A Bayesian analysis of multi-level spatial correlation in single vehicle motorcycle crashes in Ohio

► Apply a mixed effects negative binomial model to single vehicle motorcycle crashes. ► Include spatial, uncorrelated, and regional random effects. ► Estimates for social, infrastructural, and alignment characteristics. ► First order township neighbors produce lowest DIC.