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​PERFECT PORTFOLIO
  • Issue: Lack of Transparency. The student presents AI-enhanced creations as original work, misrepresenting their abilities.

  • Safeguard: Training/Awareness Activities. Teach disclosure ethics, requiring students to label AI-assisted projects appropriately.

  • Risk Level: High Risk. Deception in scholarship or evaluation settings has serious academic and ethical implications.

  • Decision: Mitigate. Reinforce transparency policies and integrate reflective statements in portfolios explaining how AI was used.

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