Factor complexity of crash occurrence: An empirical demonstration using boosted regression trees

► Boosted regression trees are used to identify factor complexities of crash occurrence. ► Results indicated limited factor complexities of single-vehicle motorcycle crashes. ► A few variables explain most variation of crash occurrence. ► Unique fatal crashes are better fitted by interactive terms of behavioral variables. ► BRT models generally provide improved transferability than other models.