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NEW QUESTION # 18
Refer to the fit summary from SAS Visual Statisitcs in the exhibit below.
What can be concluded from the fit summary?
- A. Customer Value Level is not a significant predictor in this model.
- B. Customer Value Level C has no important variables associated with it.
- C. Average Sales is an important predictor when Customer Value Level = C.
- D. Average Sales is a significant predictor when Customer Value Level = E.
Answer: D
NEW QUESTION # 19
When performing decision tree analysis in SAS Visual Statistics, how does the property setting for
"include missing" modify the usage of missing values within categorical discrete predictors?
- A. assigns the smallest available machine value
- B. imputes the median of the predictor's known values
- C. assigns its own level
- D. imputes the mean of the predictor's known values
Answer: C
NEW QUESTION # 20
When modeling binary outcomes in a generalized linear model, which distribution and link function combination is commonly used?
- A. Exponential distribution with a square root link function
- B. Binomial distribution with a logit link function
- C. Poisson distribution with a log link function
- D. Normal distribution with an identity link function
Answer: B
NEW QUESTION # 21
When implementing score code in SAS Enterprise Guide, which step is typically involved in the process?
- A. Running a SQL query to generate predictions
- B. Opening the code file and manually executing it
- C. Dragging and dropping the score code file into the project
- D. Converting the code to a macro for automation
Answer: B,C
NEW QUESTION # 22
Given a scenario where the response variable represents the time until an event occurs, what distribution and link function might be appropriate for modeling?
- A. Poisson distribution with a log link function
- B. Logistic distribution with a logit link function
- C. Exponential distribution with a log link function
- D. Normal distribution with an identity link function
Answer: C
NEW QUESTION # 23
What is the primary purpose of choosing an appropriate distribution in a generalized linear model?
- A. To control the significance level of predictor variables
- B. To determine the number of predictors in the model
- C. To accurately reflect the nature of the response variable's distribution
- D. To simplify the model's mathematical formulation
Answer: C
NEW QUESTION # 24
Which of the following criteria are commonly used for pruning a decision tree?
- A. Maximum tree height
- B. Maximum depth
- C. Maximum leaf nodes
- D. Minimum split count
Answer: B,C,D
NEW QUESTION # 25
What is the purpose of setting Parallel Coordinate properties for a cluster in SAS Visual Statistics?
- A. To create a scatter plot of data points
- B. To assign labels to the cluster's variables
- C. To determine the cluster's centroid
- D. To visualize the distribution of data within the cluster
Answer: D
NEW QUESTION # 26
In group-by modeling, when is the p-value for the group-by variable considered significant?
- A. When the p-value is less than 0.01
- B. When the p-value is less than 0.05
- C. When the p-value is exactly 0.05
- D. When the p-value is greater than 0.05
Answer: A,B
NEW QUESTION # 27
In linear regression modeling, what roles are typically assigned to variables?
- A. Input, Target, and Nominal
- B. Dependent, Independent, and Categorical
- C. Predictor, Response, and Interaction
- D. Intercept, Slope, and Error
Answer: B
NEW QUESTION # 28
You want to build a model that predicts whether a customer will default on a loan assuming an underlying binomial distribution.
Which model within SAS Visual Statistics would you use?
- A. logistic regression model using the Logit link function
- B. logistic regression model using the Probit link function
- C. logistic regression model using the Tobit link function
- D. generalized linear model using the binomial distribution and the log link function
Answer: A
NEW QUESTION # 29
Refer to the exhibit:
What does the Residual Plot from a linear regression model reveal?
- A. It suggests the error variance is constant.
- B. There is an approximately equal number of positive and negative residuals.
- C. It suggests the errors are uncorrelated.
- D. The model is not capturing all of the available signals in the data.
Answer: D
NEW QUESTION # 30
An analyst wants to limit data to a certain demographic and build a decision tree model.
Which approach should the analyst take?
- A. Create an SQL query from the filters tab.
- B. Create a new ranks variable on age and sort descending on that variable.
- C. Create a new data hierarchy.
- D. Create a report filter.
Answer: D
NEW QUESTION # 31
What is the primary purpose of reviewing the residual plot in linear regression analysis?
- A. To detect outliers in the predictor variables
- B. To calculate the coefficient of determination (R-squared)
- C. To determine the p-value associated with the response variable
- D. To assess the linearity assumption and identify potential issues
Answer: D
NEW QUESTION # 32
Which statement is TRUE regarding a generalized additive model (GAM) in SAS Visual Analytics?
- A. A larger maximum degrees of freedom for the univariate spline term enforces a less complex fit.
- B. GAM assumes a strict linear relationship between the predictors and the response function.
- C. The roughness penalty controls the balance between goodness of fit and the roughness of the spline curve.
- D. Specification of a spline effect is optional.
Answer: C
NEW QUESTION # 33
How can you derive a leaf ID for use in other models or analyses based on a decision tree?
- A. By extracting the node IDs of all leaf nodes
- B. By applying a clustering algorithm to leaf node values
- C. By calculating the distance between data points and leaf nodes
- D. By concatenating the decision rules leading to a leaf node
Answer: A
NEW QUESTION # 34
You want to use a generalized linear model to predict donation amount from a set of demographics predictors. Donation amount is known to be right-skewed, with many non-donors (donation amount = 0).
Which settings in the Generalized Linear Model task are most appropriate for modeling this response?
- A.

- B.

- C.

- D.

Answer: C
NEW QUESTION # 35
When interpreting a Misclassification plot in model comparison, what does it typically show?
- A. The relationship between two predictor variables
- B. The distribution of the response variable
- C. The trade-off between false positives and false negatives at different thresholds
- D. The performance of models in terms of AUC
Answer: C
NEW QUESTION # 36
Refer to the exhibit:
A cluster has been created with four variables selected on the roles tab.
Select the set of Parallel Coordinates Properties that would display the image in the exhibit.
- A.

- B.

- C.

- D.

Answer: B
NEW QUESTION # 37
When interpreting an Influence plot, what does it typically show?
- A. The interaction between two predictor variables
- B. The effect of each predictor variable on the response
- C. The relationship between the response variable and the intercept term
- D. The distribution of residuals in the model
Answer: B
NEW QUESTION # 38
Which SAS tool is suitable for creating complex data manipulation and transformation workflows in a visual interface?
- A. SAS Visual Data Builder
- B. SAS Visual Analytics
- C. SAS Studio
- D. SAS Enterprise Guide
Answer: A
NEW QUESTION # 39
When investigating leaf nodes in a decision tree, what does it reveal about the data?
- A. The feature values associated with each leaf node
- B. The class labels assigned to each leaf node
- C. The statistical significance of each leaf node
- D. The decision rules leading to each leaf node
Answer: A,B,D
NEW QUESTION # 40
You would like to build a cluster analysis using several variables related to demographics. You noticed that the variable Inferred HH Education is a nominal variable with values of "High School Grad",
"College Grad", etc.
Which action allows you to incorporate this variable in the cluster analysis without returning a warning?
- A.

- B.

- C.

- D.

Answer: D
NEW QUESTION # 41
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