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Model Maintenance and Governance

Recent Discussions

Re-Run Seasonal Profiles After Major Data Restatements
1. Abstract Significant historical data restatements can invalidate previously calculated seasonal profiles. Re-running seasonal profiles after major revisions ensures that seasonal adjustments continue to reflect the true recurring patterns in the data. 2. Context Apply this best practice whenever a data source undergoes…
Monitor Residual Drift Over Time
1. Abstract Residuals reveal how well a model explains observed data. Monitoring residual drift over time helps detect emerging structural change, missing drivers, or weakening relationships before forecast performance deteriorates. 2. Context Apply this best practice during periodic model reviews, particularly for models…
Evaluate Model Health Regularly
1. Abstract Regular model health checks help identify performance drift early and ensure forecasts remain aligned with current business realities. 2. Context Use this best practice during scheduled reviews (for example, quarterly) or when significant business, market, or data changes occur. 3. Content 3.1 Why It Matters…

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