At Ping Identity, I direct the CX Business Intelligence & Data Analytics team, partnering with Customer Success leadership on renewal forecasting, QBRs, and predictive analytics for a $400M renewals portfolio. Custom churn and renewal models raised forecast accuracy from 80% to 95%, while early-warning signals flagged $70M of at-risk ARR and supported interventions that saved $20M.
Previously, I led global operations for VMware Consulting across a 100+ member organization, supporting growth from $400M to $1.3B. I also shaped the analytics function’s KPI frameworks, bringing insights on pipeline, bookings, margins, utilization, and revenue realization into leadership decisions.

