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SASInstitute Modeling Using SAS Visual Statistics Sample Questions:

1. In the below linear regression results display, where would you click to access the parameter estimates?

2. Your data contains a column for Country that contains 350 unique values. There are multiple entries for some countries (Japan, JPN, japan, etc.). You want a unique value for each country.
Which is the most efficient way to correct inconsistent values?

A) Create a Custom Category that combines all the variations of a country into one.
B) Create a data source filter to suppress the incorrect variations of a country.
C) Create a visualization filter to suppress the incorrect variations of a country.
D) Create a calculated item using a Boolean IF...ELSE statement that changes the incorrect variations.

3. When investigating leaf nodes in a decision tree, what does it reveal about the data?

A) The class labels assigned to each leaf node
B) The decision rules leading to each leaf node
C) The statistical significance of each leaf node
D) The feature values associated with each leaf node

4. Explain what an icicle plot represents in decision tree analysis.

A) It visualizes the distribution of data points in each leaf node.
B) It shows the feature importance for each variable in the tree.
C) It displays the hierarchical structure of the decision tree.
D) It summarizes the performance metrics of the decision tree.

5. When examining the Fit Summary for group-by models, what can you analyze to evaluate the model fit?

A) R-squared value
B) AIC (Akaike Information Criterion)
C) BIC (Bayesian Information Criterion)
D) p-value for the group-by variable

Solutions: