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. Author manuscript; available in PMC: 2017 Jan 1.
Published in final edited form as: Int J Drug Policy. 2015 Aug 8;27:43–55. doi: 10.1016/j.drugpo.2015.07.015

Table 1.

Constructs and Variables Studied and Data Sources Used to Operationalize Constructs

Types of Influence Construct Variables (Geographic Scale) Data Source(s)
Social Availability of sex partners Male:female sex ratio for adults (18–64 yrs; ZIP, county, MSA) 2010 Decennial Census1, 2
Racial/ethnic composition Percent of total population who are non- Hispanic white, non-Hispanic black/ African-American, or Latino (ZIP) American Community Survey (ACS) 5-year Estimates (2007–2011)
Exposure to violence Rate of reported violent crimes, per 1000 residents (county, MSA) Numerator (reported number of violent crimes, as defined by the FBI): 2009 Inter- university Consortium for Political and Social Research (ICPSR) county-level detailed arrest and offense data. Denominator (population): ACS 5-year Estimates (2007–2011)
Racial/ethnic residential segregation Black Isolation Index (MSA)3 2010 US Decennial Census
Latino Isolation Index (MSA)3 2010 US Decennial Census
Economic Exposure to economic disadvantage Median household income (ZIP; county; MSA) ACS 5-year Estimates (2007–2011)
Percent of households below federal poverty line (ZIP; county; MSA) ACS 5-year Estimates (2007–2011)
Percent of adults (≥16 yrs) in labor force who are unemployed (ZIP; county; MSA) ACS 5-year Estimates (2007–2011)
Percent of adults (≥25 yrs) without a high school diploma or general equivalency diploma (ZIP; county; MSA) ACS 5-year Estimates (2007–2011)
Income inequality Gini Coefficient of Income Inequality (MSA)4 2010 Decennial Census
Health and law enforcement interventions Spatial access to drug- and HIV-related programs Density of HIV testing sites per square mile (ZIP) Numerator (testing sites): CDC’s 2009 National HIV Prevention Program Monitoring & Evaluation database Denominator (square miles): US Census Tiger Files
Spatial access to substance abuse treatment programs, (a) overall and (b) specifically to methadone maintenance programs (MMTPs; ZIP) Described in the text.
Spatial access to syringe exchange programs (SEP) Described in the text.
Access to general health care Percent of adults (18–64 yrs) who are uninsured (county)
Percent of residents living in a medically underserved area (county)
2012–2013 Area Health Resource File5 2013 Health Professional Shortage Area Dataset1, 6
HIV epidemic among PWID7 HIV prevalence among PWID HIV prevalence data for 2002 were drawn from the Community Vulnerability and Response among drug-user related HIV/AIDS8
Exposure to law enforcement Arrest rate for hard drug possession9, per 1000 adults (18–64 yrs; county, MSA) Numerator (possession arrests): 2009 ICPSR county-level detailed arrest and offense data); Denominator (adults 18–64 yrs): ACS 5-year Estimates (2007–2011)
Arrest rate for possession of any drug, per 1000 adults (18–64 yrs; county, MSA) Numerator (possession arrests): 2009 ICPSR county-level detailed arrest and offense data
Denominator (adults 18–64 yrs): ACS 5-year estimates (2007–2011)
Jail incarceration rate, per 1000 adults (18–64 yrs; MSA) Numerator (jail inmates): 2010 Decennial census
Denominator (adults 18–64 yrs): 2010 Decennial Census
Policies governing syringe access Law permits purchase of syringes without a prescription (state) Des Jarlais’ Robert-Wood Johnson Foundation (RWJF) study of laws governing over the counter (OTC) sales of syringes
Law permits possession of a syringe without a prescription (state)
Law permits SEPs to operate (state)
Health and Law enforcement expenditures Per capita expenditures on police (MSA) Numerator (expenditures in USD): 2007 Census of Governments County Area Finances File
Denominator (total population): US Census Bureau Population Estimates Program
Per capita expenditures on health (MSA)
Per capita expenditures on corrections (MSA)
Physical Access to alcohol Density per square mile of businesses licensed to sell alcohol for off-premises consumption (ZIP) Numerator (premises): 2009 U.S Census Bureau’s Zip Code Business Patterns Denominator (square miles): US Census Tiger Files
Exposure to abandoned buildings Density per square mile of abandoned property, (a) overall, and of (b) residential units, and (c) commercial properties (ZIP) Numerator (housing or commercial properties): 2009 United States Postal Service (USPS) Delivery Statistics Product Denominator (square miles): US Census Tiger Files