When should the Monte-Carlo method be used?
For example, why did Joel decide to use the Monte-Carlo method for Evidence Based Scheduling instead of methodically processing all user data for the past year?
Answer
Monte Carlo methods are commonly used when the dimensionality of the problem is too high for traditional schemes. A great introductory paper on the subject is Persi Diaconis' The Markov Chain Monte Carlo Revolution.