“Love the shape, but hate the weight”: 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 we show how it can be used to assess consumer perceptions of different product features and, thus, define opportunities for innovation.