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SASInstitute A00-255 Exam Syllabus Topics:

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

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

Question 1

Assume a variable is coded as follows: 1=unmarried, 2=married, 3=divorced, and 4=widowed. Then which of the following measurement levels should be selected in SAS Enterprise Miner for this variable?
Response:

A. Ordinal
B. Unary
C. Interval
D. Nominal


Question 2

The number of neurons in this Neural Network model is which of the following:
Response:

A. 1
B. 3
C. 4 or more
D. 2


Question 3

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 Cubic Clustering Criterion statistic for this clustering?
Response:

A. 67409.93
B. 5.00
C. 5862.76
D. 14.69


Question 4

Refer to the exhibit:

What would be the decision threshold (probability cutoff) generated for this decision matrix. You may use a calculator for this question. On the certification exam, an on-screen calculator is provided for you.
Select one:
Response:

A. 0.18
B. 0.82
C. 0.27
D. 0.21


Question 5

Transformation of input variables to make their distributions more symmetric will likely have what impact in a logistic regression?
Select one:
Response:

A. increase the performance of logistic regression
B. decrease the performance of logistic regression
C. neither increase nor decrease the performance of logistic regression
D. create convergence problems in maximum likelihood estimation


Solutions:

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

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