data-quality-monitoring
Installation
SKILL.md
Data Quality Monitoring
Trust your data, or fix it before anyone else sees it.
Quality Dimensions
| Dimension | Definition | Measurement |
|---|---|---|
| Completeness | All expected data present | Row count, null ratio |
| Consistency | Data follows expected patterns | Schema match, value ranges |
| Timeliness | Data arrives on schedule | Freshness, latency |
| Accuracy | Data reflects reality | Comparison to source |
| Uniqueness | No unexpected duplicates | Distinct key ratio |