ArticleJAMA network open2021
Association Between Income Inequality and County-Level COVID-19 Cases and Deaths in the US.
Article in JAMA network open, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 95 papers, 2 of them syntheses that pooled it.
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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
95 citing papers in PubMed, 2 syntheses or guidelines pooled it, 187 citations in OpenAlex.
- Gini coefficient, GDP per capita and COVID-19 mortality: a systematic review of ecologic studies.BMC public health · 2025Pooled it
- Causal Assessment of Income Inequality on Self-Rated Health and All-Cause Mortality: A Systematic Review and Meta-Analysis.The Milbank quarterly · 2024Pooled it
- Who Pays, Who Gains? ACA Medicaid Expansions and Changes in Net Income and Tax Liability by Socioeconomic Status.Health services research · 2026Article
- Observational
- Socioeconomic determinants of COVID-19 incidence in a German rural area.BMC public health · 2026Article
- Indoor Air Nicotine, Nitrogen Dioxide Exposure, and COVID-19 Outcomes in a Great Plains Tribal Community.Indoor air · 2026Article
- How do structural inequalities influence COVID-19 hospital mortality among traditional peoples and communities? A cross-sectional study in São Paulo, Brazil, 2021-2023.BMJ public health · 2026Article
- Strengthening the organizational health literacy capacity of community-based organizations to support COVID-19 precautionary behaviors in marginalized communities.Frontiers in public health · 2026Article
- Exploring the Association Between Minimum Wage Policy, Income Inequality, and Obesity Rates in US Counties.Journal of racial and ethnic health disparities · 2025Article
- National Variation in Black Immigrant Preterm Births and the Role of County-Level Social Factors.Journal of racial and ethnic health disparities · 2025Observational
- Associations between previous local health expenditures and COVID-19 mortality outcomes large cities in the united states: results from a forward-selecting linear regression analysis.Archives of public health = Archives belges de sante publique · 2025Article
- The Role of Testing and Vaccination in Mediating Social Vulnerability and COVID-19 Prevalence in Southern Nevada.International journal of environmental research and public health · 2025Article
- Clinical characteristics and burden of COVID-19 in children and adolescents in Colombia: a retrospective database analysis.BMJ paediatrics open · 2025Article
- Differences in Covid-19 deaths amongst cancer patients and possible mediators for this relationship.Scientific reports · 2025Article
- Analysis of equity in the distribution of human resources and hospital beds and its association with the COVID-19 mortality rate: a case of Iran.BMC health services research · 2025Article
- Socioeconomic disparities in influenza vaccination uptake: impact of the COVID-19 pandemic in South Korea.BMC public health · 2025Article
- Socioeconomic status and risk of COVID-19 hospitalization in theFrontiers in public health · 2025Article
- The association of combinations of social factors and SARs-CoV-2 infection: A retrospective population-based cohort study in Ontario, 2020-2021.Dialogues in health · 2024Article
- Access to Virtual Care in Behavioral Health: A Social Determinant of Health.Delaware journal of public health · 2024Article
- The Differential Experience of COVID-19 on Asian American Subgroups: The Los Angeles Pandemic Surveillance Cohort Study.Journal of racial and ethnic health disparities · 2024Article
35 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
5 authors at 1 institution in 1 country.
Funding
Abstract
Importance: Socioeconomically marginalized communities have been disproportionately affected by the COVID-19 pandemic. Income inequality may be a risk factor for SARS-CoV-2 infection and death from COVID-19. Objective: To evaluate the association between county-level income inequality and COVID-19 cases and deaths from March 2020 through February 2021 in bimonthly time epochs. Design, Setting, and Participants: This ecological cohort study used longitudinal data on county-level COVID-19 cases and deaths from March 1, 2020, through February 28, 2021, in 3220 counties from all 50 states, Puerto Rico, and the District of Columbia. Main Outcomes and Measures: County-level daily COVID-19 case and death data from March 1, 2020, through February 28, 2021, were extracted from the COVID-19 Data Repository by the Center for Systems Science and Engineering at Johns Hopkins University in Baltimore, Maryland. Exposure: The Gini coefficient, a measure of unequal income distribution (presented as a value between 0 and 1, where 0 represents a perfectly equal geographical region where all income is equally shared and 1 represents a perfectly unequal society where all income is earned by 1 individual), and other county-level data were obtained primarily from the 2014 to 2018 American Community Survey 5-year estimates. Covariates included median proportions of poverty, age, race/ethnicity, crowding given by occupancy per room, urbanicity and rurality, educational level, number of physicians per 100 000 individuals, state, and mask use at the county level. Results: As of February 28, 2021, on average, each county recorded a median of 8891 cases of COVID-19 per 100 000 individuals (interquartile range, 6935-10 666 cases per 100 000 individuals) and 156 deaths per 100 000 individuals (interquartile range, 94-228 deaths per 100 000 individuals). The median county-level Gini coefficient was 0.44 (interquartile range, 0.42-0.47). There was a positive correlation between Gini coefficients and county-level COVID-19 cases (Spearman ρ = 0.052; P < .001) and deaths (Spearman ρ = 0.134; P < .001) during the study period. This association varied over time; each 0.05-unit increase in Gini coefficient was associated with an adjusted relative risk of COVID-19 deaths: 1.25 (95% CI, 1.17-1.33) in March and April 2020, 1.20 (95% CI, 1.13-1.28) in May and June 2020, 1.46 (95% CI, 1.37-1.55) in July and August 2020, 1.04 (95% CI, 0.98-1.10) in September and October 2020, 0.76 (95% CI, 0.72-0.81) in November and December 2020, and 1.02 (95% CI, 0.96-1.07) in January and February 2021 (P < .001 for interaction). The adjusted association of the Gini coefficient with COVID-19 cases also reached a peak in July and August 2020 (relative risk, 1.28 [95% CI, 1.22-1.33]). Conclusions and Relevance: This study suggests that income inequality within US counties was associated with more cases and deaths due to COVID-19 in the summer months of 2020. The COVID-19 pandemic has highlighted the vast disparities that exist in health outcomes owing to income inequality in the US. Targeted interventions should be focused on areas of income inequality to both flatten the curve and lessen the burden of inequality.
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