Data Warehousing and Business Intelligence

  1. Data Analytics and Reporting
    1. Analytics Maturity Levels
      1. Descriptive Analytics
        1. Historical Reporting
          1. What Happened Analysis
            1. Trend Identification
              1. Performance Measurement
              2. Diagnostic Analytics
                1. Root Cause Analysis
                  1. Why It Happened Analysis
                    1. Correlation Analysis
                      1. Exception Investigation
                      2. Predictive Analytics
                        1. Future Trend Forecasting
                          1. What Will Happen Analysis
                            1. Statistical Modeling
                              1. Machine Learning Integration
                              2. Prescriptive Analytics
                                1. Optimization Recommendations
                                  1. What Should We Do Analysis
                                    1. Decision Support
                                      1. Action Planning
                                    2. Reporting Capabilities
                                      1. Static Reporting
                                        1. Predefined Report Templates
                                          1. Scheduled Report Generation
                                            1. Standard Format Output
                                              1. Distribution Mechanisms
                                              2. Ad-Hoc Reporting
                                                1. User-Driven Query Creation
                                                  1. Interactive Report Building
                                                    1. Dynamic Filtering
                                                      1. Real-Time Data Access
                                                      2. Parameterized Reporting
                                                        1. User Input Parameters
                                                          1. Dynamic Content Generation
                                                            1. Conditional Logic
                                                              1. Personalized Reports
                                                              2. Operational Reporting
                                                                1. Real-Time Dashboards
                                                                  1. Exception Reporting
                                                                    1. Automated Alerts
                                                                      1. Performance Monitoring
                                                                    2. Dashboard and Scorecard Design
                                                                      1. Key Performance Indicators
                                                                        1. KPI Definition and Selection
                                                                          1. Measurement Criteria
                                                                            1. Target Setting
                                                                              1. Performance Thresholds
                                                                              2. Dashboard Design Principles
                                                                                1. Visual Hierarchy
                                                                                  1. Information Density
                                                                                    1. User Experience Design
                                                                                      1. Mobile Responsiveness
                                                                                      2. Balanced Scorecards
                                                                                        1. Strategic Perspective Alignment
                                                                                          1. Cause-and-Effect Relationships
                                                                                            1. Leading and Lagging Indicators
                                                                                              1. Performance Management Integration
                                                                                              2. Executive Dashboards
                                                                                                1. High-Level Summaries
                                                                                                  1. Exception Highlighting
                                                                                                    1. Drill-Down Capabilities
                                                                                                      1. Strategic Focus
                                                                                                    2. Data Visualization
                                                                                                      1. Visualization Principles
                                                                                                        1. Clarity and Simplicity
                                                                                                          1. Appropriate Chart Selection
                                                                                                            1. Color and Design Guidelines
                                                                                                              1. Avoiding Misleading Representations
                                                                                                              2. Chart Types and Applications
                                                                                                                1. Bar Charts and Column Charts
                                                                                                                  1. Line Charts and Area Charts
                                                                                                                    1. Pie Charts and Donut Charts
                                                                                                                      1. Scatter Plots and Bubble Charts
                                                                                                                        1. Heat Maps and Tree Maps
                                                                                                                          1. Box Plots and Histograms
                                                                                                                          2. Interactive Visualizations
                                                                                                                            1. Drill-Down and Drill-Through
                                                                                                                              1. Filtering and Selection
                                                                                                                                1. Zoom and Pan Capabilities
                                                                                                                                  1. Linked Visualizations
                                                                                                                                  2. Advanced Visualization Techniques
                                                                                                                                    1. Geospatial Analysis and Mapping
                                                                                                                                      1. Network Diagrams
                                                                                                                                        1. Sankey Diagrams
                                                                                                                                          1. Statistical Visualizations
                                                                                                                                          2. Storytelling with Data
                                                                                                                                            1. Narrative Structure
                                                                                                                                              1. Progressive Disclosure
                                                                                                                                                1. Context and Annotation
                                                                                                                                                  1. Audience-Specific Design

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                                                                                                                                              5. Business Intelligence and Analytics Layer

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                                                                                                                                              7. Data Governance, Quality, and Security