Business Analytics

  1. Implementing Analytics in Organizations
    1. Analytics Strategy Development
      1. Strategic Alignment
        1. Business Strategy Integration
          1. Value Proposition Definition
            1. Success Metrics Identification
            2. Analytics Maturity Assessment
              1. Maturity Models
                1. Current State Assessment
                  1. Gap Analysis
                    1. Roadmap Development
                    2. Organizational Readiness
                      1. Change Management
                        1. Cultural Assessment
                          1. Stakeholder Analysis
                          2. Resource Planning
                            1. Talent Requirements
                              1. Technology Infrastructure
                                1. Budget Allocation
                              2. Building Analytics Capabilities
                                1. Team Structure and Roles
                                  1. Data Scientists
                                    1. Data Analysts
                                      1. Business Analysts
                                        1. Data Engineers
                                          1. Analytics Translators
                                          2. Skills Development
                                            1. Training Programs
                                              1. Certification Paths
                                                1. Knowledge Sharing
                                                  1. Communities of Practice
                                                  2. Technology Infrastructure
                                                    1. Data Architecture
                                                      1. Analytics Platforms
                                                        1. Cloud vs. On-premise
                                                          1. Security and Governance
                                                          2. Data Governance
                                                            1. Data Quality Management
                                                              1. Data Privacy and Security
                                                                1. Compliance Requirements
                                                                  1. Data Stewardship
                                                                2. Analytics Project Management
                                                                  1. Project Methodologies
                                                                    1. CRISP-DM Framework
                                                                      1. Business Understanding
                                                                        1. Data Understanding
                                                                          1. Data Preparation
                                                                            1. Modeling
                                                                              1. Evaluation
                                                                                1. Deployment
                                                                                2. Agile Analytics
                                                                                  1. Iterative Development
                                                                                    1. Sprint Planning
                                                                                      1. Continuous Delivery
                                                                                      2. Lean Analytics
                                                                                        1. Minimum Viable Product
                                                                                          1. Build-Measure-Learn
                                                                                            1. Validated Learning
                                                                                          2. Stakeholder Management
                                                                                            1. Stakeholder Identification
                                                                                              1. Communication Planning
                                                                                                1. Expectation Management
                                                                                                  1. Feedback Incorporation
                                                                                                  2. Risk Management
                                                                                                    1. Technical Risks
                                                                                                      1. Business Risks
                                                                                                        1. Data Risks
                                                                                                          1. Mitigation Strategies
                                                                                                          2. Success Measurement
                                                                                                            1. KPI Definition
                                                                                                              1. ROI Calculation
                                                                                                                1. Business Impact Assessment
                                                                                                                  1. Continuous Improvement
                                                                                                                2. Communication and Storytelling
                                                                                                                  1. Data Storytelling Framework
                                                                                                                    1. Narrative Structure
                                                                                                                      1. Context Setting
                                                                                                                        1. Conflict Identification
                                                                                                                          1. Resolution Presentation
                                                                                                                          2. Audience Analysis
                                                                                                                            1. Executive Audiences
                                                                                                                              1. Technical Audiences
                                                                                                                                1. Business Users
                                                                                                                                  1. External Stakeholders
                                                                                                                                  2. Visualization for Communication
                                                                                                                                    1. Chart Selection
                                                                                                                                      1. Design Principles
                                                                                                                                        1. Interactive Elements
                                                                                                                                          1. Mobile Considerations
                                                                                                                                          2. Presentation Techniques
                                                                                                                                            1. Executive Summaries
                                                                                                                                              1. Technical Reports
                                                                                                                                                1. Dashboard Presentations
                                                                                                                                                  1. Workshop Facilitation
                                                                                                                                                2. Ethics and Responsible Analytics
                                                                                                                                                  1. Ethical Frameworks
                                                                                                                                                    1. Principle-based Ethics
                                                                                                                                                      1. Consequentialist Ethics
                                                                                                                                                        1. Virtue Ethics
                                                                                                                                                          1. Applied Ethics in Analytics
                                                                                                                                                          2. Data Privacy and Protection
                                                                                                                                                            1. Privacy Regulations
                                                                                                                                                              1. GDPR Compliance
                                                                                                                                                                1. CCPA Requirements
                                                                                                                                                                  1. Industry-specific Regulations
                                                                                                                                                                  2. Privacy by Design
                                                                                                                                                                    1. Data Minimization
                                                                                                                                                                      1. Purpose Limitation
                                                                                                                                                                      2. Anonymization Techniques
                                                                                                                                                                        1. De-identification Methods
                                                                                                                                                                          1. Differential Privacy
                                                                                                                                                                            1. Synthetic Data Generation
                                                                                                                                                                          2. Algorithmic Fairness
                                                                                                                                                                            1. Bias Sources
                                                                                                                                                                              1. Historical Bias
                                                                                                                                                                                1. Representation Bias
                                                                                                                                                                                  1. Measurement Bias
                                                                                                                                                                                  2. Fairness Metrics
                                                                                                                                                                                    1. Demographic Parity
                                                                                                                                                                                      1. Equalized Odds
                                                                                                                                                                                        1. Individual Fairness
                                                                                                                                                                                        2. Bias Mitigation
                                                                                                                                                                                          1. Pre-processing Techniques
                                                                                                                                                                                            1. In-processing Methods
                                                                                                                                                                                              1. Post-processing Adjustments
                                                                                                                                                                                            2. Transparency and Explainability
                                                                                                                                                                                              1. Model Interpretability
                                                                                                                                                                                                1. Linear Models
                                                                                                                                                                                                  1. Tree-based Models
                                                                                                                                                                                                    1. Black-box Models
                                                                                                                                                                                                    2. Explainable AI
                                                                                                                                                                                                      1. LIME
                                                                                                                                                                                                        1. SHAP
                                                                                                                                                                                                          1. Feature Importance
                                                                                                                                                                                                          2. Documentation and Audit Trails
                                                                                                                                                                                                            1. Model Documentation
                                                                                                                                                                                                              1. Decision Logs
                                                                                                                                                                                                                1. Version Control

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                                                                                                                                                                                                          9. Business Analytics Applications

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                                                                                                                                                                                                          1. Introduction to Business Analytics