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Feed-Forward, Not Feedback: Rethinking Project Based Assessment

Talkat PyCon AU 2026 · 2026-08-26..08-30· [ai-assisted-development]
links:none on file
slides:none on file

Redesign breaks a single end-term project into staged deliverables with feed-forward workshops the week before each deadline, peer critiques scored for quality of critique not marks, and a final public showcase; students build dashboards in Plotly Dash across a ~400–500 students cohort. Code is deliberately unmarked; assessment targets design, judgment, communication and iterative improvement. Result: most teams have a submittable product a week early, fewer last-minute failures, higher engagement and measurable gains in feedback quality and project outcomes.

AI-written summary · about

  1. 0:00Feed-forward assessment intro
  2. 4:44Project-based learning motivations
  3. 7:13Redesigning assessments
  4. 10:45Implementing feed-forward workshops
  5. 13:36Adapting to AI in assessments
  6. 17:47Student feedback and outcomes
  7. 20:38Generalizing for educators
  8. 21:00Q&A
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