Data Quality
Data quality monitoring, validation rules, and exception management across all revenue streams
Overall DQ Score
97.8%
Open Issues
7
Affected Records
987
Validation Rules
156
Quality Dimensions
ISO 8000 data quality framework metrics
Completeness
97.8%
+0.3% vs last week
Percentage of required fields populated across all transactions
Accuracy
99.2%
+0.1% vs last week
Data values matching validated reference sources
Timeliness
95.4%
-0.5% vs last week
Transactions processed within SLA timeframes
Consistency
98.6%
+0.2% vs last week
Cross-system data alignment and referential integrity
Uniqueness
99.7%
+0.0% vs last week
Absence of duplicate records across datasets
Validity
96.3%
-0.2% vs last week
Data conforming to defined business rules and formats
| Issue ID | Type | Severity | MCDA | Description | Records | Status |
|---|---|---|---|---|---|---|
| DQ-001 | Missing Fields | warning | NTSA | 234 transactions missing county codes in driving license renewals | 234 | Open |
| DQ-002 | Duplicates | critical | NRB | 156 potential duplicate parking fee transactions — same amount, time, and paybill | 156 | Investigating |
| DQ-003 | Format Error | warning | KRA | PIN format validation failures in 89 VAT return submissions | 89 | Open |
| DQ-004 | Referential | warning | KPA | 45 port charge transactions referencing non-existent vessel IDs | 45 | Open |
| DQ-005 | Timeliness | warning | EPRA | Petroleum levy data arriving 6+ hours late from 3 depots | 120 | Escalated |
| DQ-006 | Outlier | info | KAA | Single airport fee transaction of KES 450M — flagged for verification | 1 | Investigating |
| DQ-007 | Missing Fields | warning | KEBS | 67 certification records missing inspector ID field | 67 | Resolved |
| DQ-008 | Consistency | warning | Multiple | PSP reference numbers not matching between GPG and bank settlement files | 342 | Open |