SYS-RND
Moving a Prototype Into Responsible Operations
Treat transition as a new evidence phase covering ownership, integration, safety, security, support, monitoring, and retirement.
CHANNEL ARCHIVE / SYS-PRO
Tag: Professional Learning
SYS-EDT
A Pilot Plan for New Learning Technology
Treat a pilot as a bounded test of value, feasibility, risk, and implementation—not a miniature rollout.
SYS-RES
Turning Findings Into an Implementation Playbook
Translate findings into core functions, adaptable forms, prerequisites, measures, decision rules, and ownership.
SYS-MAR
Building a Maritime Skills Map for Emerging Technology
Map changing functions, human-system boundaries, and evidence of competence before rushing to name new job titles.
SYS-ID
Evaluation Beyond Satisfaction Surveys
Connect learning evidence to target behavior, operating conditions, outcomes, and decisions the evaluation must inform.
SYS-AI
Measuring the Cost and Value of AI Pilots
Count integration, review, correction, and governance—not just subscription fees or minutes saved.
SYS-RND
Documenting Negative Results as Reusable Knowledge
Capture the hypothesis, configuration, evidence, boundary conditions, and next implication so a failed test becomes organizational memory.
SYS-EDT
Accessibility Procurement Questions Every Team Should Ask
Move beyond a conformance claim by requesting scope, evidence, known defects, remediation, testing, and contract commitments.
SYS-RES
Communicating Uncertainty to Decision-Makers
Pair the best estimate with range, evidence quality, assumptions, alternatives, and a concrete implication for action.
SYS-MAR
Supporting Multilingual Crews in Safety-Critical Training
Design for clear operational language, demonstrated understanding, accessible materials, and communication under pressure.