Main Topic or Phenomenon This paper addresses the growing availability of digital text data generated by consumers and provides a comprehensive methodology for incorporating automated text analysis into consumer research. The authors focus on developing systematic approaches to analyze consumer-generated content like reviews, social media posts, blogs, and online discussions to understand consumer attitudes, interactions, and culture.