An algorithm is presented that aids in deciding whether a sample is from a single population or a mixture of two populations. It is a combination of two established algorithms, the EM algorithm and the minimization of AIC. When tested on simulated data the algorithm performed well. Keywords: Testing; Prediction; Service Life; Antifouling Coatings; and Static Panel Immersion.