CARE-AI Governance Framework

Pedagogical Risk Scoring Matrix (PRSM) Diagnostic Tool

EU AI Act Compliant

Assignment Metadata

1. Cognitive Delegation Risk (CDR)

Degree to which core analytical and creative thought is outsourced to AI.

Score: 1

2. Data Privacy Risk (DPR)

Likelihood of exposing minor's PII or sensitive data to commercial ingestion.

Score: 1

3. Assessment Vulnerability (AV)

Probability that unassisted LLM output can pass without student understanding.

Score: 1

4. Social Equity Gap (SEG)

Dependency on paid subscriptions, premium models, or specialized hardware.

Score: 1
Composite Evaluation

PRSM Score Dashboard

Formula
CDR + DPR + AV + SEG
4
out of 12
LOW RISK (GREEN STATUS)
PRSM Score: 4 – 6

Institutional Action Protocol

Approved for autonomous student execution under CARE-AI guidelines. Requires standard AI usage citation and transparency disclosure.

Dimensional Breakdown

Cognitive (CDR): 1 / 3
Privacy (DPR): 1 / 3
Vulnerability (AV): 1 / 3
Equity (SEG): 1 / 3