Integrity Debt Audit

If a machine can pass your assessment, the failure lies in the curriculum design, not the student’s character.

The Integrity Debt Audit is not AI detection software designed to catch students. It is a diagnostic tool for Higher Education professionals to evaluate the resilience of their own curriculum.

Select a specific high-stakes assessment (e.g. a final module essay) to audit. This diagnostic identifies the structural weaknesses that make AI automation an attractive path for students.

Initial Self-Assessment

How susceptible do you believe this specific assessment is to being 'hacked' by AI?

1. Final Product Weighting

Does a single submission determine the grade? Choose 1 for formative stages; choose 5 for one final report.

Slow AI (Resilient)
Fast AI (Vulnerable)
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2. Iterative Documentation

Do you demand evidence of the 'messy middle'? Choose 1 for mandatory brain-dumps; choose 5 for only the final version.

Slow AI
Fast AI
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3. Contextual Specificity

Are prompts tied to unique, local events? Choose 1 for recent in-class debates; choose 5 for generic theory.

Slow AI
Fast AI
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4. Reflective Criticality

Does reflection require personal synthesis? Choose 1 for emotional narratives; choose 5 for clichés.

Slow AI
Fast AI
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5. Temporal Friction

Can a student finish this in 24 hours? Choose 1 for multi-week cycles; choose 5 for tasks that can be 'sprinted'.

Slow AI
Fast AI
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6. Multimodal Evidence

Is it purely text-based? Choose 1 for audio or physical models; choose 5 for standard PDFs.

Slow AI
Fast AI
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7. Explicit AI Interrogation

Do students confront the tool? Choose 1 for critiquing AI drafts; choose 5 if use is ignored.

Slow AI
Fast AI
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8. Real-Time Defence

Is there a live, unscripted element? Choose 1 for vivas or Q&A; choose 5 for asynchronous marking.

Slow AI
Fast AI
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9. Social Collaborative Labour

Does the task involve collaborative friction? Choose 1 for peer-reviewed groups; choose 5 for solitary tasks.

Slow AI
Fast AI
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10. Data Recency

Does it engage with the last 14 days? Choose 1 for this morning's headlines; choose 5 for decades-old concepts.

Slow AI
Fast AI
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Unlocking the Results

Pedagogical Pivot & Strategy

High Integrity Debt threatens the reputational value of your institution. I provide bespoke consultancy to human-proof your curriculum and develop frameworks prioritising dialogue over punishment. Redesigning for resilience is the only way to ensure students are doing the work that matters.

Email me to discuss your results: sam.illingworth@gmail.com