Key Takeway

Which method should marketers use to gauge consumer feelings from user-generated content? This award-winning study compares sentiment extraction tools -- from volume metrics to dictionaries and machine learning -- to see which works best to explain customer metrics such as brand awareness, image, purchase intent, customer satisfaction, and recommendation.