Further teaching detail from the module: **Technical:** artifacts should be organized by competency claims, not chronology. Six well-captioned artifacts covering distinct competencies outperform fifteen that cluster on one. Where two artifacts prove the same thing, keep the stronger and cut the other; the cut is itself evidence of judgment.
00:00-08:00 | Portfolio quality exemplar Show one strong and one weak portfolio side by side, including a strong one that contains a documented error. Ask which one the room would trust with a dataset. 08:00-20:00 | Competency-claim mapping Learners write claims before selecting artifacts. Circulate asking "what would falsify this claim?" to force claims specific enough to be checked. 20:00-34:00 | Artifact curation and caption drafting Four-line captions, with line three enforced. Any caption that cannot name a verifiable item is returned rather than discussed. 34:00-46:00 | Feedback exchange round Each learner sends one artifact with a stated decision, criterion, stage, and deadline. Reviewers must answer the stated question before offering anything else. 46:00-56:00 | Revision planning Convert feedback into a dated revision list ordered by how much each change alters what the portfolio proves, not by how easy it is. 56:00-60:00 | Final submission checklist Permission check, dataset versions pinned, README present, contribution statements written.
Further teaching detail from the module: **Common failure to flag:** artifact dump with weak competency mapping, reflection limited to narrative without analytical depth, and minimal response to peer critique. Also flag portfolios where every caption line three is missing, since that is the difference between a folder and evidence.