Dynamic island models are population-based algorithm whereindividuals are located on islands that executes a different algorithm. Theindividuals are managed by a migration process that evolve during thesearch according to the observed performance on the islands. We proposea testing framework that assigns gains to the algorithms applied on theisland in order to assess the adaptive ability of the migration policieswith regards to various situations.