Exam Code: IBMSPSSMBPDA
Exam Name: IBM SPSS Modeler - Business Partner Data Analyst Associate Exam
Certification Provider: SPSS
Corresponding Certification: SPSS Certification
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SPSS IBMSPSSMBPDA Exam Syllabus Topics:

SectionObjectives
Topic 1: IBM SPSS Modeler Fundamentals- Data understanding and profiling
  • 1. Data quality assessment
    • 2. Data types and structures
      - Introduction to SPSS Modeler interface
      • 1. Streams and nodes overview
        • 2. Data preparation basics
          Topic 2: Model Evaluation and Validation- Model validation techniques
          • 1. Training and testing split
            • 2. Cross-validation concepts
              - Model performance metrics
              • 1. ROC and lift charts
                • 2. Accuracy and confusion matrix
                  Topic 3: Data Preparation and Transformation- Data transformation methods
                  • 1. Deriving new fields
                    • 2. Normalization and aggregation
                      - Data cleansing techniques
                      • 1. Outlier detection and treatment
                        • 2. Handling missing values
                          Topic 4: Business Application of Analytics- Business problem framing
                          • 1. Translating business needs into models
                            • 2. Use case identification
                              - Deployment considerations
                              • 1. Operationalizing models
                                • 2. Reporting and insights delivery
                                  Topic 5: Predictive Modeling- Clustering and segmentation
                                  • 1. K-means clustering
                                    • 2. Customer segmentation use cases
                                      - Classification techniques
                                      • 1. Logistic regression basics
                                        • 2. Decision trees

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