Most organizations have no clear way to know which of their data investments are actually delivering value. They keep renewing contracts, buying new datasets, and building more dashboards, yet the real return on that spending remains a black box. Decisions about what to keep, reduce, or cut often come down to gut feel, habits, or whoever shouts loudest during budget season.
Data spend keeps rising. Visibility into what that spend actually buys gets more difficult. Many teams have solid usage numbers from their data platforms, but those numbers sit disconnected from the business reality of people who use dashboards and reports in everyday work. Local markets sometimes buy their own data without central oversight. Priority commercial areas get lost in the noise. The result is often the same: organizations continue investing in assets with limited business impact while struggling to demonstrate the value of the assets that matter most.





