Challenge
A B2B company with subscription and contract revenue was facing rising churn. They ran NPS and satisfaction surveys but couldn’t say which levers to pull first. Product, success, and support each had hypotheses; no one had evidence that linked experience dimensions to retention.
We were asked to run driver analysis: link survey and behavioral data to retention outcomes, rank drivers by impact, and produce a prioritized list of improvements so the organization could focus on what actually moved retention.