Main Topic or Phenomenon This paper addresses the limitations of traditional sentiment analysis in consumer research, which typically relies on simple positive/negative word counts. The authors argue that consumers use a much richer array of explicit and implicit linguistic features to express sentiment in online reviews and social media, and that understanding these nuances is crucial for predicting consumer behavior and sales outcomes.