A decision tree is a graphical representation of decisions and their possible consequences. It consists of nodes representing decisions, chance events, and outcomes. Each branch of the tree represents the choices available at each decision point. In catalysis, decision trees can be used to map out the pathways and outcomes of different catalytic reactions.