Health Informatics and Data Analysis

  1. Data Quality, Governance, and Standards
    1. Data Quality Framework
      1. Data Quality Dimensions
        1. Accuracy and Correctness
          1. Completeness and Coverage
            1. Consistency and Uniformity
              1. Timeliness and Currency
                1. Validity and Conformity
                  1. Uniqueness and Duplication
                    1. Integrity and Reliability
                    2. Data Quality Assessment Methods
                      1. Automated Quality Checks
                        1. Statistical Quality Measures
                          1. Manual Review Processes
                            1. Comparative Analysis Techniques
                            2. Data Quality Improvement Strategies
                              1. Root Cause Analysis
                                1. Process Improvement Methods
                                  1. Training and Education Programs
                                    1. Technology Solutions
                                  2. Data Governance Principles
                                    1. Governance Framework Components
                                      1. Data Governance Charter
                                        1. Roles and Responsibilities
                                          1. Decision-Making Processes
                                            1. Accountability Structures
                                            2. Data Stewardship
                                              1. Data Steward Roles
                                                1. Data Custodian Responsibilities
                                                  1. Data Owner Accountability
                                                  2. Data Policies and Procedures
                                                    1. Data Collection Policies
                                                      1. Data Retention Policies
                                                        1. Data Sharing Agreements
                                                          1. Data Disposal Procedures
                                                          2. Data Lifecycle Management
                                                            1. Data Creation and Acquisition
                                                              1. Data Storage and Maintenance
                                                                1. Data Usage and Access
                                                                  1. Data Archival and Disposal
                                                                2. Master Data Management
                                                                  1. Entity Resolution and Matching
                                                                    1. Patient Identity Management
                                                                      1. Provider Identity Management
                                                                        1. Facility and Location Matching
                                                                        2. Data Integration Strategies
                                                                          1. Extract, Transform, Load Processes
                                                                            1. Real-Time Data Integration
                                                                              1. Batch Processing Methods
                                                                              2. Data Lineage and Provenance
                                                                                1. Data Source Documentation
                                                                                  1. Transformation Tracking
                                                                                    1. Audit Trail Maintenance
                                                                                  2. Health Data Standards and Interoperability
                                                                                    1. Interoperability Levels
                                                                                      1. Technical Interoperability
                                                                                        1. Syntactic Interoperability
                                                                                          1. Semantic Interoperability
                                                                                            1. Organizational Interoperability
                                                                                            2. Standards Development Organizations
                                                                                              1. Health Level Seven International
                                                                                                1. International Organization for Standardization
                                                                                                  1. Integrating the Healthcare Enterprise
                                                                                                    1. American National Standards Institute
                                                                                                    2. Messaging and Communication Standards
                                                                                                      1. HL7 Version 2 Messages
                                                                                                        1. Message Structure and Segments
                                                                                                          1. Common Message Types
                                                                                                            1. Implementation Considerations
                                                                                                            2. HL7 Version 3 and Reference Information Model
                                                                                                              1. RIM Components
                                                                                                                1. Clinical Document Architecture
                                                                                                                  1. Implementation Guides
                                                                                                                  2. Fast Healthcare Interoperability Resources
                                                                                                                    1. Resource Types and Structure
                                                                                                                      1. RESTful API Implementation
                                                                                                                        1. FHIR Profiles and Extensions
                                                                                                                      2. Clinical Terminology Standards
                                                                                                                        1. SNOMED CT
                                                                                                                          1. Concept Model and Hierarchy
                                                                                                                            1. Clinical Use Cases
                                                                                                                              1. Implementation and Mapping
                                                                                                                              2. LOINC
                                                                                                                                1. Laboratory Test Coding
                                                                                                                                  1. Clinical Observation Coding
                                                                                                                                    1. Document Ontology
                                                                                                                                    2. International Classification of Diseases
                                                                                                                                      1. ICD-10-CM for Diagnoses
                                                                                                                                        1. ICD-10-PCS for Procedures
                                                                                                                                          1. Coding Guidelines and Rules
                                                                                                                                          2. RxNorm and Medication Standards
                                                                                                                                            1. Drug Naming and Coding
                                                                                                                                              1. Medication Mapping
                                                                                                                                                1. Integration with Prescribing Systems
                                                                                                                                              2. Imaging and Device Standards
                                                                                                                                                1. DICOM Standard
                                                                                                                                                  1. Image Storage and Format
                                                                                                                                                    1. Communication Protocols
                                                                                                                                                      1. Metadata and Tagging
                                                                                                                                                      2. IEEE Standards for Medical Devices
                                                                                                                                                        1. Device Communication Standards
                                                                                                                                                          1. Interoperability Profiles

                                                                                                                                                    Previous

                                                                                                                                                    2. Health Data: Types, Sources, and Characteristics

                                                                                                                                                    Go to top

                                                                                                                                                    Next

                                                                                                                                                    4. Health Information Systems and Technologies