Analysis · Technology
Technical Confidence Was a Weak Shortcut for AI Adoption Intent
By AWEI · AI-compiled · Published · Analysis prepared · 1 source · doi.org
Employees who felt more technically capable were not clearly more willing to adopt AI. In Po-Chien Chang and colleagues’ 2024 study, the simple correlation between technical confidence and adoption intention was small and statistically nonsignificant. Yet confidence featured in how workplace pressures related to emotions—a distinction that matters when interpreting an employee readiness survey.
The researchers analysed 301 employees from 11 companies in Guangdong, China, recruited through snowball sampling. Three questionnaires, spaced one month apart, measured technology stressors first, emotions second, and technical confidence plus adoption intention last. Their regression models tested whether emotional responses statistically connected different stressors with willingness to adopt AI, and whether those connections varied with confidence.
Demands classified as challenges, including completing substantial work with AI, were associated with positive feelings and stronger adoption intentions. Hindrances, including breakdowns and malfunctions, were associated with anxiety and weaker intentions. These were separate measured categories; the study did not show that relabelling a technical obstacle as a learning opportunity changes employees’ responses.
Among more confident employees, the association between challenge demands and positive feelings was stronger, while the association between hindrances and anxiety was weaker. Confidence therefore appeared relevant to these particular relationships even though its overall association with adoption intention was weak. That does not establish that raising confidence would increase adoption.
All measures were self-reported, and confidence was measured after the emotions it was proposed to influence. Separating questionnaires in time did not establish causation. Recruitment within one province limits generalisation, and the surveys did not capture daily emotional fluctuations. The outcome was stated intention, with no measurement of actual use, productivity or business value.
For rollout planning, this suggests treating technical confidence as one question alongside reported demands, obstacles and emotional responses. A confidence score alone offers limited evidence of willingness to adopt. Whether support or workflow changes improve sustained use remains a question for direct evaluation.
Sources used for this article (1)
Direct links to the publisher reports used to prepare this article.
- Source 1
- Does AI-Driven Technostress Promote or Hinder Employees’ Artificial Intelligence Adoption Intention? A Moderated Mediation Model of Affective Reactions and Technical Self-Efficacy Po‐Chien Chang, Wenhui Zhang, Qihai Cai …
