Students express willingness to integrate GenAI in learning and future careers, and willingness correlates with knowledge and frequency of use¶
Claim · All claims
Evidence · 1 study (2 entries) · associationalr1·q2·i1small
Currency · newest study 2023 · not yet checked against its sources · not reviewed by a person · recheck by 2028: baselines and conditions change
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? Students reported a positive attitude toward GenAI, wanting to integrate it in learning practices (Mean = 3.85) and future careers (Mean = 4.05). → Chan 2023
q2 i1 Willingness to use GenAI is positively correlated with knowledge of GenAI (r = 0.189; p < 0.001) and frequency of use (r = 0.326; p < 0.001). → Chan 2023 (2)
Evidence¶
Chan 2023¶
Chan, C. K. Y., & Hu, W. (2023). Students’ voices on generative AI: perceptions, benefits, and challenges in higher education. International Journal of Educational Technology in Higher Education, 20:43. https://doi.org/10.1186/s41239-023-00411-8
q2 · i? · associational · r1
Descriptive Likert-scale results from the survey of 399 students. Students valued perceived usefulness for unique insights (Mean = 3.74), personalized feedback (Mean = 3.61), 24/7 availability (Mean = 4.12) and anonymous support (Mean = 3.77).
"students have a positive attitude toward GenAI technologies. They would like to integrate GenAI technologies like ChatGPT in their learning practices (Mean = 3.85, SD = 1.02), as well as future careers (Mean = 4.05; SD = 0.96)."
Chan 2023 (2)¶
Chan, C. K. Y., & Hu, W. (2023). Students’ voices on generative AI: perceptions, benefits, and challenges in higher education. International Journal of Educational Technology in Higher Education, 20:43. https://doi.org/10.1186/s41239-023-00411-8
q2 · i1 · associational · r1
Correlation analysis in the willingness results section reports "r = 0.189; p < 0.001" for knowledge and "r = 0.326; p < 0.001" for frequency of use, both positive associations with willingness.
"students’ perceived willingness to use GenAI technologies is positively correlated with both knowledge of GenAI (r = 0.189; p < 0.001) and frequency of use (r = 0.326; p < 0.001), indicating that students who are more knowledgeable about these technologies and use them more frequently are more likely to use them in the future"
Discussion¶
Related Claims¶
- Teachers' attitudes toward GenAI tools significantly predict their behavioural intention to integrate them — a broader claim this one bears on
- Students express concerns about GenAI, with non-users (never/rarely) significantly more concerned than other users, and concerns uncorrelated with knowledge — related
- Students rate their ethical awareness of AI higher than instructors, while instructors report stronger willingness to experiment with AI tools and higher behavioural intention — related
- Chatbot users held more positive attitudes and reported greater perceived knowledge gains than non-users — related
- Youth hold varied attitudes toward generative AI, with non-users citing concerns about helpfulness, academic integrity, knowledge, privacy, and awareness — related
- Students' knowledge of GenAI is positively correlated with their frequency of use
- After hands-on use, 96% of students wanted AIDA in their studies, with the quiz function the most liked feature — related
- ChatGPT use frequency and intention to use are strongly positively correlated — related
- Prior chatbot exposure rather than general technological literacy is associated with willingness to use chatbots — related
- Students aware of the GenAI feedback source reported no attitude change, while unaware students varied between content-focused acceptance and conditional willingness to reconsider — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
students-willing-to-use-genai-correlates |
title |
Students express willingness to integrate GenAI in learning and future careers, and willingness correlates with knowledge and frequency of use |
description |
Students express willingness to integrate GenAI in learning and future careers, and willingness correlates with knowledge and frequency of use |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2023 |
recheck_by |
2028 |
generated |
by process:wiki-ingest on 2026-10-15 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — chan-2023, chan-2023-2 |
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