Preference testing can lead to misleading data due to hidden biases that affect how people make choices. The article discusses the drawbacks of relying on preference-based questions in usability research and outlines guidelines for researchers who still choose to use them, emphasizing the importance of distinguishing between opinion and behavior in user experience assessments.