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. 2020 Dec 9;41:100953. doi: 10.1016/j.ehb.2020.100953

Table 1.

Listing of county covariates and data sources.

Group Variable name Source
Health conditions and access
All Cause Mortality Risk, Ages 45–65 Institute for Health Metrics and Evaluation (IHME)
All Cause Mortality Risk, Ages 65–85 Institute for Health Metrics and Evaluation (IHME)
Population below poverty level 2018 American Community Survey 5-Year Estimates
Uninsured rate Small Area Health Insurance Estimates (SAHIE) Program
ICU Beds per capita Kaiser Health News Analysis of CMS Data
Population under age 30 2018 American Community Survey 5-Year Estimates
Population age 55 to 84 2018 American Community Survey 5-Year Estimates
Population age 85 and older 2018 American Community Survey 5-Year Estimates
Share of Medicare beneficiaries received pneumococcal vaccine CMS Mapping Medicare Disparities Tool
Share of Medicare beneficiaries had lung cancer screening CMS Mapping Medicare Disparities Tool
Share of Medicare beneficiaries with 3 or more comorbidities CMS Mapping Medicare Disparities Tool
Share of Medicare beneficiaries with tobacco use CMS Mapping Medicare Disparities Tool
Share of Medicare beneficiares with diabetes CMS Mapping Medicare Disparities Tool



Living situation
Population living in apartments 2018 American Community Survey 5-Year Estimates
Population density 2018 American Community Survey 5-Year Estimates
Population living in urban cluster 2010 Decennial Census
Population in prison or other correctional facility 2010 Decennial Census
Population grandparents co-residing with grandchild 2018 American Community Survey 5-Year Estimates
Population in skilled nursing facility Long Term Care Focus
Population single parents 2018 American Community Survey 5-Year Estimates
Population under age 18 attending school 2018 American Community Survey 5-Year Estimates



Work circumstances
Population in essential professional occupations* 2018 American Community Survey 5-Year Estimates
Population in non-essential professional occupations* 2018 American Community Survey 5-Year Estimates
Population in science occupations* 2018 American Community Survey 5-Year Estimates
Population in law and related occupations* 2018 American Community Survey 5-Year Estimates
Population in health practitioner occupations* 2018 American Community Survey 5-Year Estimates
Population in other health occupations* 2018 American Community Survey 5-Year Estimates
Population in firefighting occupations* 2018 American Community Survey 5-Year Estimates
Population in law enforcement occupations* 2018 American Community Survey 5-Year Estimates
Population in essential service occupations* 2018 American Community Survey 5-Year Estimates
Population in non-essential service occupations* 2018 American Community Survey 5-Year Estimates
Population in industrial and natural resources occupations* 2018 American Community Survey 5-Year Estimates
Population in construction occupations* 2018 American Community Survey 5-Year Estimates
Population in essential technical occupations* 2018 American Community Survey 5-Year Estimates
Population in transportation occupations* 2018 American Community Survey 5-Year Estimates
Population worked from home 2018 American Community Survey 5-Year Estimates
Population with 4 year college degree 2018 American Community Survey 5-Year Estimates
Population without high school diploma 2018 American Community Survey 5-Year Estimates

All data sources are publicly available. Full citations for all data sources are reported in the Appendix. Variables marked with an * are based on occupational classification by Almagro and Orane-Hutchinson (2020).