Stochastic calculus approach to computing expected value of an exponential normal

Stochastic calculus provides a quick solution to the following problem: Given a standard normal random variable Z, what is the expected value of exp(Z)? (This question is taken from Professor Timothy Crack's book "Heard on the Street", chapter 4; Exposition below is mine.)