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SPSS IBMSPSSMPRO Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Evaluation and Analysis | 15% | - Validation methods - Interpretation and visualization of results - Model performance assessment |
| Topic 2: Deployment | 10% | - Scoring new data - Reporting and documentation - Stream export and integration |
| Topic 3: Business Understanding and Planning | 10% | - Align business objectives to data mining goals - CRISP-DM methodology |
| Topic 4: Modeling | 20% | - Clustering and segmentation models - Auto-modeling and ensemble techniques - Classification and regression models - Association and sequence models |
| Topic 5: SPSS Modeler Professional Functionality | 10% | - Node palettes and SuperNodes - Stream creation and management - Scripting and automation |
| Topic 6: Data Understanding | 15% | - Identify data quality issues - Explore and visualize data |
| Topic 7: Data Preparation | 20% | - Sampling, partitioning and balancing - Filtering, aggregation and refinement - Data integration, merging and appending - Data transformation and cleaning |
SPSS IBM SPSS Modeler Professional Certification Sample Questions:
Question 1
After the binning node and Optimal binning on debt to income ratio Previously defaulted as the Supervisor field, we observe in matrix the following relationship between the behind field and previously defaulted.
This relationship exists because optimal binning attempts to create bins so the relationship between the Supervisor field and the banned field as maximized.
A. False
B. True
Question 2
In two step node shown below, what does standardize numeric fields mean?
A. Limit the number of created clusters.
B. Use only the numeric fields scale.
C. Transform the numeric fields to a scale with a mean of zero and variance of one.
D. Eliminate outliers to improve results.
Question 3
Which Decision Tree method can only work categorical (non-continuous) targets? (Select all that apply)
A. CHAID
B. C5
C. C & RT
D. QUEST
Question 4
Suppose you wanted to select only the records with complete data on all the fields for analysis and generate a Select node to perform that operation. Which other node should you use to generate the Select node?
A. Filter node
B. Derive node
C. Data Audit node
D. Filler node
Question 5
Which node is best suited for revealing relationships between continuous and categorical (nominal, ordinal) fields?
A. Distribution node
B. Means node
C. Table node
D. Statistics node
Solutions:
| Question 1 Answer: B | Question 2 Answer: C | Question 3 Answer: B,D | Question 4 Answer: C | Question 5 Answer: B |






