Landscape characteristics impact the accuracy of the random forest model to predict the presence of detectable Blastomyces dermatitidis DNA in environmental samples. Longitude, latitude, and elevation have the highest predictive power, while the presence of rotting wood, distance to water, and fecal matter had little impact on model accuracy.