Table 1

Census tract measures, definition, data source and year

MeasureDefinitionData sourceYear
Social disorder component
Per cent vacant housing unitsPer cent vacant residential housing unitsUSA Department of Housing and Urban Development and US Postal Service2013
Violent crime rateTotal murder, non-negligent manslaughter, forcible rape, robbery and aggravated assaults per 1000 tract residents*Law Enforcement Agencies (ie, police department, Sheriff's Office)2013
STI prevalencePrevalence of newly reported STIs (ie, chlamydia, gonorrhoea and primary and secondary syphilis) per 1000 tract residents aged 15–64 years†State Department of Health2013
Per cent povertyPer cent residents with annual income below poverty levelAmerican Community Survey (ACS)2009–2013
Per cent unemploymentPer cent unemployed residents aged ≥16 yearsACS2009–2013
Social disadvantage component
Per cent renter-occupied housing unitsPer cent renter-occupied housing unitsACS2009–2013
Alcohol outlet densityThe number of businesses with a license to sell beverages containing alcohol (eg, liquor, beer, wine) for off-premise consumption per tract square mile*‡State Licensing Agencies (eg, Department of Revenue, Alcoholic Beverage Control Commission)2014
  • *Addresses were obtained from state agencies and geocoded to tracts; addresses within a 100-foot buffer of the tract boundary were included in the tract's calculation.

  • †In Alabama, the number of newly identified STIs was available by ZIP code, but not census tract. ZIP-level STI counts were allocated to tracts based on the proportion of residential population using the 2015 boundaries USPS-HUD ZIP to tract crosswalk file. Twelve ZIP code-census tract combinations were not included in the crosswalk file. For these 15 participants (17% of participants with available census tract data at site), ZIP code STI prevalence was assigned to the participant census tract. We conducted sensitivity analyses, removing these participants from the analytic data set, to explore potential bias introduced by this substitution. The rounded Full Model OR estimate with and without these 15 participants was the same.

  • ‡In Mississippi, off-premise liquor licensing data were available (liquor can only be purchased at package/liquor stores), but licensing data for sale of beer and wine off-premise were not publicly available. As a proxy, we used non-restaurant businesses with permits to sell eggs or milk (eg, convenience stores, pharmacies) under the oversight of the Mississippi Department of Agriculture and Commerce because these types of businesses would have refrigerated display cases and likely have the capacity to sell beer and wine.