SASInstitute A00-240 Exam Collection - SAS Certified Statistical Business Analyst Using SAS 9: Regression and Modeling Credential

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SASInstitute A00-240 Exam Syllabus Topics:

SectionWeightObjectives
Logistic Regression25%- Score new datasets with LOGISTIC and PLM
- Select and optimize input variables
- Interpret odds ratios and model coefficients
- Build models using PROC LOGISTIC
Prepare Inputs for Predictive Modeling20%- Transform categorical variables
- Screen variables with CORR procedure and empirical logit plots
- Identify data preparation challenges
- Manipulate data using DATA step
Measure and Evaluate Model Performance25%- Apply honest assessment principles
- Use confusion matrices and classification metrics
- Determine optimal decision cut-off values
- Validate models with training/validation data
- Create and interpret ROC, lift, and gains charts
Analysis of Variance (ANOVA)10%- Use PROC GLM for ANOVA
- Analyze factor interactions
- Perform post-hoc tests
- Assess ANOVA assumptions
Linear Regression20%- Interpret REG, GLM, and PLM procedure output
- Fit multiple linear regression models
- Perform model selection with GLMSELECT
- Conduct residual and diagnostic analysis

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