Conjoint analysis is marketers' favorite methodology for finding out how bu
yers make trade-offs among competing products and suppliers. Conjoint analy
sts develop and present descriptions of alternative products or services th
at are prepared from fractional factorial, experimental designs. They use v
arious models to infer buyers' part-worths for attribute levels, and enter
the part-worths into buyer-choice simulators to predict how buyers will cho
ose among products and services. Easy-to-use software has been important fo
r applying these models. Thousands of applications of conjoint analysis hav
e been carried out over the past three decades.