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SPSS IBMSPSSMPRO Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Understanding | 15% | - Identify data quality issues - Explore and visualize data |
| Data Preparation | 20% | - Data transformation and cleaning - Filtering, aggregation and refinement - Data integration, merging and appending - Sampling, partitioning and balancing |
| Evaluation and Analysis | 15% | - Model performance assessment - Validation methods - Interpretation and visualization of results |
| Business Understanding and Planning | 10% | - Align business objectives to data mining goals - CRISP-DM methodology |
| Modeling | 20% | - Classification and regression models - Auto-modeling and ensemble techniques - Clustering and segmentation models - Association and sequence models |
| Deployment | 10% | - Stream export and integration - Reporting and documentation - Scoring new data |
| SPSS Modeler Professional Functionality | 10% | - Node palettes and SuperNodes - Stream creation and management - Scripting and automation |
SPSS IBM SPSS Modeler Professional Certification Sample Questions:
Which web node options will remove lines from the graph? (Select all that apply)
- A. Increase the Maximum number of links to display.
- B. Decrease the Max records/line
- C. Increase the Min records/line
Examine the Matrix table shown below which relates the field churn (whether a customer will churn) to age cat (age groups).
Based on the table, which statements are accurate? (Select all that apply)
- A. Older age groups are less likely to churn than the younger ages.
- B. 1.768% of those that churn are over 65 years of age.
- C. 42.283% of the 18-24 year old will churn.
- D. Measured by Chi-square is a weak relationship.
What are the advantages of pruning Decision Tree models? (Select all that apply.)
- A. Pruning can increase the accuracy of the tree.
- B. Pruning can improve the generalization of the tree.
- C. Pruning can help simplify the tree.
- D. Pruning in make the tree easier to interpret.
The Feature Selection node is used for what reasons? (Select all that apply)
- A. Screens input fields for problems such as missing data.
- B. Ranks the model by importance.
- C. Selects the best fitting model
- D. Selects the best input fields for model.
A Database Export node can be used to write data to more than one database table in the same operation.
- A. False
- B. True

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