Quality Scoring Implementation

Implement data quality scoring features for Vibe Piper validation module.

Overview

This skill provides comprehensive data quality assessment with 0-100 scale scoring across five dimensions: completeness, accuracy, uniqueness, consistency, and timeliness.

When To Use

• User requests implementation of data quality scoring features
• Ticket requires quality score calculation, multi-dimensional assessment, historical trend tracking, threshold alerts, or improvement recommendations

Architecture

Core Components