This chapter provides basic ingredients to study the fundamental problem of how to use empirical data to implement stochastic dominance rules and to assess …nancial risks. A tutorial on necessary background for statistical inference is presented in great details. It forms not only the basic statistical techniques for investigating stochastic dominance rules but also for related problems in risk estimation as well as in econometrics in general.