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SASInstitute A00-240 Exam Syllabus Topics:
| Topic | Details |
|---|
| Topic 1 | - Model selection and validation using training and validation data
- Perform ANOVA post hoc test to evaluate treatment effect
|
| Topic 2 | - Analyze differences between population means using the GLM and TTEST procedures
- Assess classifier performance using the confusion matrix
|
| Topic 3 | - Analyze the output of the REG, PLM, and GLM procedures for multiple linear regression models
- Improve the predictive power of categorical inputs
|
| Topic 4 | - Create and interpret graphs (ROC, lift, and gains charts) for model comparison and selection
- Use the REG or GLMSELECT procedure to perform model selection
|
| Topic 5 | - Apply the principles of honest assessment to model performance measurement
- Optimize model performance through input selection
|
| Topic 6 | - Screen variables for non-linearity using empirical logit plots
- Score new data sets using the LOGISTIC and PLM procedures
|
| Topic 7 | - Assess the validity of a given regression model through the use of diagnostic and residual analysis
- Prepare Inputs for Predictive Model Performance
|
| Topic 8 | - Establish effective decision cut-off values for scoring
- Fit a multiple linear regression model using the REG and GLM procedures
|
Reference: https://www.sas.com/en_us/certification/credentials/advanced-analytics/statistical-business-analyst.html
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