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SPSS IBMSPSSMPRO Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Data Understanding		- Explore and assess data 1. Audit data quality 2. Identify field types and measurement levels 3. Detect missing or invalid values
Topic 2: Data Preparation		- Prepare data for modeling 1. Aggregate and restructure records 2. Derive and reclassify fields 3. Sample and filter data 4. Import and export data 5. Merge and append datasets 6. Transform and bin variables
Topic 3: Evaluation		- Assess model performance 1. Compare candidate models 2. Validate predictive accuracy 3. Interpret evaluation metrics
Topic 4: Deployment		- Implement analytical solutions 1. Generate and communicate results 2. Score new data 3. Deploy models into business processes
Topic 5: Modeling		- Build predictive models 1. Neural network models 2. Clustering and segmentation 3. Association and sequence models 4. Decision tree models 5. Regression models
Topic 6: Business Understanding and Planning	10%	- Business objectives 1. Apply CRISP-DM methodology 2. Define business problems 3. Plan analytical projects

SPSS IBM SPSS Modeler Professional Certification Sample Questions:

Question 1

In the Gains Chart displayed below, what does the $BEST-CHURNED line represent?

A. The theoretically best model to predict the field CHUREND
B. The best current model to predict the field CHURNED
C. The best model for cases in the training partition to predict the field CHURNED
D. None of the above

Question 2

Which outlier treatment is not available in the Quality tab of the Data Audit output?

A. Discard
B. Nullify
C. Coerce
D. Recode

Question 3

The set Random seed option on the sample node is required if you want to draw the same random sample with the same records more than once.

A. True
B. False

Question 4

Which statement is correct regarding the Balance node shown below?

A. The sizes of the larger two groups will be reduced to equal the size of smallest group.
B. The result group sizes will always be the same each time the Balance node is run.
C. The sizes of the first and third groups will be increased.
D. The "bad profit" category is the smallest group.

Question 5

Histogram can be used to determine if a field is normally distributed.

A. True
B. False

Solutions:

Question 1
Answer: C

Question 2
Answer: D

Question 3
Answer: A

Question 4
Answer: D

Question 5
Answer: A