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| Section | Weight | Objectives |
|---|
| Linear Regression | 20% | - Interpret REG, GLM, and PLM procedure output - Conduct residual and diagnostic analysis - Perform model selection with GLMSELECT - Fit multiple linear regression models
|
| Logistic Regression | 25% | - Interpret odds ratios and model coefficients - Build models using PROC LOGISTIC - Select and optimize input variables - Score new datasets with LOGISTIC and PLM
|
| Prepare Inputs for Predictive Modeling | 20% | - Screen variables with CORR procedure and empirical logit plots - Manipulate data using DATA step - Identify data preparation challenges - Transform categorical variables
|
| Measure and Evaluate Model Performance | 25% | - Apply honest assessment principles - Determine optimal decision cut-off values - Validate models with training/validation data - Create and interpret ROC, lift, and gains charts - Use confusion matrices and classification metrics
|
| Analysis of Variance (ANOVA) | 10% | - Perform post-hoc tests - Assess ANOVA assumptions - Analyze factor interactions - Use PROC GLM for ANOVA
|
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SASInstitute SAS Certified Statistical Business Analyst Using SAS 9: Regression and Modeling Credential Sample Questions (Q29-Q34):
NEW QUESTION # 29
Customers were surveyed to assess their intent to purchase a product. An analyst divided the customers into groups defined by the company's pre-assigned market segments and tested for difference in the customers' average intent to purchase. The following is the output from the GLM procedure:

What percentage of customers' intent to purchase is explained by market segment?
Click the calculator button to display a calculator if needed.
- A. 65%
- B. <0.01%
- C. 35%
- D. 76%
Answer: D
NEW QUESTION # 30
Spearman statistics in the CORR procedure are useful for screening for irrelevant variables by investigating the association between which function of the input variables?
- A. Logit link (log (p/1-p))
- B. Rank-ordered values of the variables
- C. Concordant and discordant pairs of ranked observations
- D. Weighted sum of chi-square statistics for 2x2 tables
Answer: B
NEW QUESTION # 31
An analyst fits a logistic regression model to predict whether or not a client will default on a loan. One of the predictors in the model is agent, and each agent serves 15-20 clients each. The model fails to converge. The analyst prints the summarized data, showing the number of defaulted loans per agent. See the partial output below:

What is the most likely reason that the model fails to converge?
- A. There are too many observations in the data.
- B. There are missing values in the data.
- C. There is quasi-complete separation in the data.
- D. There is collinearity among the predictors.
Answer: C
NEW QUESTION # 32
Spearman statistics in the CORR procedure are useful for screening for irrelevant variables by investigating the association between which function of the input variables?
- A. Rank-ordered values of the variables
- B. Concordant and discordant pairs of ranked observations
- C. Weighted sum of chi-square statistics for 2x2 tables
- D. Logit link (log(p/1-p))
Answer: A
NEW QUESTION # 33
Refer to the lift chart: At a depth of 0.1, Lift = 3.14. What does this mean?

- A. Selecting the top 10% of the population scored by the model should result in 3.14 timesgreater accuracy than a random draw of 10%.
- B. Selecting the observations with a response probability of at least 10% should result in 3.14 times more events than a random draw of 10%.
- C. Selecting the observations with a response probability of atleast 10% should result in 3.14times greater accuracy than a random draw of 10%.
- D. Selecting the top 10% of the population scored by the model should result in 3.14 times more events than a random draw of 10%.
Answer: D
NEW QUESTION # 34
......
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