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| Section | Weight | Objectives |
|---|
| Prepare Inputs for Predictive Modeling | 20% | - Identify data preparation challenges - Transform categorical variables - Screen variables with CORR procedure and empirical logit plots - Manipulate data using DATA step
|
| Analysis of Variance (ANOVA) | 10% | - Perform post-hoc tests - Assess ANOVA assumptions - Use PROC GLM for ANOVA - Analyze factor interactions
|
| Logistic Regression | 25% | - Build models using PROC LOGISTIC - Score new datasets with LOGISTIC and PLM - Interpret odds ratios and model coefficients - Select and optimize input variables
|
| Linear Regression | 20% | - Conduct residual and diagnostic analysis - Fit multiple linear regression models - Perform model selection with GLMSELECT - Interpret REG, GLM, and PLM procedure output
|
| Measure and Evaluate Model Performance | 25% | - Validate models with training/validation data - Apply honest assessment principles - Determine optimal decision cut-off values - Use confusion matrices and classification metrics - Create and interpret ROC, lift, and gains charts
|
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SASInstitute SAS Certified Statistical Business Analyst Using SAS 9: Regression and Modeling Credential Sample Questions (Q10-Q15):
NEW QUESTION # 10
The total modeling data has been split into training, validation, and test data. What is the best data to use for model assessment?
- A. Training data
- B. Test data
- C. Total data
- D. Validation data
Answer: D
NEW QUESTION # 11
What does the Pearson product moment correlation coefficient measure?
- A. linear and nonmonotonic association between two variables
- B. nonlinear and monotonic association between two variables
- C. linear and monotonic association between two variables
- D. nonlinear and nonmonotonic association between two variables
Answer: C
NEW QUESTION # 12
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. OUTCORR=estimates
- B. OUTPUT=estimates
- C. OUTP=estimates
- D. OUTSTAT=estimates
Answer: C
NEW QUESTION # 13
A researcher has several variables that could be possible predictors for the final model. There is interest in checking all 2-way interactions for possible entry to the model. The researcher has decided to use forward selection within PROC LOGISTIC. Fill in the missing code option that will ensure that all 2-way interactions will be considered for entry.

- A. include = 5
- B. start = 5
- C. start = 4
- D. include = 4
Answer: A
NEW QUESTION # 14
Which statistic is based on the maximum vertical distance between the primary event EDF and the secondary event EDF?
- A. KS
- B. Brier Score
- C. Max EDF
- D. SBC
Answer: D
Explanation:
Explanation/Reference:
NEW QUESTION # 15
......
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