Topic modeling in business intelligence is revolutionizing how companies understand customer satisfaction. Dynamic topic models like BERTopic and FASTopic can identify key product qualities and satisfaction factors, clustering them into categories. This allows businesses to track how their decisions impact customer satisfaction over time. BERTopic, developed by Maarten Grootendorst in 2022, and FASTopic, introduced by Xiaobao Wu et al. in 2024, are leading the charge with their high accuracy rates. FASTopic, presented at NeurIPS, boasts an impressive 90% accuracy in classifying customer complaints data. These models provide invaluable insights not just for product managers but for the entire organization, enabling data-driven decisions that enhance customer experience and product development.
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