Data Quality
Deep quality scoring for trade data across CDM, FpML, and ISO 20022 standards.
Loading quality metrics...
Overall Quality Score
94.2%
Across 1.2M records · 5 quality dimensions
Quality Dimensions
Completeness97.1%
Accuracy92.8%
Consistency95.4%
Validity96.7%
Uniqueness98.3%
Detected Quality Issues
| Severity | Field | Issue | Standard | Count |
|---|---|---|---|---|
| Warning | effectiveDate | Missing in 3.2% of records | CDM | 384 |
| Critical | tradeId | Duplicate values detected across batches | CDM | 47 |
| Warning | counterpartyLEI | Invalid LEI format in OTC derivatives | ISO 20022 | 124 |
| Info | settlementDate | Defaults to T+2 when absent | FpML | 892 |
| Warning | notionalAmount | Currency mismatch with denomination | CDM | 56 |
| Critical | partyReference | Unresolvable party reference in 0.4% of records | FpML | 48 |