Market Drift Monitor Skill

This skill provides specialized procedures for auditing lead intelligence data quality and detecting market drift in real estate lead generation performance. It leverages the logic from the EnhancedLeadScoringService to identify shifts in lead behavior and source effectiveness.

Core Audit Procedures

1. Source Quality Distribution Audit

Monitor the distribution of lead sources and their relative quality scores to detect if high-performing channels are degrading.

Key Metrics:

• Source Mix: Percentage distribution across LeadSourceType (REFERRAL, ORGANIC_SEARCH, PAID_SEARCH, etc.).
• Quality Velocity: Change in average source_quality_score over a 30-day window.
• Attribution Gap: Ratio of UNKNOWN sources vs. trackable sources.