Data Literacy and Strategy

  1. Strategic Data Planning
    1. Vision and Goal Setting
      1. Data Vision Development
        1. Organizational Alignment
          1. Stakeholder Engagement
            1. Future State Definition
              1. Success Metrics
              2. Problem and Opportunity Identification
                1. Business Challenge Analysis
                  1. Market Opportunity Assessment
                    1. Competitive Gap Analysis
                      1. Innovation Potential
                      2. Strategic Objective Setting
                        1. SMART Goals Framework
                          1. Key Performance Indicators
                            1. Success Measurements
                              1. Timeline Development
                              2. Use Case Prioritization
                                1. Business Value Assessment
                                  1. Implementation Complexity
                                    1. Resource Requirements
                                      1. Risk Evaluation
                                    2. Data Governance Framework
                                      1. Governance Principles
                                        1. Accountability Structures
                                          1. Transparency Requirements
                                            1. Stewardship Responsibilities
                                              1. Compliance Obligations
                                              2. Organizational Roles
                                                1. Chief Data Officer
                                                  1. Data Owners
                                                    1. Data Stewards
                                                      1. Data Custodians
                                                        1. Data Users
                                                        2. Policy Development
                                                          1. Data Quality Standards
                                                            1. Access Control Policies
                                                              1. Retention Guidelines
                                                                1. Privacy Protections
                                                                2. Master Data Management
                                                                  1. Master Data Definition
                                                                    1. Data Standardization
                                                                      1. Reference Data Management
                                                                        1. Data Integration Rules
                                                                        2. Metadata Management
                                                                          1. Data Documentation
                                                                            1. Business Glossaries
                                                                              1. Data Lineage Tracking
                                                                                1. Impact Analysis
                                                                              2. Technical Architecture Planning
                                                                                1. Storage Platform Selection
                                                                                  1. Data Warehouse Design
                                                                                    1. Data Lake Architecture
                                                                                      1. Hybrid Solutions
                                                                                        1. Cloud vs On-premise
                                                                                        2. Data Integration Strategy
                                                                                          1. ETL Process Design
                                                                                            1. Real-time Integration
                                                                                              1. Data Pipeline Architecture
                                                                                                1. API Management
                                                                                                2. Technology Stack Planning
                                                                                                  1. Tool Selection Criteria
                                                                                                    1. Vendor Evaluation
                                                                                                      1. Integration Requirements
                                                                                                        1. Scalability Considerations
                                                                                                      2. Security and Compliance Framework
                                                                                                        1. Data Classification Systems
                                                                                                          1. Sensitivity Levels
                                                                                                            1. Handling Requirements
                                                                                                              1. Access Restrictions
                                                                                                                1. Audit Trails
                                                                                                                2. Access Control Implementation
                                                                                                                  1. Authentication Systems
                                                                                                                    1. Authorization Models
                                                                                                                      1. Role-based Access
                                                                                                                        1. Monitoring Systems
                                                                                                                        2. Regulatory Compliance
                                                                                                                          1. GDPR Requirements
                                                                                                                            1. Industry Regulations
                                                                                                                              1. Data Sovereignty
                                                                                                                                1. Audit Preparation
                                                                                                                                2. Ethical Data Use
                                                                                                                                  1. Privacy Protection
                                                                                                                                    1. Algorithmic Fairness
                                                                                                                                      1. Transparency Obligations