Hitting times of sequences

Let X be an ergodic Markov chain on a finite state space S₀ and let s and t be finite sequences of elements from S₀. We give an easily computable formula for the expected time of completing t, given that s was just observed. If A₀ is a finite set of such sequences, we show how that formula may be used to compute the hitting distribution on A₀.