This paper presents various method used to evaluate the number of replications that guarantees the detection of prefixed differences with certain probabilities. The methods due to Neyman et al., Cochran & Cox, Harris, Horvitz & Mood, Tang, and finally the method due to Tukey, are presented with examples. Implications and limitations of these methods are also considered.