# Jira Tickets for EmpowerHealth Implementation
## Week 1 Tickets
**Title:** Configure Azure Subscription and Resource Groups
**Assignee:** Dominique
**Description:** Set up the foundational Azure subscription and create resource groups for dev, staging, and production environments in EmpowerHealth's Azure account.
**Acceptance Criteria:**
- Azure subscription is active and configured
- Three resource groups created: rg-empowerhealth-dev, rg-empowerhealth-staging, rg-empowerhealth-prod
- Proper naming conventions applied
- Cost management alerts configured
- Resource group tags applied for cost tracking
---
**Title:** Configure Azure AD B2C and Identity Management
**Assignee:** Dominique
**Description:** Set up Azure Active Directory B2C tenant for user authentication and configure service principals and managed identities for service-to-service authentication.
**Acceptance Criteria:**
- Azure AD B2C tenant created and configured
- Service principals created for all services
- Managed identities configured for App Services
- RBAC roles defined and documented
- Initial admin users created
---
**Title:** Deploy Virtual Network Infrastructure
**Assignee:** Dominique
**Description:** Create and configure the Virtual Network with appropriate subnets for public, application, and database tiers.
**Acceptance Criteria:**
- VNet created with address space `10.10.0.0/16`
- Public, application, and database subnets configured
- Network Security Groups created and associated
- NAT Gateway deployed for outbound connectivity
- Private endpoints configured for PaaS services
---
**Title:** Deploy Core Azure Services
**Assignee:** Dominique
**Description:** Deploy and configure core Azure services including Redis Cache, PostgreSQL database, Application Gateway, and Front Door.
**Acceptance Criteria:**
- Azure Cache for Redis deployed and accessible
- Azure Database for PostgreSQL configured with backup policies
- Application Gateway deployed with health probes
- Azure Front Door configured with WAF rules
- All services accessible from application subnets
---
**Title:** Configure Snowflake Environment
**Assignee:** Dominique
**Description:** Set up Snowflake account, configure warehouses, and establish connectivity with Azure services.
**Acceptance Criteria:**
- Snowflake account created and configured
- Development and production warehouses created
- Azure-Snowflake network connectivity established
- Initial databases and schemas created
- Service accounts and roles configured
- Connection tested from Azure services
---
## Week 2 Tickets
**Title:** Initialize FastAPI Project Structure
**Assignee:** Jermell
**Secondary:** JR
**Description:** Set up the FastAPI project with proper folder structure, dependencies, and base configuration.
**Acceptance Criteria:**
- FastAPI project initialized with Poetry/pip
- Folder structure follows best practices (routers, models, services, etc.)
- Environment configuration set up (.env files)
- Logging framework configured
- Base requirements.txt created
- Project runs locally
---
**Title:** Implement Authentication Middleware
**Assignee:** Jermell
**Secondary:** JR
**Description:** Create authentication and authorization middleware using Azure AD B2C tokens.
**Acceptance Criteria:**
- JWT token validation implemented
- Azure AD B2C integration working
- Role-based access control implemented
- Token refresh mechanism in place
- Authentication decorators created
- Unit tests passing
---
**Title:** Create Core API Health and Auth Endpoints
**Assignee:** Jermell
**Secondary:** JR
**Description:** Implement health check endpoint and authentication endpoints for login, logout, and token refresh.
**Acceptance Criteria:**
- `/health` endpoint returns 200 with service status
- `/auth/login` endpoint handles user authentication
- `/auth/logout` endpoint invalidates sessions
- `/auth/refresh` endpoint refreshes tokens
- Error responses follow consistent format
- Endpoints documented in OpenAPI spec
**Title:** Implement Patient Data Endpoints
**Assignee:** Jermell
**Secondary:** JR
**Description:** Create CRUD endpoints for patient data management.
**Acceptance Criteria:**
- `GET /api/v1/patients` returns patient list with pagination
- `GET /api/v1/patients/{id}` returns patient details
- `POST /api/v1/patients` creates new patient record
- `PUT /api/v1/patients/{id}` updates patient information
- Proper authorization checks implemented
- Input validation working
---
**Title:** Implement DRG Analysis Endpoints
**Assignee:** Jermell
**Secondary:** JR
**Description:** Create endpoints for DRG analysis and classification requests.
**Acceptance Criteria:**
- `POST /api/v1/drg/analyze` accepts patient data for analysis
- `GET /api/v1/drg/history` returns analysis history
- `GET /api/v1/drg/{id}` returns specific analysis results
- Async processing implemented for long-running analyses
- Response includes confidence scores
- Error handling for invalid inputs
## Week 3 Tickets
**Title:** Implement Snowflake Database Connector
**Assignee:** Jermell
**Secondary:** JR
**Description:** Create a robust Snowflake connector with connection pooling and retry logic.
**Acceptance Criteria:**
- Snowflake Python connector integrated
- Connection pooling implemented
- Retry logic with exponential backoff
- Connection health checks working
- Query timeout configurations set
- Error handling and logging in place
---
**Title:** Configure Redis Caching Layer
**Assignee:** Jermell
**Secondary:** JR
**Description:** Set up Redis caching for API responses and session management.
**Acceptance Criteria:**
- Redis client configured and connected
- Cache key strategies defined
- TTL policies implemented
- Cache invalidation logic working
- Session storage implemented
- Cache hit/miss metrics available
---
**Title:** Create Database Migration Scripts
**Assignee:** Jermell
**Secondary:** JR
**Description:** Implement database migration scripts for PostgreSQL audit tables.
**Acceptance Criteria:**
- Alembic or similar migration tool configured
- Initial migration scripts created
- Audit table schemas defined
- Migration rollback functionality tested
- Documentation for running migrations
- CI/CD integration planned
---
**Title:** Configure Snowpipe for Data Ingestion
**Assignee:** JR
**Secondary:** Jermell
**Description:** Set up Snowpipe for automated data ingestion from external sources.
**Acceptance Criteria:**
- Snowpipe configured for Epic EMR data
- External stages created and configured
- File format definitions created
- Auto-ingestion notifications working
- Error handling for failed loads
- Monitoring queries created
---
**Title:** Implement Snowflake Data Model
**Assignee:** JR
**Secondary:** Jermell
**Description:** Create raw, cleansed, and analytical data layers in Snowflake.
**Acceptance Criteria:**
- Raw data tables created for all source systems
- Cleansing procedures implemented
- Dimensional model created (patient, provider, diagnosis)
- Fact tables created (encounters, billing)
- Data quality checks implemented
- Documentation of data lineage
---
**Title:** Create Snowflake Streams and Tasks
**Assignee:** JR
**Secondary:** Jermell
**Description:** Set up change data capture and automated processing using Streams and Tasks.
**Acceptance Criteria:**
- Streams created on source tables
- Tasks scheduled for data processing
- Dependencies between tasks configured
- Error handling and alerting set up
- Processing logs available
- Performance benchmarks met
## Week 4 Tickets
**Title:** Enable Snowflake Cortex AI Functions
**Assignee:** JR
**Secondary:** Jermell
**Description:** Configure and test Snowflake Cortex AI capabilities for text classification and analysis.
**Acceptance Criteria:**
- Cortex AI functions enabled in Snowflake
- `CLASSIFY_TEXT` function tested
- `EXTRACT_ANSWER` function configured
- `SENTIMENT` analysis working
- Performance benchmarks documented
- Cost implications understood
---
**Title:** Implement DRG Classification Model
**Assignee:** JR
**Secondary:** Jermell
**Description:** Create DRG classification model using Snowflake ML capabilities.
**Acceptance Criteria:**
- Training data prepared and validated
- Model trained using Cortex AI
- Classification accuracy > 85%
- Model versioning implemented
- Prediction latency < 500ms
- Model documentation complete
---
**Title:** Create Risk Stratification Model
**Assignee:** JR
**Secondary:** Jermell
**Description:** Develop patient risk scoring model using clinical features.
**Acceptance Criteria:**
- Feature engineering pipeline created
- Risk model trained and validated
- ROC AUC > 0.80
- Model explanations available
- Real-time scoring capability
- Threshold configurations documented
---
**Title:** Build Feature Engineering Pipeline
**Assignee:** JR
**Secondary:** Jermell
**Description:** Create automated feature generation and selection pipeline.
**Acceptance Criteria:**
- Feature store tables created
- Automated feature generation working
- Feature importance calculated
- Pipeline scheduled and monitored
- Data quality checks in place
- Performance optimized
## Week 5 Tickets
**Title:** Deploy Azure Machine Learning Workspace
**Assignee:** JR
**Secondary:** Jermell
**Description:** Set up Azure ML workspace as backup ML platform.
**Acceptance Criteria:**
- AML workspace created
- Compute clusters configured
- Datastores connected
- Environments defined
- Notebooks accessible
- Cost alerts configured
---
**Title:** Configure Text Analytics for Health
**Assignee:** JR
**Secondary:** Jermell
**Description:** Set up Azure Text Analytics for medical text processing.
**Acceptance Criteria:**
- Text Analytics resource deployed
- API keys securely stored
- Medical entity extraction tested
- ICD-10 mapping working
- Batch processing configured
- Error handling implemented
---
**Title:** Implement ML Prediction Endpoints
**Assignee:** Jermell
**Secondary:** JR
**Description:** Create API endpoints for real-time ML predictions.
**Acceptance Criteria:**
- `POST /api/v1/ml/predict` endpoint working
- Request validation implemented
- Response format standardized
- Timeout handling configured
- Caching strategy implemented
- Performance metrics tracked
---
**Title:** Implement Batch Processing Endpoints
**Assignee:** Jermell
**Secondary:** JR
**Description:** Create endpoints for batch ML processing jobs.
**Acceptance Criteria:**
- `POST /api/v1/ml/batch` endpoint created
- Job queuing mechanism working
- Status tracking implemented
- Result storage configured
- Notification system working
- Batch size limits enforced
---
**Title:** Create Report Generation Service
**Assignee:** Jermell
**Secondary:** JR
**Description:** Implement service for generating analytical reports.
**Acceptance Criteria:**
- Report templates created
- PDF generation working
- Data aggregation optimized
- Scheduled reports configured
- Report storage implemented
- Access control enforced
## Week 6 Tickets
**Title:** Configure HIPAA-Compliant Encryption
**Assignee:** Dominique
**Description:** Implement encryption at rest and in transit for all PHI data.
**Acceptance Criteria:**
- Key Vault encryption keys configured
- Database encryption enabled
- Storage encryption verified
- TLS 1.3 enforced for all connections
- Encryption audit logs enabled
- Compliance documentation updated
---
**Title:** Implement Audit Logging System
**Assignee:** Dominique
**Description:** Configure comprehensive audit logging for HIPAA compliance.
**Acceptance Criteria:**
- All data access logged
- User activity tracking enabled
- Log retention policies configured
- Log integrity protection enabled
- Search and reporting capabilities available
- Alerting for suspicious activities
---
**Title:** Create GitHub Actions CI/CD Pipelines
**Assignee:** Dominique
**Description:** Set up automated build and deployment pipelines.
**Acceptance Criteria:**
- Build pipeline for backend services
- Automated testing integrated
- Code quality checks included
- Deployment pipelines for all environments
- Secret management configured
- Rollback procedures documented
---
**Title:** Complete Terraform Modules
**Assignee:** Dominique
**Description:** Finalize Infrastructure as Code modules for all services.
**Acceptance Criteria:**
- All infrastructure codified in Terraform
- Module structure follows best practices
- Environment-specific variables configured
- State management configured
- Documentation complete
- Validation tests passing
## Week 7 Tickets
**Title:** Execute End-to-End Integration Tests
**Assignee:** Jermell
**Secondary:** JR
**Description:** Run complete integration tests across all services.
**Acceptance Criteria:**
- Data ingestion pipeline tested
- API endpoints tested end-to-end
- Authentication flows validated
- ML predictions verified
- Performance benchmarks met
- Test report generated
---
**Title:** Optimize ML Model Performance
**Assignee:** JR
**Secondary:** Jermell
**Description:** Tune ML models for optimal performance.
**Acceptance Criteria:**
- Model inference time optimized
- Batch processing improved
- Memory usage reduced
- Caching strategies implemented
- Load testing completed
- Performance documentation updated
---
**Title:** Perform Security Validation
**Assignee:** Dominique
**Description:** Execute security testing and vulnerability assessment.
**Acceptance Criteria:**
- Vulnerability scan completed
- Penetration test findings addressed
- HIPAA controls validated
- Access controls tested
- Encryption verified
- Security report generated
## Week 8 Tickets
---
**Title:** Deploy SFMC Azure Infrastructure
**Assignee:** Dominique
**Description:** Replicate entire infrastructure in SFMC Azure account using Terraform.
**Acceptance Criteria:**
- SFMC resource groups created
- All services deployed via Terraform
- Networking configured correctly
- Security policies applied
- Monitoring enabled
- Infrastructure tested
---
**Title:** Configure SFMC Service Connections
**Assignee:** Dominique
**Description:** Set up all service configurations and connections in SFMC environment.
**Acceptance Criteria:**
- App Services configured
- Database connections established
- Redis cache configured
- Snowflake connectivity verified
- Key Vault secrets migrated
- Health checks passing
## Week 9 Tickets
**Title:** Deploy Backend Services to SFMC
**Assignee:** Jermell
**Secondary:** JR
**Description:** Deploy FastAPI applications to SFMC App Services.
**Acceptance Criteria:**
- Applications deployed successfully
- Environment variables configured
- Authentication working
- All endpoints accessible
- Logging configured
- Performance validated
---
**Title:** Migrate Data Pipeline to SFMC
**Assignee:** JR
**Secondary:** Jermell
**Description:** Configure data pipeline in SFMC environment.
**Acceptance Criteria:**
- Snowflake connections working
- Data ingestion configured
- Transformation jobs running
- ML models accessible
- Pipeline monitoring active
- Data validation passed
---
**Title:** Validate SFMC System Integration
**Assignee:** Dominique
**Description:** Complete system validation in SFMC environment.
**Acceptance Criteria:**
- All health checks passing
- Monitoring dashboards active
- Failover tested
- Security controls verified
- Performance benchmarks met
- Documentation updated
## Week 10 Tickets
**Title:** Execute Production Smoke Tests
**Assignee:** Jermell
**Secondary:** JR
**Description:** Run final validation tests in SFMC production environment.
**Acceptance Criteria:**
- All critical paths tested
- Sample data processed successfully
- API response times validated
- ML predictions accurate
- No critical bugs found
- Sign-off obtained
---
**Title:** Execute Production Deployment
**Assignee:** Dominique
**Description:** Deploy to production and configure routing.
**Acceptance Criteria:**
- Production deployment successful
- DNS routing configured
- SSL certificates active
- Monitoring alerts configured
- Backup procedures verified
- Rollback plan tested
---
**Title:** Complete Technical Documentation
**Assignee:** Jermell
**Secondary:** JR
**Description:** Finalize all technical and API documentation.
**Acceptance Criteria:**
- API documentation complete in OpenAPI format
- Architecture diagrams updated
- Data pipeline documentation complete
- Model documentation finalized
- Troubleshooting guides created
- Knowledge base articles written
---
**Title:** Create Operations Runbooks
**Assignee:** Dominique
**Description:** Document all operational procedures and runbooks.
**Acceptance Criteria:**
- Deployment procedures documented
- Incident response runbooks created
- Monitoring procedures defined
- Backup/restore procedures documented
- Disaster recovery plan complete
- On-call procedures established