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SASInstitute A00-910 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Design of Experiments10%- Experimental design principles
  • 1. Best practices in experimentation
    • 2. Experiment design and analysis
      • 3. DOE vs OFAT
        Topic 2: Decision Making with Data15%- Statistical inference
        • 1. Sample size determination
          • 2. Hypothesis testing
            • 3. Confidence intervals
              Topic 3: Correlation and Regression20%- Relationship modeling
              • 1. Simple and multiple linear regression
                • 2. Logistic regression
                  • 3. Correlation analysis
                    Topic 4: Statistical Thinking and Problem Solving10%- Problem definition and process mapping
                    • 1. Define statistical thinking
                      • 2. Root cause identification and data collection
                        • 3. Process mapping and SIPOC
                          Topic 5: Quality Methods20%- Statistical process control and quality analysis
                          • 1. Process capability analysis
                            • 2. Measurement System Analysis (MSA)
                              • 3. Control charts (SPC)
                                Topic 6: Exploratory Data Analysis20%- Descriptive and graphical analysis
                                • 1. Data visualization and exploration
                                  • 2. Descriptive statistics
                                    • 3. Data preparation and reporting
                                      Topic 7: Predictive Modeling and Text Mining5%- Predictive modeling fundamentals
                                      • 1. Model validation and interpretation
                                        • 2. Explanatory vs predictive modeling

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