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SPSS IBMSPSSMPRO Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Preparation | 20% | - Filtering, aggregation and refinement - Data transformation and cleaning - Data integration, merging and appending - Sampling, partitioning and balancing |
| Deployment | 10% | - Scoring new data - Reporting and documentation - Stream export and integration |
| Data Understanding | 15% | - Identify data quality issues - Explore and visualize data |
| Business Understanding and Planning | 10% | - Align business objectives to data mining goals - CRISP-DM methodology |
| Modeling | 20% | - Auto-modeling and ensemble techniques - Classification and regression models - Association and sequence models - Clustering and segmentation models |
| Evaluation and Analysis | 15% | - Interpretation and visualization of results - Model performance assessment - Validation methods |
| SPSS Modeler Professional Functionality | 10% | - Scripting and automation - Stream creation and management - Node palettes and SuperNodes |
SPSS IBM SPSS Modeler Professional Certification Sample Questions:
1. Fields of which measurement type is best suited for a Distribution node? (Select all that apply)
A) Continuous
B) Nominal
C) Typeless
D) Flag
2. In the Gains Chart displayed below, what does the $BEST-CHURNED line represent?
A) The best model for cases in the training partition to predict the field CHURNED
B) None of the above
C) The best current model to predict the field CHURNED
D) The theoretically best model to predict the field CHUREND
3. Which Decision Tree method can only work categorical (non-continuous) targets? (Select all that apply)
A) C5
B) C & RT
C) QUEST
D) CHAID
4. In the regression node, which option uses all of the input fields in the model regardless of importance or significance?
A) Backwards
B) Stepwise
C) Forwards
D) Enter
5. 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) True
B) False
Solutions:
| Question # 1 Answer: C,D | Question # 2 Answer: A | Question # 3 Answer: A,C | Question # 4 Answer: D | Question # 5 Answer: A |






