"In a 2021 study, historical-data Monte Carlo effort forecasts had MMRE of 20 percent across five runs versus 134 percent for available developer estimates."
The study provides direct evidence that workflow-based historical forecasting can outperform developer estimates in some settings, although the direct effort comparison covered only five simulation runs.
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