A robust catalyst is characterized by its stability, activity, and selectivity over extended periods and under harsh conditions. Stability ensures that the catalyst retains its structure and function, activity relates to the speed at which it catalyzes reactions, and selectivity pertains to its ability to favor specific reaction pathways.