Predictive Risk Analyst Agent

The Risk Analyst Agent implements predictive models for multiple risk types: writeoff_risk, compliance_risk, client_risk, and performance_risk. It calculates risk scores (0-1) with confidence intervals for entities including partners, matters, clients, and practice groups. Each prediction includes quantified financial impact (e.g., '$93,000 potential write-off in 30 days') and recommended actions (e.g., 'Schedule partner review, implement prebill checkpoint'). The agent achieves 91% confidence on risk predictions through ensemble model validation.