Topics of A00-240: Statistical Business Analysis Using SAS®9:Regression and Modeling Exam

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1. ANOVA - 10%

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

2. Linear Regression - 20%

• Analyze the output of the REG, PLM, and GLM procedures for multiple linear regression models
• 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
• Fit a multiple linear regression model using the REG and GLM procedures

3. Logistic Regression - 25%

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

4. Prepare Inputs for Predictive Model Performance - 20%

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

5. Measure Model Performance - 25%

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

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

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