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1. ANOVA - 10%

• Analyze differences between population means using the GLM and TTEST procedures
• Verify the assumptions of ANOVA
• Detect and analyze interactions between factors
• Perform ANOVA post hoc test to evaluate treatment effect

2. Linear Regression - 20%

• Fit a multiple linear regression model using the REG and GLM procedures
• Assess the validity of a given regression model through the use of diagnostic and residual analysis
• Use the REG or GLMSELECT procedure to perform model selection
• Analyze the output of the REG, PLM, and GLM procedures for multiple linear regression models

3. Logistic Regression - 25%

• Score new data sets using the LOGISTIC and PLM procedures
• Perform logistic regression with the LOGISTIC procedure
• Interpret the output of the LOGISTIC procedure
• Optimize model performance through input selection

4. Prepare Inputs for Predictive Model Performance - 20%

• Improve the predictive power of categorical inputs
• Screen variables for irrelevance and non-linear association using the CORR procedure
• Identify the potential challenges when preparing input data for a model
• Use the DATA step to manipulate data with loops, arrays, conditional statements and functions
• Screen variables for non-linearity using empirical logit plots

5. Measure Model Performance - 25%

• Create and interpret graphs (ROC, lift, and gains charts) for model comparison and selection
• Establish effective decision cut-off values for scoring
• Model selection and validation using training and validation data
• Apply the principles of honest assessment to model performance measurement
• Assess classifier performance using the confusion matrix

Reference: https://www.sas.com/en_us/certification/credentials/advanced-analytics/statistical-business-analyst.html

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