A common strategic use for conjoint analysis is for estimating how much consumers are willing to pay (WTP) for new/improved features or a premium brand. There are numerous pitfalls involved to avoid getting unrealistic WTP estimates. Bryan discusses best practices for questionnaire design, data cleaning, and estimating WTP in the context of competitive offerings.