Students express fear and apathy about AI's impact on their careers, shifting focus toward outcomes over process and questioning effort investment in learning computer science¶

Claim · All claims
Evidence · 1 study · qualitative r3 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q2 i? Students frequently expressed fear about AI taking jobs and pessimism that justified AI use, with some questioning whether to continue majoring in computer science. → Kate Hamilton 2026

Evidence¶

Kate Hamilton 2026¶

Kate Hamilton, Irene Hou, Dev Patel, Sheena Nnam, Hena Patel, and Stephen MacNeil. (2026). “Stuck in a Spiral”: Shame and Guilt as Social Regulators of AI Use in Computing Education. https://arxiv.org/abs/2606.14920 doi:10.48550/arxiv.2606.14920

q2 · i? · qualitative · r3

Results on fear and apathy: the interview study reports "students frequently expressed fear, particularly in relation to its impact on their career paths," with one participant considering switching majors and others describing an outcomes-over-process focus.

"When asked about their potential future AI use, students frequently expressed fear, particularly in relation to its impact on their career paths."

Discussion¶

Related Claims¶

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