Assignment Design for AI-Resilient Courses

From Assignment to Assessment Insight

A four-stage flow for designing assignments where student thinking is visible, genuine, and difficult to offload.

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Stage 01
Assignment Design
Design the core task with Fink's dimensions in mind. Identify which dimensions the assignment already targets and which are absent. For each absent dimension, ask whether adding it would require minimal additional student time but reveal meaningful thinking.
Identify target Fink dimensions Check for Integration and LH2L gaps Build in personal context AI cannot access Define what "excellent" process looks like
🎯 Key question: Which dimensions does this assignment genuinely require?
↓ Once the core task is designed, choose a thinking routine checkpoint that surfaces the process
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Stage 02
Thinking Routine
Add a short, structured thinking routine before, during, or after the assignment. The routine is where the grade lives. It makes the student's reasoning process visible in a form that is idiosyncratic, personal, and difficult to fabricate without genuine engagement.
Connect-Extend-Challenge Think-Puzzle-Explore I Used to Think / Now I Think See-Think-Wonder Design Decision Log Process Annotation
⏱ Target: under 15 minutes of additional student time
↓ The routine generates a written record of the student's thinking process
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Stage 03
Observable Evidence
The student's thinking process becomes visible in the routine output. Authentic thinking produces specific, idiosyncratic evidence: named connections to prior experience, genuine model revision, questions only this student would ask. Look for specificity as the primary signal.
Named prior course or project Described moment of confusion Identified genuine knowledge gap Specific "I used to think / now I think" Idiosyncratic question or connection
🔑 Specificity is the signal. Generic fluency is the red flag.
↓ Evidence of thinking informs what and how you teach next
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Stage 04
Assessment Insight
The visible thinking gives you information the final product cannot: where students are genuinely confused, which connections they are making, whether they are building a coherent mental model or accumulating isolated facts. Use this to calibrate your next class session, not just your gradebook.
Reveal and correct misconceptions Identify students who need support Calibrate next class discussion Document learning for SoTL Provide targeted, low-effort feedback
📊 The thinking record is also your formative assessment data

Reading the Evidence: Authentic Thinking vs. AI Offloading

Authentic thinking looks like...

Offloaded responses look like...