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| Section | Weight | Objectives |
|---|
| Prepare Inputs for Predictive Modeling | 20% | - Identify data preparation challenges - Manipulate data using DATA step - Screen variables with CORR procedure and empirical logit plots - Transform categorical variables
|
| Logistic Regression | 25% | - Select and optimize input variables - Interpret odds ratios and model coefficients - Build models using PROC LOGISTIC - Score new datasets with LOGISTIC and PLM
|
| Analysis of Variance (ANOVA) | 10% | - Assess ANOVA assumptions - Perform post-hoc tests - Use PROC GLM for ANOVA - Analyze factor interactions
|
| Measure and Evaluate Model Performance | 25% | - Apply honest assessment principles - Create and interpret ROC, lift, and gains charts - Validate models with training/validation data - Determine optimal decision cut-off values - Use confusion matrices and classification metrics
|
| Linear Regression | 20% | - Fit multiple linear regression models - Interpret REG, GLM, and PLM procedure output - Perform model selection with GLMSELECT - Conduct residual and diagnostic analysis
|
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SASInstitute SAS Certified Statistical Business Analyst Using SAS 9: Regression and Modeling Credential Sample Questions (Q15-Q20):
NEW QUESTION # 15
Which SAS program will correctly use backward elimination selection criterion within the REG procedure?

- A. Option C
- B. Option D
- C. Option A
- D. Option B
Answer: D
NEW QUESTION # 16
Refer to the exhibit:

SAS output from the RSQUARE selection method, within the REG procedure, is shown. The top two models in each subset are given.
Based on the exhibit, which statement is true?
- A. The AIC champion model is more parsimonious than the SBC champion.
- B. The R-Square champion model is the most parsimonious.
- C. Adjusted R-Square and R-Square agree on the champion model.
- D. The SBC champion model is more parsimonious than the AIC champion.
Answer: D
NEW QUESTION # 17
This question will ask you to provide a missing option. Given the following SAS program:

What option must be added to the program to obtain a data set containing Pearson statistics?
- A. OUTP=estimates
- B. OUTPUT=estimates
- C. OUTSTAT=estimates
- D. OUTCORR=estimates
Answer: A
NEW QUESTION # 18
The selection criterion used in the forward selection method in the REG procedure is:
- A. SLE
- B. AIC
- C. Adjusted R-Square
- D. Mallows' Cp
Answer: A
NEW QUESTION # 19
Refer to the confusion matrix:

Calculate the accuracy and error rate (0 - negative outcome, 1 - positive outcome)
- A. Accuracy = 83/102, Error Rate = 67/102
- B. Accuracy = 58/102, Error Rate = 23/48
- C. Accuracy = 25/150, Error Rate = 44/150
- D. Accuracy = 83/150, Error Rate = 67/150
Answer: B
NEW QUESTION # 20
......
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