Data Docs

Variable constructs are grouped thematically below to highlight the multi-dimensional risk environment of opioid use in justice populations. In the Metadata column, linked pages provide more detail about the data source, descriptions of data cleaning or processing, and individual variables included.

Filter by Topic

Filter by Scale

Geography

Variable ConstructVariable ProxySourceMetadataSpatial ScaleYears
Geographic BoundariesHEROP_ID, GEOID, and Census FlagsTiger/Line 2010, 2018;Geographic_BoundariesTract, Zip, County, State1980, 1990, 2000, 2010, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025

Social

Variable ConstructVariable ProxySourceMetadataSpatial ScaleYears
Social capital indexSocial capital index, Housing tenure, Libraries per capita, Religious institutions per capitaACS 2018, 2023; OvertureSocial_CapitalTract, County2018, 2023
Veteran PopulationTotal Veteran Population, % Veteran PopulationACS 2018, 2023; Census 2010, 2020Veteran_PopulationTract, Zip, County, State2010, 2018, 2020, 2023
SmokingPercentage of Smoking PopulationCounty Health Rankings & Roadmaps (CHR&R), 2025Smoking_PopulationCounty, State2025
Community Overlay VariablesHypersegregated Cities, Southern Blackbelt, Native American ReservationsCensus 2000; TIGER/Line 2017; Massey et al, 2015;Unique_CommunitiesCounty2000, 2015, 2017
Race & EthnicityPopulation percentages by race and ethnicityACS 2018, 2023; Census 2010, 2020; IPUMS 1980, 1990, 2000Race_EthnicityTract, Zip, County, State1980, 1990, 2000, 2010, 2018, 2020, 2023
Population with DisabilityPopulation with Disability (%)ACS 2012, 2018, 2023; IPUMS NHGIS 2000Population_withDisabilityTract, Zip, County, State2000, 2010, 2018, 2020, 2023
Educational CharacteristicsPopulation percentage with or without varying levels of educational attainment, further grouped by ageACS 2020, 2023Educational_CharacteristicsTract, Zip, County, State1980, 1990, 2000, 2010, 2018, 2020, 2023
Household CharacteristicsTotal Population in Households, % Nonrelatives in Family Households, % Nonrelatives in Non-family Households, % Males 15 years and over who are divorced, Average family size, etc.ACS 2018, 2023; Census 2020Household_CharacteristicsTract, Zip, County, State2018, 2020, 2023
Percent males aged 15 or older who are married, never married, separated, divorced, or widowedACS 2020, 2023Marital_StatusTract, Zip, County2020, 2023
IncarcerationTotal Jail Population Rate, Total Jail Admission Rate, Pretrial Jail Population Rate, Total Jail Population Count, Total Jail Admission Count, Pretrial Jail Population CountVera Institute of Justice 2025Jail_Incarceration_RatesCounty, State2017, 2022, 2023, 2024
Total Prison Population Rate, Total Prison Admission Rate, Total Prison Population Count, Prison Prison Admissions CountVera Institute of Justice 2025Prison_Incarceration_RatesCounty, State2016, 2022, 2024
Residential Segregation MeasuresDissimilarity, Interaction, and Isolation Indices for Black, Asian, & Hispanic GroupsACS 2018, 2023Residential_SegregationZip, County, State2018, 2023
Population, Age & Sex RatiosPopulation percentages split by age groups and male/female ratiosACS 2018, 2023; Census 2010, 2020; IPUMS 1980, 1990, 2000Demographic_CharacteristicsTract, Zip, County, State1980, 1990, 2000, 2010, 2018, 2020, 2023

Environment

Variable ConstructVariable ProxySourceMetadataSpatial ScaleYears
Alcohol Outlet Density MeasuresAlcohol outlet density measures (geographic density, per capita density, total)InfoGroup 2018 Alcohol_Outlet_DensityTract, Zip, County, State2018
Healthcare Provider AccessPrimary Care and Specialty Physician Density (Total, Per Capita Density)Dartmouth Atlas 2010Healthcare_Provider_AccessTract, County, State2010
Spatial Access to HospitalsSpatial access metrics to Hospitals (Distance, Travel Time, Count Within Threshold)CovidCareMap 2020Access_HospitalsTract, Zip, County, State2020
Greenspace MeasuresNormalized Difference Vegetation Index (NDVI)Tiger/Line 2018; Sentinel-2 MSI 2018; OSMGreenspace_MeasuresTract, Zip, County, State2018, 2022
Urban/Suburban/Rural ClassificationPrimary RUCA Code, Secondary RUCA Code by CountyUSDA-ERS 2010; ACS 2018UrbanicityTract, Zip, County2010, 2018
Housing Characteristics Housing Characteristics (Occupancy Rate, Vacancy Rate, Rented Rate, Long term Occupancy, Mobile Home Rate, Housing Unit Density)ACS 2012, 2018; Social Explorer 2010Housing_VariablesTract, Zip, County, State1980, 1990, 2000, 2010, 2018, 2020, 2023
Spatial access to Federally Qualified Health Centers (FQHCs)Spatial access metrics to Federally Qualified Health Centers (Minimum Distance, Travel Time, Count Within Threshold, with & without Impedance)HRSA 2020 & 2025; OSM 2019 & 2025; Census TIGER 2018 & 2020Access_FQHCsTract, Zip, County, State2018, 2020, 2025
Spatial access to HCV TestingSpatial access metrics to testing for hepatitis C virus (HCV) infections (Straight-line Distance, Driving Time, Count of Resources)SAMHSA 2025Access_HCVTesting
Spatial Access to Substance Use Treatment ProvidersSpatial access metrics to Substance Use Treatment Providers (Distance, Travel Time, Count Within Threshold)SAMHSA 2020Access_SubstanceUseTreatmentTract, Zip, County, State2020
Spatial Access to PharmaciesSpatial access metrics to Pharmacies (Distance, Travel Time, Count Within Threshold)InfoGroup 2019Access_PharmaciesTract, Zip, County, State2019
Spatial Access to MOUDsSpatial access metrics to Medications for Opioid Use Disorder(MOUD) including Methadone, Buprenorphine, Naltrexone, and Opioid Treatment Providers (Distance, Travel Time, Count Within Threshold, RAAM Access Score)SAMSHA 2019, 2021; Vivitrol 2020; OSRM 2020;Access_MOUDsTract, Zip, County, State1980, 1990, 2000, 2010, 2020, 2021, 2025
Spatial Access to Mental Health ProvidersSpatial access metrics to Mental Health Providers (Distance, Travel Time, Count Within Threshold)SAMHSA 2020Access_Mental_HealthTract, Zip, County, State2020

Economic

Variable ConstructVariable ProxySourceMetadataSpatial ScaleYears
Poverty, Income, Gini CoefficientEmployment, poverty, income, and income inequality (Gini Coefficient)ACS 2012, 2018; Social Explorer 2010Economic_CharacteristicsTract, Zip, County, State1980, 1990, 2000, 2010, 2018, 2020, 2023
Internet AccessHouseholds without Internet Access %ACS 2019Internet_AccessTract, Zip, County, State2019
Great Recession Foreclosure RateGreat Recession Foreclosure or Delinquency Measures (Count, Rate)HUD 2018; ACS 2012, 2018Foreclosure_RateTract, Zip, County, State2010, 2018, 2020, 2023
Employment TrendsUnemployment Rate, Essential Workers Total, Essential Workers %, Working Population Total, Employed % - Education, Employed % - High Risk of Injury, Employed % - Health Care, Employed % - Retail, The number of unemployed individuals as a percentage of the civilian labor forceACS 2018, 2023Employment_TrendsTract, Zip, County, State2018, 2020, 2023

Policy

Variable ConstructVariable ProxySourceMetadataSpatial ScaleYears
Harm Reduction PoliciesGood Samaritan Laws (Date, Fraction of Year Enacted)OPTIC 2017, 2019, 2020, 2021Good_Samaritan_LawsState2017, 2019, 2020, 2021
Presence of laws around naloxone access by stateOPTIC 2017-2022Naloxone_PolicyState2017, 2018, 2019, 2020, 2021, 2022
Syringe Service Program (SSP) Authorization Laws, Drug Paraphernalia Laws, Distribution of Syringes Laws, Paraphernalia exludes objects used for injecting drugs, Paraphernalia does not refer to objects used for injecting drugs, Laws removing barriers to SSPsLawAtlas 2019Syringe_PolicyState2019
Prescription Drug Monitoring Programs (PDMP)Presence of PDMP programs by stateOPTIC 2017-2022PDMP_PresenceState2017, 2018, 2019, 2020, 2021, 2022, 2023
State & Local Government ExpendituresMedicaid spendingKFF 2018, 2019Medical_ExpendituresState2018, 2019, 2023
Expenditure amounts for corrections, police, fire, and other services, by stateSurvey of State and Local Government Finances 2018-2022Public_ExpendituresState2019, 2020, 2021, 2022
Buprenorphine Policy ProportionProportions of individual years and Entire Data Period with State-Level Buprenorphine Policy in Effect, Periods of Implementation (Date Ranges Associated) of Policies also includedCPHLR 2025Bup_Policy_ProportionState2023, 2024
Marijuana PoliciesLaws authorizing medical marijuana usePDAPS 2017Medical_Marijuana_LawsState2017, 2018, 2019, 2020, 2021, 2022, 2023
Medicaid Policy ProportionProportions of individual years and the five-year periods from 2014 - 2019 and 2020 - 2024 for which Medicaid Expansion was implemented / in effectKFF 2025Medicaid_Policy_ProportionState2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024

Outcome

Variable ConstructVariable ProxySourceMetadataSpatial ScaleYears
Opioid IndicatorsOpioid Prescription Rates, Opioid Mortality Rates, Prescription Pain Medication MisuseHepVu 2014-2022Opioid_OutcomesCounty, State2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022
Hepatitis C RatesRates of Hep C cases by age and demographicsHepVu 2013-2016, 2018-2022HepatitisC_RatesState2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022

Composite

Variable ConstructVariable ProxySourceMetadataSpatial ScaleYears
SDOH Indices & TypologySocial Determinants of Health (SDOH) Multivariate Measures (Indices, Neighborhood Typology)Kolak et al., 2020SDOH_IndicesTract2014
Social Vulnerability IndicesSocial Vulnerability IndicesCDC 2018, 2020, 2022Social_Vulnerability_IndicesTract, Zip, County2018, 2020, 2022

Travel Time Matrices

National travel time matrices calculated for origin-destination (O:D) pairs of Census tract and ZCTA centroids for multiple modes of transit: driving, biking, and walking. Matrices calculated using Open Source Routing Machine (OSRM) in 2020. Download matrices at the links below.

Census Tract

Zip Code Tract Areas (ZCTA)