Insights

Customer feedback is often reduced to a single score. Topic-level sentiment measurement - formalized through Sentiment Balance Score (SBS) - analyzes positive and negative sentiment by topic, revealing what people actually feel about specific parts of an experience.

A technical specification of Sentiment Balance Score (SBS): a topic-level sentiment metric derived from open-ended feedback using aspect extraction, weighted polarity, Bayesian smoothing, and benchmark normalization.