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SPSS IBMSPSSMPRO Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Business Understanding and Planning | 10% | - Align business objectives to data mining goals - CRISP-DM methodology |
| Data Understanding | 15% | - Identify data quality issues - Explore and visualize data |
| Evaluation and Analysis | 15% | - Interpretation and visualization of results - Model performance assessment - Validation methods |
| Data Preparation | 20% | - Filtering, aggregation and refinement - Data transformation and cleaning - Data integration, merging and appending - Sampling, partitioning and balancing |
| Modeling | 20% | - Auto-modeling and ensemble techniques - Classification and regression models - Association and sequence models - Clustering and segmentation models |
| Deployment | 10% | - Scoring new data - Reporting and documentation - Stream export and integration |
| SPSS Modeler Professional Functionality | 10% | - Scripting and automation - Stream creation and management - Node palettes and SuperNodes |
SPSS IBM SPSS Modeler Professional Certification Sample Questions:
Fields of which measurement type is best suited for a Distribution node? (Select all that apply)
- A. Continuous
- B. Nominal
- C. Typeless
- D. Flag
Correct Answer: C,D 🗳️
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
Correct Answer: A 🗳️
Which Decision Tree method can only work categorical (non-continuous) targets? (Select all that apply)
- A. C5
- B. C & RT
- C. QUEST
- D. CHAID
Correct Answer: A,C 🗳️
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
Correct Answer: D 🗳️
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
Correct Answer: A 🗳️
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