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SASInstitute A00-255 Exam Syllabus Topics:

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

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

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

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


2. For the variable TLCnt24, apply a Max Normal transformation. What transformation was selected by SAS Enterprise Miner?
Response:

A) Log
B) Exponential
C) Square Root
D) Square


3. What is the variable worth of the PromCntCardAll variable in Segment 1?
Select one:
Response:

A) 0.24914
B) 0.24169
C) 0.27649
D) 0.10844


4. Perform these tasks in SAS Enterprise Miner:
- Use the Regression node to build another regression model with TARGET as the dependent variable and all other input variables as independent variables (main effects only).
- Configure the regression model to use Stepwise for Selection Model and Validation Error for Selection Criteri a. Do not change any other property for the regression model.
For the validation data, in what range does cumulative percent captured response at the 60th percentile lie?
Response:

A) 75 or more
B) 25-49.99
C) 50-74.99
D) 0-24.99


5. Perform these tasks in SAS Enterprise Miner:
* Add a Decision Tree node, as shown below. (Make sure you use only default options in the Decision Tree node.)

* Run the Decision Tree node.
In the training data set, consider only those observations for which the actual value of the target variable equals 1, TARGET=1. What percentage of these observations is being correctly predicted by the decision tree?
Response:

A) 66.6667
B) 15
C) 80.3571
D) 14.6216


Solutions:

Question # 1
Answer: B
Question # 2
Answer: C
Question # 3
Answer: C
Question # 4
Answer: A
Question # 5
Answer: B

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