# data-quality-framework

> Framework for ensuring data quality

- Author: Claude Agent
- Repository: mguttmann/minigolf-2000
- Version: 20260121024718
- Stars: 0
- Forks: 0
- Last Updated: 2026-02-06
- Source: https://github.com/mguttmann/minigolf-2000
- Web: https://mule.run/skillshub/@@mguttmann/minigolf-2000~data-quality-framework:20260121024718

---

---
name: data-quality-framework
description: Framework for ensuring data quality
---

# Data Quality Framework

## Dimensions

| Dimension | Description | Measure |
|-----------|-------------|---------|
| Accuracy | Data reflects reality | Error rate |
| Completeness | No missing values | Fill rate |
| Consistency | Same across sources | Match rate |
| Timeliness | Current and available | Freshness |
| Validity | Conforms to rules | Pass rate |

## Quality Checks

### Schema Validation
- Data types correct
- Required fields present
- Constraints met

### Business Rules
- Values in valid ranges
- Referential integrity
- Custom validations

### Anomaly Detection
- Outlier detection
- Trend analysis
- Volume monitoring

## Quality Pipeline
```
Source -> Validation -> Cleansing -> Quality Score -> Alert
```

## Metrics
- Quality score: 0-100
- Threshold: 95%
- Alert on degradation