Data Warehousing and Business Intelligence

  1. Implementation and Project Management
    1. Project Methodology Selection
      1. Waterfall Methodology
        1. Sequential Phase Approach
          1. Detailed Planning Requirements
            1. Risk Management
              1. Quality Control Gates
              2. Agile Methodology
                1. Iterative Development
                  1. Continuous Feedback
                    1. Adaptive Planning
                      1. Sprint-Based Delivery
                      2. Kimball Lifecycle Methodology
                        1. Business Requirements Definition
                          1. Dimensional Modeling
                            1. Physical Design
                              1. ETL Development
                                1. BI Application Development
                                  1. Deployment and Maintenance
                                  2. Hybrid Approaches
                                    1. Combining Methodologies
                                      1. Situational Adaptation
                                        1. Risk Mitigation
                                          1. Stakeholder Alignment
                                        2. Requirements Analysis
                                          1. Stakeholder Identification
                                            1. Business Users
                                              1. IT Personnel
                                                1. Executive Sponsors
                                                  1. External Partners
                                                  2. Business Requirements Gathering
                                                    1. Interview Techniques
                                                      1. Workshop Facilitation
                                                        1. Document Analysis
                                                          1. Process Observation
                                                          2. Technical Requirements Definition
                                                            1. Performance Requirements
                                                              1. Scalability Needs
                                                                1. Integration Requirements
                                                                  1. Security Specifications
                                                                  2. Requirements Documentation
                                                                    1. Functional Specifications
                                                                      1. Non-Functional Requirements
                                                                        1. Use Case Development
                                                                          1. Acceptance Criteria
                                                                        2. Project Planning and Management
                                                                          1. Scope Definition
                                                                            1. Project Boundaries
                                                                              1. Deliverable Identification
                                                                                1. Success Criteria
                                                                                  1. Exclusion Documentation
                                                                                  2. Resource Planning
                                                                                    1. Team Structure
                                                                                      1. Skill Requirements
                                                                                        1. Budget Allocation
                                                                                          1. Timeline Development
                                                                                          2. Risk Management
                                                                                            1. Risk Identification
                                                                                              1. Impact Assessment
                                                                                                1. Mitigation Strategies
                                                                                                  1. Contingency Planning
                                                                                                  2. Communication Management
                                                                                                    1. Stakeholder Communication
                                                                                                      1. Status Reporting
                                                                                                        1. Issue Escalation
                                                                                                          1. Change Management
                                                                                                        2. System Development Process
                                                                                                          1. Architecture Design
                                                                                                            1. Logical Architecture
                                                                                                              1. Physical Architecture
                                                                                                                1. Technology Selection
                                                                                                                  1. Integration Planning
                                                                                                                  2. Database Design and Development
                                                                                                                    1. Dimensional Model Implementation
                                                                                                                      1. Physical Database Design
                                                                                                                        1. Index Strategy
                                                                                                                          1. Partitioning Strategy
                                                                                                                          2. ETL Development
                                                                                                                            1. Process Design
                                                                                                                              1. Code Development
                                                                                                                                1. Error Handling
                                                                                                                                  1. Performance Optimization
                                                                                                                                  2. BI Application Development
                                                                                                                                    1. Report Development
                                                                                                                                      1. Dashboard Creation
                                                                                                                                        1. User Interface Design
                                                                                                                                          1. Security Implementation
                                                                                                                                        2. Testing and Quality Assurance
                                                                                                                                          1. Testing Strategy Development
                                                                                                                                            1. Test Planning
                                                                                                                                              1. Test Case Design
                                                                                                                                                1. Test Environment Setup
                                                                                                                                                  1. Test Data Management
                                                                                                                                                  2. Testing Types
                                                                                                                                                    1. Unit Testing
                                                                                                                                                      1. Integration Testing
                                                                                                                                                        1. System Testing
                                                                                                                                                          1. User Acceptance Testing
                                                                                                                                                            1. Performance Testing
                                                                                                                                                            2. Quality Assurance Processes
                                                                                                                                                              1. Code Review
                                                                                                                                                                1. Data Quality Validation
                                                                                                                                                                  1. Documentation Review
                                                                                                                                                                    1. Compliance Verification
                                                                                                                                                                    2. Defect Management
                                                                                                                                                                      1. Issue Tracking
                                                                                                                                                                        1. Root Cause Analysis
                                                                                                                                                                          1. Resolution Planning
                                                                                                                                                                            1. Regression Testing
                                                                                                                                                                          2. Deployment and Operations
                                                                                                                                                                            1. Deployment Planning
                                                                                                                                                                              1. Cutover Strategy
                                                                                                                                                                                1. Rollback Procedures
                                                                                                                                                                                  1. Go-Live Checklist
                                                                                                                                                                                    1. User Training
                                                                                                                                                                                    2. Production Support
                                                                                                                                                                                      1. Monitoring and Alerting
                                                                                                                                                                                        1. Issue Resolution
                                                                                                                                                                                          1. Performance Tuning
                                                                                                                                                                                            1. Capacity Management
                                                                                                                                                                                            2. Maintenance and Enhancement
                                                                                                                                                                                              1. Change Request Management
                                                                                                                                                                                                1. Version Control
                                                                                                                                                                                                  1. Documentation Updates
                                                                                                                                                                                                    1. Continuous Improvement
                                                                                                                                                                                                    2. Success Measurement
                                                                                                                                                                                                      1. KPI Tracking
                                                                                                                                                                                                        1. User Adoption Metrics
                                                                                                                                                                                                          1. Performance Monitoring
                                                                                                                                                                                                            1. ROI Assessment

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                                                                                                                                                                                                        8. Modern Architectures and Advanced Topics

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                                                                                                                                                                                                        1. Introduction to Data Warehousing and Business Intelligence