Data Literacy and Strategy

  1. Applied Analytics and Decision Making
    1. Analytics Maturity Spectrum
      1. Descriptive Analytics
        1. Historical Data Analysis
          1. Performance Reporting
            1. Trend Identification
              1. Baseline Establishment
              2. Diagnostic Analytics
                1. Root Cause Analysis
                  1. Correlation Investigation
                    1. Anomaly Detection
                      1. Performance Drivers
                      2. Predictive Analytics
                        1. Forecasting Models
                          1. Risk Assessment
                            1. Trend Projection
                              1. Scenario Planning
                              2. Prescriptive Analytics
                                1. Optimization Models
                                  1. Recommendation Systems
                                    1. Decision Automation
                                      1. Action Planning
                                    2. Experimental Design and Testing
                                      1. Hypothesis Testing Framework
                                        1. Null Hypothesis Formation
                                          1. Statistical Significance
                                            1. Type I and Type II Errors
                                              1. Power Analysis
                                              2. A/B Testing Implementation
                                                1. Test Design Principles
                                                  1. Sample Size Calculation
                                                    1. Randomization Methods
                                                      1. Result Interpretation
                                                      2. Multivariate Testing
                                                        1. Factorial Design
                                                          1. Interaction Effects
                                                            1. Statistical Analysis
                                                              1. Practical Significance
                                                            2. Performance Measurement Systems
                                                              1. KPI Development
                                                                1. Metric Selection
                                                                  1. Target Setting
                                                                    1. Benchmark Establishment
                                                                      1. Review Cycles
                                                                      2. Dashboard Design
                                                                        1. User Requirements
                                                                          1. Visual Design Principles
                                                                            1. Interactive Elements
                                                                              1. Performance Optimization
                                                                            2. Data Storytelling and Communication
                                                                              1. Narrative Structure
                                                                                1. Story Arc Development
                                                                                  1. Audience Analysis
                                                                                    1. Message Clarity
                                                                                      1. Call to Action
                                                                                      2. Visualization Best Practices
                                                                                        1. Chart Selection Guidelines
                                                                                          1. Color and Design Principles
                                                                                            1. Accessibility Considerations
                                                                                              1. Mobile Optimization
                                                                                              2. Presentation Techniques
                                                                                                1. Slide Design
                                                                                                  1. Verbal Communication
                                                                                                    1. Question Handling
                                                                                                      1. Follow-up Actions

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                                                                                                  4. Strategic Data Planning

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                                                                                                  6. Organizational Data Culture Development