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SPSS IBMSPSSMPRO Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Understanding | 15% | - Explore and visualize data - Identify data quality issues |
| Topic 2: SPSS Modeler Professional Functionality | 10% | - Scripting and automation - Node palettes and SuperNodes - Stream creation and management |
| Topic 3: Evaluation and Analysis | 15% | - Validation methods - Interpretation and visualization of results - Model performance assessment |
| Topic 4: Business Understanding and Planning | 10% | - CRISP-DM methodology - Align business objectives to data mining goals |
| Topic 5: Modeling | 20% | - Classification and regression models - Clustering and segmentation models - Association and sequence models - Auto-modeling and ensemble techniques |
| Topic 6: Deployment | 10% | - Scoring new data - Reporting and documentation - Stream export and integration |
| Topic 7: Data Preparation | 20% | - Data integration, merging and appending - Filtering, aggregation and refinement - Sampling, partitioning and balancing - Data transformation and cleaning |
SPSS IBM SPSS Modeler Professional Certification Sample Questions:
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. Measured by Chi-square is a weak relationship.
- D. 42.283% of the 18-24 year old will churn.
Which node is best suited for revealing relationships between continuous and categorical (nominal, ordinal) fields?
- A. Distribution node
- B. Table node
- C. Statistics node
- D. Means node
Which statement is correct regarding the Balance node shown below?
- A. The "bad profit" category is the smallest group.
- B. The sizes of the larger two groups will be reduced to equal the size of smallest group.
- C. The result group sizes will always be the same each time the Balance node is run.
- D. The sizes of the first and third groups will be increased.
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. Enter
- D. Forwards
Summary statistics, such as mean, minimum, maximum, and standard deviation, are available in which of following nodes? (Select all that apply)
- A. Sample node
- B. Data Audit node
- C. Table node
- D. Statistics node
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