A Bayesian analysis of topographic influences on the presence and severity of beech bark disease

•Topographical variables show significant effects on the occurrence of BBD.•Aspect and slope correlate with BBD occurrence.•Bayesian methods are utilized to predict model parameters.•Restoration efforts can be targeted to vulnerable areas.•Replanting can focus on areas unlikely to succumb to the disease.