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Predictive Modeling Using Logistic Regression Statistics 1: Introduction to ANOVA, Regression, and Logistic Regression
Introduction to A00-240: Statistical Business Analysis Using SAS®9:Regression and Modeling Exam
According to SAS, SAS® Certified Statistical Business Analyst for SAS®9 this credentials signifies the upper echelon of SAS programmers who demonstrate a high level of proficiency in SAS® programming expertise.
A00-240: Statistical Business Analysis Using SAS®9:Regression and Modeling Exam is a certification exam that is conducted by Google to validates candidate knowledge and skills of working as a Statistical Business Analyst in the Company.
A00-240: Statistical Business Analysis Using SAS®9:Regression and Modeling exam covers the basic and advanced concepts of variance analysis, linear and logistic regression, preparing inputs for predictive models and measuring model performance.
After passing this exam, candidates get a certificate from SAS that helps them to demonstrate their proficiency in A00-240: Statistical Business Analysis Using SAS®9:Regression and Modeling to their clients and employers.
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SASInstitute A00-240 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Prepare Inputs for Predictive Modeling | 20% | - Manipulate data using DATA step - Screen variables with CORR procedure and empirical logit plots - Transform categorical variables - Identify data preparation challenges |
| Topic 2: Measure and Evaluate Model Performance | 25% | - Create and interpret ROC, lift, and gains charts - Apply honest assessment principles - Use confusion matrices and classification metrics - Validate models with training/validation data - Determine optimal decision cut-off values |
| Topic 3: Linear Regression | 20% | - Interpret REG, GLM, and PLM procedure output - Perform model selection with GLMSELECT - Conduct residual and diagnostic analysis - Fit multiple linear regression models |
| Topic 4: Analysis of Variance (ANOVA) | 10% | - Analyze factor interactions - Use PROC GLM for ANOVA - Assess ANOVA assumptions - Perform post-hoc tests |
| Topic 5: Logistic Regression | 25% | - Select and optimize input variables - Score new datasets with LOGISTIC and PLM - Build models using PROC LOGISTIC - Interpret odds ratios and model coefficients |
