Experience influences all predictive factors of AI adoption, but its impact diminishes as experience increases¶

Claim · All claims
Evidence · 1 study · associational r2 · q3
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q3 i? Experience influences all the predictive factors of AI adoption among Gen Z university students, but its impact diminishes as experience increases. → Mohd Shafie Rosli 2026

Evidence¶

Mohd Shafie Rosli 2026¶

Mohd Shafie Rosli, Nor Shela Saleh, Azlah Md. Ali, Suaibah Abu Bakar. (2026). Exploring the Factors Influencing Artificial Intelligence Adoption among Gen Z University Students: the Role of Self-Efficacy and Perceived Trust. Journal for STEM Education Research. https://doi.org/10.1007/s41979-025-00171-2

q3 · i? · associational · r2

Multigroup analysis across experience clusters (138 students with one year or less of AI use, 211 with more than a year) found experience "influences all the predictive factors" with diminishing impact as experience increases. No moderation statistics are printed in the provided text.

"Experience influences all the predictive factors, but its impact diminishes as experience increases, while gender has no impact on the adoption of AI."

Discussion¶

Related Claims¶

• Course major moderates the predictive effects on Gen Z students' AI adoption — related
• Social influence plays a diminishing role in Gen Z students' AI adoption intention — related
• Self-efficacy, perceived trust and performance expectancy influence Gen Z students' behavioural intention to adopt AI — related
• Gender does not moderate AI adoption among Gen Z university students — related
• Gen Z students report high agreement on AI adoption constructs, with performance expectancy highest and social influence lowest — related