, including data elements, social determinants of health domains, and geographic unit of analysis. These differences can lead to stark discrepancies in place-based social risk scores depending on the index utilized. Disadvantage indices are useful tools for identifying geographic patterns of social risk; however, indiscriminate use of indices can have varied policy implications and unintentionally worsen equity. Implementers should consider which indices are suitable for specific communities, objectives, potential interventions, and outcomes of interest. CONTEXT: There has been unprecedented uptake of disadvantage indices such as the Centers for Disease Control and Prevention Social Vulnerability Index (SVI) to identify place-based patterns of social risk and guide equitable health policy during the COVID-19 pandemic. However, limited evidence around data elements, interoperability, and implementation leaves unanswered questions regarding the utility of indices to prioritize health equity.
methodsWe identified disadvantage indices that were (a) used three or more times from 2018 to 2021, (b) designed using national-level data, and (c) available at the census-tract or block-group level. We used a network visualization to compare social determinants of health (SDOH) domains across indices. We then used geospatial analyses to compare disadvantage profiles across indices and geographic areas.
findingsWe identified 14 indices. All incorporated data from public sources, with half using only American Community Survey data (n = 7) and the other half combining multiple sources (n = 7). Indices differed in geographic granularity, with county level (n = 5) and census-tract level (n = 5) being the most common. Most states used the SVI during the pandemic. The SVI, the Area Deprivation Index (ADI), the COVID-19 Community Vulnerability Index (CCVI), and the Child Opportunity Index (COI) met criteria for further analysis. Selected indices shared five indicators (income, poverty, English proficiency, no high school diploma, unemployment) but varied in other metrics and construction method. While mapping of social risk scores in Durham County, North Carolina; Cook County, Illinois; and Orleans Parish, Louisiana, showed differing patterns within the same locations depending on choice of disadvantage index, risk scores across indices showed moderate to high correlation (r
conclusionsExisting disadvantage indices use varied metrics to represent place-based social risk. Within the same geographic area, different indices can provide differences in social risk values and interpretations, potentially leading to varied public health or policy responses.
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Registered trials
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