Data Warehousing and Business Intelligence

  1. Data Governance, Quality, and Security
    1. Data Governance Framework
      1. Governance Structure
        1. Data Governance Council
          1. Data Stewardship Roles
            1. Data Owner Responsibilities
              1. Data Custodian Functions
              2. Policies and Standards
                1. Data Usage Policies
                  1. Data Classification Standards
                    1. Data Retention Policies
                      1. Data Privacy Regulations
                      2. Governance Processes
                        1. Data Request Management
                          1. Change Management
                            1. Issue Resolution
                              1. Compliance Monitoring
                              2. Governance Tools and Technologies
                                1. Policy Management Systems
                                  1. Workflow Automation
                                    1. Compliance Tracking
                                      1. Reporting and Metrics
                                    2. Data Quality Management
                                      1. Data Quality Dimensions
                                        1. Accuracy Assessment
                                          1. Completeness Measurement
                                            1. Consistency Evaluation
                                              1. Timeliness Monitoring
                                                1. Validity Checking
                                                  1. Uniqueness Verification
                                                  2. Data Profiling
                                                    1. Statistical Analysis
                                                      1. Pattern Recognition
                                                        1. Anomaly Detection
                                                          1. Quality Metrics Calculation
                                                          2. Data Quality Processes
                                                            1. Quality Assessment
                                                              1. Issue Identification
                                                                1. Root Cause Analysis
                                                                  1. Remediation Planning
                                                                  2. Data Cleansing Operations
                                                                    1. Standardization Procedures
                                                                      1. Deduplication Processes
                                                                        1. Error Correction Methods
                                                                          1. Validation Rule Application
                                                                        2. Master Data Management
                                                                          1. Master Data Concepts
                                                                            1. Core Business Entities
                                                                              1. Golden Record Creation
                                                                                1. Data Hierarchy Management
                                                                                  1. Reference Data Management
                                                                                  2. MDM Architecture Patterns
                                                                                    1. Registry Architecture
                                                                                      1. Consolidation Architecture
                                                                                        1. Coexistence Architecture
                                                                                          1. Centralized Architecture
                                                                                          2. MDM Implementation
                                                                                            1. Data Integration Strategies
                                                                                              1. Matching and Merging
                                                                                                1. Survivorship Rules
                                                                                                  1. Data Synchronization
                                                                                                  2. MDM Governance
                                                                                                    1. Data Stewardship
                                                                                                      1. Quality Monitoring
                                                                                                        1. Change Management
                                                                                                          1. Compliance Tracking
                                                                                                        2. Security and Privacy
                                                                                                          1. Access Control Management
                                                                                                            1. User Authentication
                                                                                                              1. Role-Based Access Control
                                                                                                                1. Attribute-Based Access Control
                                                                                                                  1. Single Sign-On Integration
                                                                                                                  2. Data Security Measures
                                                                                                                    1. Row-Level Security
                                                                                                                      1. Column-Level Security
                                                                                                                        1. Data Masking and Anonymization
                                                                                                                          1. Encryption at Rest and in Transit
                                                                                                                          2. Privacy Protection
                                                                                                                            1. Personal Data Identification
                                                                                                                              1. Data Minimization
                                                                                                                                1. Right to be Forgotten
                                                                                                                                2. Compliance and Auditing
                                                                                                                                  1. Regulatory Requirements
                                                                                                                                    1. Audit Trail Management
                                                                                                                                      1. Compliance Reporting
                                                                                                                                        1. Risk Assessment

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                                                                                                                                    6. Data Analytics and Reporting

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                                                                                                                                    8. Modern Architectures and Advanced Topics