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| Section | Weight | Objectives |
|---|---|---|
| Building and Assessing Segmentation Models | 28% | - Analyze and interpret cluster results - Assess and interpret decision tree performance - Perform supervised segmentation using decision trees - Perform unsupervised segmentation using cluster analysis |
| Building and Assessing Regression-type Models | 41% | - Perform nonparametric logistic regression modeling - Perform generalized linear regression modeling - Assess model fit and diagnostics - Perform linear regression modeling - Perform generalized additive modeling - Explain concepts of linear models |
| SAS Visual Statistics Cross-functional Tasks | 22% | - Filter data used for a model - Prepare data using SAS Visual Analytics - Use interactive group-by functionality - Perform model validation |
| Model Comparison and Scoring | 9% | - Compare multiple models using fit statistics - Apply models to score new data |
1. What is the primary purpose of assigning variable roles in linear regression?
A) To determine the level of significance for each variable
B) To determine the order in which variables are entered into the model
C) To specify which variables are categorical and which are continuous
D) To indicate which variables are predictors and which are responses
2. What does it mean to create dummy variables in SAS Visual Data Builder?
A) Generating artificial data points
B) Replacing missing values with zeros
C) Converting categorical variables into binary variables
D) Aggregating multiple measures into one variable
3. When examining the Fit Summary for group-by models, what can you analyze to evaluate the model fit?
A) AIC (Akaike Information Criterion)
B) p-value for the group-by variable
C) R-squared value
D) BIC (Bayesian Information Criterion)
4. In SAS Visual Statistics, how can you use a derived cluster ID variable in another visualization?
A) By linking it to a table in a database
B) By embedding it within a scatter plot
C) By including it as a dimension in a new visualization
D) By exporting it as a separate dataset
5. Which equation does NOT represent a linear model? Note: bi are parameters and Xi are variables.
A) y = b0 + b1X1 + (b2/b1)X2
B) y = b0 + b1X1 + b2X2
C) y = b0 + b1X1 + b2X1 3
D) y = b0 + b1X1 + b2X2 + b3(X1X2)
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: C | Question # 3 Answer: A,C,D | Question # 4 Answer: C | Question # 5 Answer: A |
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