Duplicate and conflicting records
Impact: payments, credit, spend, customer exposure, and reporting are split across multiple representations.
Response: profile data, define match rules, establish survivorship, and route uncertain cases to stewardship.
Unreliable group structures
Impact: ownership, concentration, related-party, consolidation, and supplier-risk analysis can be incomplete.
Response: model legal relationships, effective dates, evidence, and hierarchy-specific use.
Weak onboarding controls
Impact: incomplete identifiers, inconsistent names, screening gaps, and rework enter operational systems.
Response: validate required attributes, approvals, evidence, segregation of duties, and exception handling.
Fragmented ownership
Impact: nobody is accountable for definitions, disputes, or hierarchy maintenance.
Response: establish data owners, stewards, decision rights, service levels, and escalation routes.
Opaque source precedence
Impact: teams cannot explain why one value is trusted or why a merge occurred.
Response: document authoritative sources, confidence, survivorship, lineage, overrides, and audit history.
Downstream inconsistency
Impact: corrected records are not distributed reliably to consuming applications.
Response: define publication events, APIs, batch interfaces, reconciliation, monitoring, and consumer contracts.