Jack Woollams
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Synthetic interactive demo

PACE Productivity Impact Simulator

Adjust a synthetic transition scenario to see why raw productivity movement can mislead executives when demand, FTE, ramp-up, complexity, seasonality, and outliers are not controlled.

Synthetic data notice: This simulator is illustrative only. It uses generated assumptions and is not connected to Salesforce/PACE, NDIA, CBA, ART, or any client/internal system.

Scenario inputs

Raw productivity estimate 59
Adjusted productivity estimate 69.2
Raw decline 18%
Adjusted decline 3.9%

Synthetic, illustrative productivity trend

Recovery trend

Difference between raw and adjusted result: 14.1 percentage points.

Synthetic productivity recovery trend Synthetic trend showing estimated productivity recovery over eight weeks after transition.

Interpretation warning

Raw post-transition productivity should not be treated as a stable baseline because the scenario includes ramp-up or outlier controls.

Executive summary

Raw productivity suggests a decline of 18%. After adjusting for FTE, demand, ramp-up period, work type complexity, seasonality, and outlier treatment, the estimated impact is closer to 3.9%. This indicates the first 4 weeks should not be treated as a stable performance baseline.