Topics of A00-240: Statistical Business Analysis Using SAS®9:Regression and Modeling Exam
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1. ANOVA - 10%
- Verify the assumptions of ANOVA
- Detect and analyze interactions between factors
- Perform ANOVA post hoc test to evaluate treatment effect
- Analyze differences between population means using the GLM and TTEST procedures
2. Linear Regression - 20%
- Assess the validity of a given regression model through the use of diagnostic and residual analysis
- Analyze the output of the REG, PLM, and GLM procedures for multiple linear regression models
- 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
- Perform logistic regression with the LOGISTIC procedure
- Score new data sets using the LOGISTIC and PLM procedures
- Interpret the output of the LOGISTIC procedure
4. Prepare Inputs for Predictive Model Performance - 20%
- Improve the predictive power of categorical inputs
- Identify the potential challenges when preparing input data for a model
- 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
5. Measure Model Performance - 25%
- Assess classifier performance using the confusion matrix
- 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
- Create and interpret graphs (ROC, lift, and gains charts) for model comparison and selection
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A00-240: Statistical Business Analysis Using SAS®9:Regression and Modeling Certified Professional salary
The average salary of a A00-240: Statistical Business Analysis Using SAS®9:Regression and Modeling Certified Expert in
- India - 8,42,327 INR
- England - 46,632 POUND
- Europe - 45,347 EURO
- United State - 70,247 USD
SASInstitute A00-240 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Multiple Regression | - Model building and selection - Interaction effects - Multicollinearity diagnostics |
| Topic 2: Model Diagnostics and Validation | - Goodness-of-fit measures - Influence and leverage |
| Topic 3: Simple Linear Regression | - Residual analysis - Estimation and inference - Model assumptions and interpretation |
| Topic 4: Logistic Regression | - Model fit and diagnostics - Binary logistic regression |
| Topic 5: ANOVA and General Linear Models | - GLM procedures in SAS - One-way and multi-way ANOVA |
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