When this role becomes relevant
- Multiple dashboards exist but leadership does not trust the numbers.
- AI use cases are being discussed without data, risk or business prioritization.
- Critical data sits across spreadsheets, tools and disconnected systems.
- Analytics is treated as reporting rather than decision intelligence.
- There is no clear owner for data definitions, quality or governance.
- Automation opportunities are visible but not ranked by ROI and risk.
