Claims

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) · associational r1 · q2 · i1 small
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

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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