5.1 Why lifecycle management matters5.2 Lifecycle framing, risk classification, and control5.3 Data and knowledge preparation5.4 System design and model selection5.5 Testing, validation, and acceptance5.6 Deployment, monitoring, and change control5.7 Retirement and decommissioning5.8 Case study: applying the lifecycle