Chinese higher vocational students report medium-high GenAI usage (M = 3.75) with usage habits highest, and above-average perceived learning outcomes (M = 4.01) with competency development ranked highest¶

Claim · All claims
Evidence · 1 study (2 entries) · associational r2 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person · recheck by 2031: baselines and conditions change

Subclaims¶

q2 i? Overall GenAI usage behavior averaged 3.75 (SD = 0.67), with usage habits highest (M = 3.95) and usage frequency lowest (M = 3.59). → Song Yafeng 2026 q2 i? Overall perceived learning outcomes averaged 4.01 (SD = 0.57), with competency development highest (M = 4.03) and knowledge mastery lowest (M = 3.95). → Song Yafeng 2026 (2)

Evidence¶

Song Yafeng 2026¶

Song Yafeng, Zhao Kangjian, Li Li, Dong Wei. (2026). Research on the Impact of Generative Artificial Intelligence Usage Behavior on the Learning Outcomes of Higher Vocational Students. Behavioral Sciences. https://doi.org/10.3390/bs16071166

q2 · i? · associational · r2

Descriptive statistics on the survey sample (Table 3). The article reports the overall usage mean as "3.75 (SD = 0.67)", with usage habits highest (M = 3.95, SD = 0.74), usage frequency lowest (M = 3.59, SD = 0.86), and usage contexts at 3.69 (SD = 0.78).

"For GenAI usage behavior, the overall mean score was 3.75 (SD = 0.67) indicating a moderately high level of engagement."

Song Yafeng 2026 (2)¶

Song Yafeng, Zhao Kangjian, Li Li, Dong Wei. (2026). Research on the Impact of Generative Artificial Intelligence Usage Behavior on the Learning Outcomes of Higher Vocational Students. Behavioral Sciences. https://doi.org/10.3390/bs16071166

q2 · i? · associational · r2

Descriptive statistics on the same sample (Table 3). The article reports the overall outcomes mean as "4.01 (SD = 0.57)", with competency development highest (M = 4.03), skill application matching the overall mean (M = 4.01), and knowledge mastery lowest (M = 3.95).

"For perceived learning outcomes, the overall mean score was 4.01 (SD = 0.57), indicating that students currently have a relatively good grasp of knowledge, skills, and personal development competencies."

Discussion¶

Related Claims¶

• GenAI usage behavior dimensions correlate positively with perceived learning outcomes (r = 0.106–0.418), with usage habits showing the strongest correlation — related
• Among Chinese higher vocational students, GenAI usage habits and usage contexts are positively associated with perceived learning outcomes while usage frequency is negatively associated, controlling for gender and grade — related