Module 3 32 min video Reviewed 2026-07-12

Assessment Redesign and the AI Assessment Scale

Stress-test an assessment, decide what it truly measures, and document a defensible AI Assessment Scale choice.

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Learning objectives

What you will be able to do

  • Distinguish learning production from learning measurement.
  • Use the AI Assessment Scale as a design vocabulary.
  • Complete a failure analysis before redesigning an assignment.
  • Combine TILT, authentic assessment, and AIAS choices into a transparent student-facing assessment contract.

Time budget

32 min total lecture runtime | 28-33 min read

The listed runtime reflects the current module lectures. The module reading adds a careful 28-33 min. Worksheets and optional portfolio activities add time based on how deeply you choose to engage.

Watch and reflect

Module videos

Learning Production vs. Learning Measurement

6:21
Video summary

Most assignments quietly do three jobs at once: production (practice that builds skill), measurement (evidence that certifies it), and logistics (course plumbing). This lecture shows why AI makes that ambiguity expensive — the highest-risk pattern is letting students practice with AI and then grading as if they practiced without it — and walks through annotating each sentence of a prompt by its job. Small relabeling moves in the spirit of TILT let you attach different AI expectations to different components and give differently prepared students a visible sequence of practice, support, and proof.

The AI Assessment Scale (AIAS)

9:11
Video summary

An introduction to the AI Assessment Scale (AIAS), five assessment contracts running from no AI, through AI-assisted planning and collaboration, to full AI use and AI-as-object-of-critique. Each level changes three things together — what the student does, what AI does, and what evidence is required — which is why the scale works best applied per component rather than pasted across a whole course. The lecture pairs the scale with an access plan (no-cost path, privacy rule, fallback) and distinguishes the assignment contract from the integrity policy that backs it.

The Stress Test is a failure analysis

7:57
Video summary

The Stress Test treats your assignment as the object of a failure analysis before students arrive: what can a current AI tool produce, what learning sits invisibly below the polished product, what small piece of process evidence would restore confidence, and what equity cost would that fix create? Results feed a decision tree — keep, revise, split, replace, or integrate AI — with detect-and-punish deliberately absent. A risk heat map focuses limited redesign time where bypass is likely and the learning consequence is high, and the output is a short Decision Memo a colleague could challenge.

Transparent and Authentic Assessment in the AI Era

8:04
Video summary

Transparent and Authentic Assessment combines TILT, authentic assessment, and the AI Assessment Scale into a clear student-facing contract: why the work matters, what students must produce, what strong performance looks like, and where AI is permitted, prohibited, or documented. Authenticity comes not from attaching a prestigious job title to a generic task, but from aligning audience, genre, evidence, and constraints around credible disciplinary judgment. A before-and-after prompt demonstrates how transparency preserves intellectual rigor while reducing hidden expectations, improving equity and feedback. The resulting Decision Memo becomes a design brief for rewriting the assignment in Module Four.

Read and connect

Module reading

A faculty development reading that synthesizes this module's lectures, adds cross-disciplinary examples, and closes with a checklist for the module artifact. Read it after the videos and before the worksheet.

READ
28-33 min read FACULTY DEVELOPMENT READING

Module 3 Reading — Assessment Stress Testing and the AI Assessment Scale

Learning production versus learning measurement, the five AIAS levels as contracts, the four-question Stress Test, and a Decision Memo that answers its strongest counterargument.

Make the work usable

Worksheets and resources

Download the worksheets and resources for this module.

DOC

Module 3 Participant Workbook

80 min core

DOC

AIAS Quick Reference

Reference

DOC

Critical Friend Prompt

Optional

DOC

Samples: Decision Memos

Self-review

DOC

Samples: Decision Memos - Steward Key

Steward reference

Portfolio connection

Assessment Stress Test and AIAS Decision Memo

By the end of this module, this artifact should be ready to carry into the next design decision.

Open portfolio checklist

Keep the conversation going

One useful update. Once a week.

Follow new resources, course improvements, and faculty-support tools without chasing every headline.