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SPSS IBMSPSSMPRO Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Evaluation- Assess model performance
  • 1. Interpret evaluation metrics
  • 2. Compare candidate models
  • 3. Validate predictive accuracy
Topic 2: Data Preparation- Prepare data for modeling
  • 1. Import and export data
  • 2. Merge and append datasets
  • 3. Aggregate and restructure records
  • 4. Sample and filter data
  • 5. Transform and bin variables
  • 6. Derive and reclassify fields
Topic 3: Data Understanding- Explore and assess data
  • 1. Audit data quality
  • 2. Identify field types and measurement levels
  • 3. Detect missing or invalid values
Topic 4: Deployment- Implement analytical solutions
  • 1. Deploy models into business processes
  • 2. Generate and communicate results
  • 3. Score new data
Topic 5: Business Understanding and Planning10%- Business objectives
  • 1. Plan analytical projects
  • 2. Define business problems
  • 3. Apply CRISP-DM methodology
Topic 6: Modeling- Build predictive models
  • 1. Regression models
  • 2. Decision tree models
  • 3. Clustering and segmentation
  • 4. Neural network models
  • 5. Association and sequence models

SPSS IBM SPSS Modeler Professional Certification Sample Questions:

To score new data using an existing model, the user must:

  • A. Change the data source and rename the fields so they do not match the names of the fields in original file.
  • B. Change the data source and rename the fields as needed to match the names of the in original file.
  • C. Change the data source and develop a new model for that data.
  • D. Not change the data source and develop a new model for that data.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Which statement is correct regarding the sample node dialogue shown below?

  • A. It will select every 60th record from the data.
  • B. It will randomly select exactly 60% of all the record.
  • C. It will select approximately 60% of the records. This is, each record will have a 605 probability of being selected.
  • D. It will always draw the same 60% of records each time this sample node is run.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

In order to make decision Tree models more general, avoid over filtering, and make the trees complex, what would you need to change in the dialogue box? (Select all that apply)

  • A. Decrease the Minimum records per child branch
  • B. Increase the pruning severity
  • C. Decrease the pruning severity
  • D. Increase the Minimum records per child branch
Reveal Solution  Discussion  0

Correct Answer: B,D  🗳️

A histogram chart is used to graph fields of which measurement type?

  • A. Continuous
  • B. Flag
  • C. Ordinal
  • D. Nominal
Reveal Solution  Discussion  0

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
Reveal Solution  Discussion  0

Correct Answer: A,C  🗳️

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