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SASInstitute A00-255 Exam Overview:

Certification Vendor:SAS Institute
Exam Name:SAS Predictive Modeling Using SAS Enterprise Miner 14
Exam Number:A00-255
Exam Duration:165 minutes
Available Languages:English
Exam Price:USD 250
Passing Score:725/1000
Exam Format:Performance-based, Multiple-choice, Short-answer
Real Exam Qty:55-60
Certificate Validity Period:No expiration
Related Certifications:SAS Certified Data Scientist
SAS Certified Predictive Modeler Using SAS Enterprise Miner 14
SAS Certified Advanced Analytics Professional
Sample Questions:SASInstitute A00-255 Sample Questions
Exam Way:Computer-based exam delivered through Pearson VUE testing centers and online proctored testing.
Pre Condition:No mandatory prerequisite. Candidates should have hands-on experience with SAS Enterprise Miner and predictive modeling concepts.
Official Syllabus URL:https://www.sas.com/en_us/certification/credentials/advanced-analytics/predictive-modeler.html

SASInstitute A00-255 Exam Syllabus Topics:

SectionWeightObjectives
Predictive Model Assessment and Implementation25-30%- Model Evaluation
  • 1. Compare models using Model Comparison node
  • 2. Assess model performance using profit and loss information
  • 3. Use decision processing for oversampling adjustment
  • 4. Select appropriate fit statistics
- Model Deployment
  • 1. Score data sets within Enterprise Miner
Building Predictive Models35-40%- Model Development
  • 1. Build neural network models
  • 2. Build decision tree models
  • 3. Describe predictive modeling concepts and terminology
  • 4. Build regression models
Data Sources20-25%- Create and Explore Data Sources
  • 1. Explore and assess data sources
  • 2. Create data sources from SAS tables in Enterprise Miner
- Prepare Source Data
  • 1. Modify source data
  • 2. Prepare data for predictive modeling
Pattern Analysis10-15%- Segmentation and Association Analysis
  • 1. Perform sequence analysis and market basket analysis
  • 2. Perform association analysis
  • 3. Identify clusters using Cluster and Segment Profile nodes

SASInstitute SAS Predictive Modeling Using SAS Enterprise Miner 14 Sample Questions:

Question 1

Open the diagram labeled Practice A within the project labeled Practice A. Perform the following in SAS Enterprise Miner:

1. Set the Clustering method to Average.
2. Run the Cluster node.
What is the Importance statistic for MTGBal (Mortgage Balance)?
Response:

A. 0.60485
B. 0.42667
C. 0.42541
D. 0.32959


Question 2

Perform this task using SAS Enterprise Miner:
Continue to use the same diagram. Use an Ensemble node (configure using default options) in SAS Enterprise Miner to combine all four models.
Compare the performance of the ensemble and the four models using average squared error in the validation data. Which is the best model in this comparison?
Response:

A. Decision Tree
B. Ensemble
C. Neural Network
D. Regression


Question 3

For an ordinal variable with L levels, the number of possible splits in a decision tree is which of the following?
Response:

A. 2L-1-1
B. 2L-1
C. (L-1)/1
D. 2L


Question 4

A useful concept in logistic regression is the doubling amount. How would you calculate doubling amount for an input variable that has a parameter estimate of b1?
Response:

A. 2/log(b1)
B. 2*log(b1)
C. 2*b1
D. 0.69/b1


Question 5

What is the purpose of the Kass (Bonferroni) adjustment in the decision tree split-search algorithm?
Select one:
Response:

A. To give categorical inputs a greater chance to be used the split.
B. To ensure a non-negative logworth value.
C. To reduce the number of surrogate splitting rules.
D. To ensure that the choice of split is not influenced by input measurement scale.


Solutions:

Question 1
Answer: A
Question 2
Answer: B
Question 3
Answer: A
Question 4
Answer: D
Question 5
Answer: D

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