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| Section | Objectives |
|---|
| Logistic Regression | - Model fit and diagnostics - Binary logistic regression
|
| Multiple Regression | - Interaction effects - Multicollinearity diagnostics - Model building and selection
|
| Simple Linear Regression | - Estimation and inference - Residual analysis - Model assumptions and interpretation
|
| Model Diagnostics and Validation | - Influence and leverage - Goodness-of-fit measures
|
| ANOVA and General Linear Models | - One-way and multi-way ANOVA - GLM procedures in SAS
|
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SASInstitute SAS Certified Statistical Business Analyst Using SAS 9: Regression and Modeling Credential Sample Questions (Q54-Q59):
NEW QUESTION # 54
The PROC LOGISTIC options SELECTION=SCORE and BEST=2 are used in a MODEL statement to generate a series of predictive models. The models are assigned numbers in order from 1 to 99 reflecting the fact that there are 50 candidate input variables. Results from the collection of derived models are used to generate the following plot of overall average profit by model number. Results are restricted to models with at least 9 inputs and at most 40 inputs.

The maximum value for the training data occurs for model number 46, and the maximum value for the validation data occurs for model number 43.
If you base model selection solely on overall average profit, what is the correct choice?
- A. Select model 21
- B. Select model 45
- C. Select model 46
- D. Select model 43
Answer: D
NEW QUESTION # 55
Refer to the exhibit.

These graphs were created using the GLM procedure with the plots(only)=diagnostics option.
Which plot do you use to identify influential observations?
- A. Cook's D by Observation
- B. Fit - Mean and Residual Plot
- C. Residual by Quantile
- D. Residual by Predicted
Answer: A
NEW QUESTION # 56
Refer to the following odds ratio table:

What is a correct interpretation of the estimate?
- A. The odds of the event are 1.142 greater for each one dollar increase in salary.
- B. The probability of the event is 1.142 greater for each one thousand dollar increase in salary.
- C. The odds of the event are 1.142 greater for each one thousand dollar increase in salary.
- D. The probability of the event is 1.142 greater for each one dollar increase in salary.
Answer: C
NEW QUESTION # 57
Refer to the exhibit:

On the Gains Chart, what is the correct interpretation of the horizontal reference line?
- A. the probability of a false positive
- B. the prior event rate
- C. the probability of a false negative
- D. the proportion of cases that cannot be classified
Answer: C
NEW QUESTION # 58
A marketing manager attempts to determine those customers most likely to purchase additional products as the result of a nation-wide marketing campaign.
The manager possesses a historical dataset (CAMPAIGN) of a similar campaign from last year.
It has the following characteristics:
* Target variable Respond (0, 1)
* Continuous predictor Income
* Categorical predictor Homeowner(Y, N)
Which SAS program performs this analysis?

- A. Option B
- B. Option D
- C. Option A
- D. Option C
Answer: C
NEW QUESTION # 59
......
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