A Bayesian network approach to predicting nest presence of the federally-threatened piping plover ( Charadrius melodus ) using barrier island features

•We develop a Bayesian network to predict piping plover nest presence.•Nest predictions were linked to physical nesting habitat features.•Wide environmental ranges produced the best model performance.•All models were better at predicting nest presence than nest absence.