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. 2023 Dec 5;23:2424. doi: 10.1186/s12889-023-17288-x

Table 2.

Theoretical domains and data sources of ZCTA-level variables investigated as predictors of severe diabetes complications

Variable names and domains Data sources
Rurality
ZCTAa locale designations U.S. Department of Education National Center for Education Statistics – Education Demographic and Geographic Estimates (EDGE) Program
Healthcare access
Number of primary care physicians per 10,000 population Florida Healthcare Practitioner Data Portal, American Community Survey (ACS) 2015–2019 5-year estimates (Table DP05)
Number of pharmacies per 10,000 population
Food environment
Number of grocery stores or supermarkets per km2 U.S. Census Bureau 2016 Annual Economic Survey (Table CB1600ZBP), U.S. Census Bureau TIGER/Line Shapefiles
Number of convenience stores per km2
Number of limited service (fast food) restaurants per km2
Education
Percentage of population 25 years or older with less than a high school education ACS 2015–2019 5-year estimates (Table S1501)
Employment
Unemployment rate in population 16 years and older ACS 2015–2019 5-year estimates (Table S2301)
Percentage of males aged 20–64 not participating in the labor force
Housing
Percentage renter-occupied housing units ACS 2015–2019 5-year estimates (Table DP04)
Percentage vacant housing units ACS 2015–2019 5-year estimates (Table DP04)
Percentage occupied housing units with > 1 occupant per room ACS 2015–2019 5-year estimates (Table S2501)
Percentage renter- and owner-occupied households where gross rent or selected monthly owner costs are at least 50% of household income ACS 2015–2019 5-year estimates (Table B25070 and B25095)
Median value of owner-occupied housing units ACS 2015–2019 5-year estimates (Table DP04)
Occupation
Percentage of employed males 16 and older with management occupations ACS 2015–2019 5-year estimates (Table S2401)
Percentage of employed males 16 and over with professional occupations
Percentage of employed females 16 and over with management occupations
Percentage of employed females 16 and over with professional occupations
Poverty
Percent of families with income below poverty level ACS 2015–2019 5-year estimates (Table S1702)
Percentage of female-headed households with own children under 18 years of age ACS 2015–2019 5-year estimates (Table S1101)
Percentage of households with annual income of less than $30,000 ACS 2015–2019 5-year estimates (Table B19001)
Percentage of families with public assistance income or in households receiving Supplemental Nutrition Assistance Program (SNAP) benefits ACS 2015–2019 5-year estimates (Table B19123)
Percentage of occupied households with no vehicles available ACS 2015–2019 5-year estimates (Table DP04)
Racial composition
Percentage non-Hispanic Black residents ACS 2015–2019 5-year estimates (Table DP05)
Residential stability
Percentage of current residents living in the same house as 1 year ago ACS 2015–2019 5-year estimates (Table B07001)
Percentage of residents 65 years and older ACS 2015–2019 5-year estimates (Table DP05)

aZIP code tabulation area