In this paper I argue that empirical analysis is generally considered to be easy and thus not worth teaching or explaining but that it is in fact difficult and requires a place in our curricula. I then discuss how I planned to include coverage of this topic through lectures, discussions and practical work and the approach that I took in the Honours Analysis of Algorithms topic at the University of the Witwatersrand in 2001. I report on what I feel are the successes and failures of the approach taken; discuss the results of a survey conducted on the Honours class; and suggest some improvements for 2002.