Governance Model

Core idea

The business capability is the consumer. Not teams, not systems. A data product either works for a capability or it doesn't.

Key principles

Principle Implication
Capability is the consumer Not teams, not systems
The carrier is irrelevant Dashboard, email, conversation — doesn't matter
Feedback on deviation Silence = it works
Measurement at two levels Mechanical (objective) + Perceived (subjective)
Friction in common currency Systems and data compared in % or FTE

Two types of quality

Type Source Measures Example
Mechanical Automated report Product quality Completeness 94%, Freshness 2h
Perceived Capability feedback Quality sufficiency "Doesn't work for us"

The gap is the insight

Mechanical Perceived Conclusion Action
OK Works All good None
OK Doesn't work SLA doesn't match need Revise SLA
Poor Doesn't work Quality problem Fix product
Poor Works Over-precise measurement? Adjust thresholds

Governance forums

Forum Purpose Frequency Phase
Product Owner Forum Operational: solve problems, share learnings Bi-weekly Phase 1a
Data & Capability Forum Tactical: prioritize, manage waste Monthly Phase 2
Data Steering Strategic: portfolio, investment Quarterly Phase 4