Evolutionary algorithms have attracted more and more the attention of
economists in recent years. Repeatedly it is claimed that they are an
adequate tool to describe learning processes within a population of in
dividuals. The present paper examines this claim. To this end, a learn
ing model is set up that contains the three elements of variation, eli
mination, and imitation that are claimed to correspond with the proces
ses of mutation, selection, and replication of biological evolution. S
ubsequently, this model is compared with a formulation of evolutionary
algorithms. The comparison reveals that although both processes have
a similar structure there are crucial differences between the two dyna
mics.