Expertise

Workforce strategy built around business outcomes — not just queue volume.

Forecasting, scheduling, and operational design that schedules to resolution, cost, and experience — not headcount-to-volume ratios.

$110K+Annual workforce savings
−3,677 hrsOvertime eliminated
−37.21%Staff hours reduction
+32.79%Service level improvement
How I work in this space

Workforce Strategy — what I actually do.

Outcome-Based WFM

Move beyond volume × AHT. Forecast resolution and cost, eliminate failure demand at the source, and schedule to the business outcome.

AI-Augmented Forecasting

Use AI to model what the queue should look like — not just what it is. Reshape the operating model, don't just bump forecast accuracy a few points.

Operational Redesign

Restructure schedule architecture, intraday management, and aux discipline so the schedule produces P&L outcomes, not just SLA hits.

Cross-Functional Ownership

Make WFM accountable to revenue, retention, and unit economics — not just to a service-level target on a dashboard.

Executive POV
Traditional WFM forecasts a problem and staffs to it. Outcome-based WFM asks whether that demand should have existed at all — then schedules the business you want, not the queue you have.