Our main outcome was the total amount of buprenorphine dispensed per capita in each 3-digit zip code, the area representing all standard 5-digit zip codes that share the first three digits, containing on average 349,511 individuals in 2010. The total buprenorphine dispensed in each 3-digit zip and year was calculated using the Drug Enforcement Agency (DEA)’s Automation of Reports and Consolidated Orders System (ARCOS), which tracks US dispensing of all opiate-related controlled substances. Our independent variable, also obtained from the DEA, was the count of providers certified to prescribe buprenorphine in 2015 and 2017 (the 2 years available to our team) in each 3-digit zip code. We also examined the influence of federally determined prescribing caps per physician of 30, 100, or 275 patients, and whether associations differed by provider type (physicians, PAs, or NPs).
We analyzed, for 2015 and 2017 separately, the association between a 3-digit zip codes’ number of certified providers per capita and the total buprenorphine prescribed in that area. We also conducted multivariate regression models combining 2 years of data to study the relationship between changes in dispensed buprenorphine and the number of certified physicians, controlling for area characteristics and for other factors that vary on an annual basis. More formally, our model includes indicators (fixed effects) for each year and each 3-digit zip code, which reduce potential confounding from unmeasured regional heterogeneity (e.g., area-level socioeconomic or healthcare market differences). The study was exempted by Indiana University’s Institutional Review Board.