Research Recaps

Which Sentiment Extraction Tool Works Best — and When?

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.

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