“Love the Shape, But Hate the Weight”: Using Aspect-Based Sentiment Analysis to Identify Product Innovation Opportunities

Aspect-based sentiment analysis provides a more fine-grained view of sentiment in comparison to classical sentiment analysis approaches, by obtaining the sentiment of different aspects or features of a product. In this paper, we show how it can be used to assess consumer perceptions of different product features and, thus, define opportunities for innovation.