Fixed horizon, Bayesian, or sequential: Choosing a stats engine

My interest in statistics started with a joke I heard as a kid. Someone asked: “What’s the chance of seeing a dinosaur on the metro?” Being a data-minded person, I’d say “0%. Dinosaurs are extinct.” They’d say “No, it’s 50%.