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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Pattern Analysis | 10–15% | - Interpret pattern discovery results - Identify clusters and segments |
| Topic 2: Building Predictive Models | 35–40% | - Build models using decision trees - Build models using regression techniques - Understand predictive modeling concepts - Build models using neural networks |
| Topic 3: Data Sources | 20–25% | - Create data sources from SAS tables - Modify and prepare source data for modeling - Explore and assess data sources |
| Topic 4: Predictive Model Assessment and Implementation | 25–30% | - Score and deploy models - Evaluate performance via profit/loss and comparison - Adjust for oversampling and sampling methods - Apply appropriate fit statistics |
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