Qualitative narratives reveal temporal guilt patterns, authenticity concerns, and skill-atrophy fears among academics using AI¶

Claim · All claims
Evidence · 1 study · associational r1 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q2 i? Thematic analysis of open-ended responses identified a temporal guilt trajectory in approximately 35% of responses, authenticity concerns in 25%, and skill atrophy anxiety in 30%. → Diane Vassallo 2026

Evidence¶

Diane Vassallo 2026¶

Diane Vassallo. (2026). The AI Guilt Complex: Moral Emotions and Ethical Dilemmas in Academic Technology Adoption. Journal of Academic Ethics (2026) 24:53. https://doi.org/10.1007/s10805-026-09726-3

q2 · i? · associational · r1

Reflexive thematic analysis of open-ended survey responses (90 participants, 82.6%, provided at least one substantive response) found "a temporal guilt trajectory appeared in approximately 35% of responses, where initial guilt diminished with continued use"; authenticity concerns appeared in 25% and skill atrophy anxiety in 30%.

"A temporal guilt trajectory appeared in approximately 35% of responses, where initial guilt diminished with continued use, directly supporting the quantitative guilt paradox finding."

Discussion¶

The same narratives describe five ways academics reconcile AI use with academic values: tool framing, critical-thinking emphasis, boundary setting, transparency, and denying that reconciliation is needed.

Related Claims¶

• Among academics, anticipatory AI guilt (credibility and cheating concerns) exceeds post-use guilt (remorse after AI use) — related
• Layer 1 survey (N=54) found mostly daily or weekly but largely passive AI use, with persistent ethical anxiety described as cheating fears or hallucination worries — related
• Students' GenAI use is ethically negotiated, with decisions emerging from intersecting personal integrity, institutional rules, fear of punishment and practical constraints — related
• Qualitative survey themes describe 'Pedagogical Burnout': faculty report detection policing displaces teaching, casts them as 'Digital Prosecutors', and fuels an unwinnable arms race — related