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AI Tools Accepted by Engineering Students, Study Finds

A study on undergraduate computer engineering students in Thailand found a generally positive attitude towards AI automation tooling, specifically the open-source platform n8n. The research utilized a mixed-methods approach, combining a Likert scale survey with qualitative feedback to assess constructs like performance expectancy, effort expectancy, and behavioral intention. While quantitative results indicated strong acceptance, qualitative analysis revealed a small group skeptical about output reliability, suggesting targeted instructional strategies to build trust and self-efficacy. AI

IMPACT Suggests AI automation tools can be effectively integrated into computer engineering curricula, with specific instructional levers identified for educators.

RANK_REASON The cluster contains an academic paper detailing a study on the acceptance of AI tools in computer engineering education. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

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COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Aung Pyae ·

    AI-Automation Tooling in Computer Engineering Education: Mixed-Methods TAM/UTAUT Evidence for a General Acceptance Attitude

    arXiv:2606.12424v1 Announce Type: cross Abstract: As generative AI and low-code workflow platforms become routine in software practice, a key educational question is whether the next generation of computer engineers will accept these tools as useful, usable, and worthy of sustain…