Data You Can Trust and Act On
Decisions are only as good as the underlying data. Standardize field names, normalize sources, and document transformations so reports can be reproduced. Adopt multi-touch attribution that reflects your sales cycle reality. Trustworthy metrics reduce conflict, fuel learning, and guide investment toward compounding impact.