Data Intelligence

Completeness, duplicates, stale, orphans & integrity (DEMO). Uses existing quality architecture — no competing master quality status.

DEMO MODE

Completeness

87%

HEALTHY· SIM

Duplicates

14 pairs

ATTENTION· SIM

Stale Records

WARNING· SIM

Orphans

ATTENTION· SIM

Data Quality Issues

By domain & metric

ID	Domain	Metric	Count	Severity	Note
DQ-1	Completeness	Missing contact data	142	ATTENTION· SIM	Email or phone missing on 142 contacts.
DQ-2	Duplicates	Possible duplicate contacts	14	AVAILABLE· SIM	14 pairs flagged for review.
DQ-3	Stale	Stale opportunities	38	WARNING· SIM	No activity in 45+ days.
DQ-4	Orphans	Records lacking ownership	21	ATTENTION· SIM	21 records with no assigned owner.
DQ-5	Integrity	Unmapped category values	6	AVAILABLE· SIM	6 records with non-canonical categories.
DQ-6	Completeness	Missing required relationships	17	ATTENTION· SIM	Service requests lacking provider link.
DQ-7	Stale	Stale credentials	3	WARNING· SIM	Credentials expiring ≤14 days.
DQ-8	Orphans	Documents lacking relationship	9	AVAILABLE· SIM	9 documents with no valid link.