The validity of using conjoint analysis rests on the inclusion of brand names, prices, and an outside “no-choice” option in the choice task. We find that the lack of knowledge of competitive offerings and prices affects the brand part-worths but not the part-worths of other product features. We discuss how a well-designed conjoint study mitigates the effects of this type of learning in conjoint analysis.