| Training needs assessment | Role map, baseline skills, prerequisites, cohort grouping and capability gaps | Platform owner, HR/L&D, delivery manager | Directs investment toward relevant learning needs |
| Role-based curriculum | Module sequence, objectives, format, duration assumptions and dependencies | Learners, managers, programme leads | Creates a clear and reviewable learning pathway |
| Instructor-led sessions | Concepts, demonstrations, questions, worked examples and practice guidance | Developers, administrators, analysts, stewards | Builds shared platform understanding |
| Practical lab pack | Exercises, setup instructions, sample data, expected outputs and review points | Technical learners | Tests the application of learning in a controlled environment |
| Knowledge and skills checks | Questions, observed tasks, completion criteria and limitations | Learners and managers | Provides evidence beyond attendance |
| Reference guides | Approved patterns, checklists, terminology, troubleshooting and escalation notes | Delivery and support teams | Supports consistent work after training |
| Capability improvement plan | Remaining gaps, mentoring needs, application actions and follow-up options | Technology and data leaders | Supports sustained capability development |