SYS-RES
Building a Data Collection Plan Crews Will Use
Collect the minimum credible evidence at natural workflow points, test burden, and close the feedback loop with participants.
CHANNEL ARCHIVE / SYS-EVI
Tag: Evidence Informed Practice
SYS-MAR
Competency-Based Onboarding for Vessel-Specific Operations
Move beyond document acknowledgment by combining vessel familiarization, coached tasks, evidence, and explicit sign-off authority.
SYS-ID
Designing Scenario-Based Practice for High-Consequence Work
Create scenarios around consequential decisions, realistic cues, recoverable errors, and structured debriefs.
SYS-AI
A Practical Evaluation Set for Training-Support Chatbots
Build a small, versioned set of realistic questions that tests accuracy, refusal, citation, inclusion, and instructional usefulness.
SYS-RND
Designing Stage Gates That Preserve Learning
Make each gate test the uncertainties appropriate to the stage, with decisions to continue, redirect, pause, transfer, or stop.
SYS-EDT
xAPI, LTI, and SCORM: A Decision Guide
Choose standards by the interoperability problem: launching packaged content, connecting tools, or recording learning experiences.
SYS-RES
Mixed Methods for Small Workforce Programs
Combine transparent descriptive data with purposeful qualitative evidence when small numbers make precision claims fragile.
SYS-MAR
Designing Bridge-Team Simulations That Debrief Well
Engineer simulations around team decisions and observable cues, then make the debrief reconstruct how the bridge team understood the situation.
SYS-ID
Turning Expert Interviews Into Observable Learning Objectives
Translate expert stories and tacit judgments into actions, conditions, standards, and common failure cues.
SYS-AI
Human-in-the-Loop Is a Workflow, Not a Slogan
Specify where people inspect AI-supported work, what evidence they need, and when they have authority to halt the process.