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| Section | Weight | Objectives |
|---|---|---|
| Data Understanding | 15% | - Identify data quality issues - Explore and visualize data |
| Modeling | 20% | - Clustering and segmentation models - Classification and regression models - Association and sequence models - Auto-modeling and ensemble techniques |
| Deployment | 10% | - Reporting and documentation - Stream export and integration - Scoring new data |
| Business Understanding and Planning | 10% | - CRISP-DM methodology - Align business objectives to data mining goals |
| Evaluation and Analysis | 15% | - Model performance assessment - Interpretation and visualization of results - Validation methods |
| Data Preparation | 20% | - Filtering, aggregation and refinement - Data transformation and cleaning - Sampling, partitioning and balancing - Data integration, merging and appending |
| SPSS Modeler Professional Functionality | 10% | - Node palettes and SuperNodes - Scripting and automation - Stream creation and management |
1. Examine the output generated by the K-Means clustering model.
Study the results of distribution node relating the clusters created by K-means to the outcome (dependant) field called churned (current=current customers; Vol = customers that left inVol = customers that were dropped because they did not pay)
If the goal is to not lose the InVol customers, what can be done to reduce the sketched of this occurring?
A) Create a "Pay as You Go" plan (pay only for the minutes you use)
B) Improve the international calling plan and rates
C) Improve the local calling plan and rates
D) Improve the long distance calling plan and rates.
2. 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) Derive node
B) Filler node
C) Filter node
D) Data Audit node
3. Which statement is correct regarding the Balance node shown below?
A) The sizes of the first and third groups will be increased.
B) The "bad profit" category is the smallest group.
C) The sizes of the larger two groups will be reduced to equal the size of smallest group.
D) The result group sizes will always be the same each time the Balance node is run.
4. Generally speaking, to modify values in columns of working data file, you would use nodes from which palette or menu group?
A) Sources
B) Export
C) Record Ops
D) Field Ops
5. A Balance node cannot be generated from Distribution node output.
A) False
B) True
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: D | Question # 5 Answer: B |
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