What is a SERP sentiment score?

A search sentiment score is a way to reduce the messy reality of a branded result set into a single comparable number, so reputation can be tracked over time and benchmarked against peers. The construction: each URL ranking for a branded query is classified by sentiment – positive, neutral, or negative – and those classifications are aggregated into a composite, weighted by position, since a negative result in the top three matters far more than one on page two, and by search volume across the query set, so high-traffic queries count for more. The result is a score that captures not just whether negative content exists but how prominent and visible it is. The value is comparability: the score can be tracked as the program works to see whether the page-one picture is improving, and it can be set against competitors’ scores to show relative standing. The caveat is that a score is a summary, so it is read alongside the underlying composition rather than in isolation. We compute sentiment scores within IMPACT™ so movement and peer comparison are visible at a glance.