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SPSS IBMSPSSMPRO Exam Syllabus Topics:

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

SPSS IBM SPSS Modeler Professional Certification Sample Questions:

1. Consider the Filer node where age of respondent is stored as a string. What operations will the replace with: expression accomplishes?

A) Converts numeric values to integers and leaves the non-numeric as is.
B) Users @ FIELD to create a new field.
C) The expression is not a valid operation.
D) Converts numeric values to integers and converts non-numeric values to $null$ value.


2. Consider the output from the analysis node.

For the training data set, the Neutral Net and the C5 model make the same prediction:

A) 93.80% of the time
B) 92.77% of the time
C) 87.62% of the time
D) 87.79% of the time.


3. Which statement is correct interpretation of the rule, "those that use less than or equal to
4.976 of LOCAL are predicted to be inVol "?

A) The accuracy of this cannot be determined
B) The rule applies to 88 people and the confidence is 80.7%.
C) This rule does not exist.
D) This rule was accurate 88 times which was 80.7% of the time.


4. Assume you have two data files: a personnel file with information about employees and a second file with information about performance categories. You will use IBM SPSS Modeler to merge the files together using performance category as the key. However, there are inconsistence in the category keys used in both in the personnel file and the performance file. In order to merge the files together without losing information from either the personnel file or the performance category file, you would use:

A) An anti-join
B) A full outer join
C) An inner join
D) A partial outer join


5. The Select node shown below performs which operation?

A) Selects respondents whose incomes are exactly 20,000 or 50,000.
B) The expression is incorrect.
C) Selects respondents whose incomes are greater than or equal to 20, 000 and less than or equal to 50,000.
D) Selects respondents whose incomes are between 20,000 and 50,000.


Solutions:

Question # 1
Answer: D
Question # 2
Answer: C
Question # 3
Answer: D
Question # 4
Answer: B
Question # 5
Answer: D

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