The Role of Digital Transformation and English Language Technological Self‐Efficacy in the Era of Artificial Intelligence

ABSTRACT This study investigates the multifaceted role of artificial intelligence (AI) and digital transformation (DT) in reshaping smart learning environments within the education sector. Using structural equation modelling with data collected from 585 participants in China, the research examines the relationships between key constructs such as digital interactive platforms (DIP), technological self‐efficacy (TSE), adoptive learning systems (ALS), AI integration (AII) and technostress and learning intentions. The findings reveal that adaptive learning systems and digital interactive platforms are critical drivers of AI integration, with significant positive relationships observed between ALS and AII ( β = 0.402, p < 0.001) and DIP and AII ( β = 0.143, p = 0.001). However, TSE demonstrated a non‐significant relationship with AI integration ( β = 0.005, p = 0.878), suggesting that traditional teaching competencies may require enhancement through professional development to align with AI‐driven innovations. Contrary to expectations, DT did not significantly moderate the relationships between the constructs. This study addresses the research gap in the scarcity of analytical evidence on the impact of AI on education, highlighting the importance of equitable access to digital infrastructure and the need for ethical considerations in AI implementation. The results underscore the need for sustained investment and strategic planning to realise the transformative potential of AI in education. Future research should explore cross‐cultural variations and the long‐term impacts of AI on cognitive and socio‐emotional skill development.

Authors

Institutions

Publication Details

Journal
European Journal of Education
Published
2026-02-17
DOI
https://doi.org/10.1111/ejed.70536
Citations
1
Primary Topic
Technostress in Professional Settings
Type
article
Field-Weighted Citation Impact
60.58
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The Role of Digital Transformation and English Language Technological Self‐Efficacy in the Era of Artificial Intelligence

Uzma Noor, Rashid Menhas, Muhammad Younas
1 citations
European Journal of Education
Technostress in Professional Settings
60.58
article

The Role of Digital Transformation and English Language Technological Self‐Efficacy in the Era of Artificial Intelligence

Uzma Noor, Rashid Menhas, Muhammad Younas
article en
1 citations

Abstract

ABSTRACT This study investigates the multifaceted role of artificial intelligence (AI) and digital transformation (DT) in reshaping smart learning environments within the education sector. Using structural equation modelling with data collected from 585 participants in China, the research examines the relationships between key constructs such as digital interactive platforms (DIP), technological self‐efficacy (TSE), adoptive learning systems (ALS), AI integration (AII) and technostress and learning intentions. The findings reveal that adaptive learning systems and digital interactive platforms are critical drivers of AI integration, with significant positive relationships observed between ALS and AII ( β = 0.402, p < 0.001) and DIP and AII ( β = 0.143, p = 0.001). However, TSE demonstrated a non‐significant relationship with AI integration ( β = 0.005, p = 0.878), suggesting that traditional teaching competencies may require enhancement through professional development to align with AI‐driven innovations. Contrary to expectations, DT did not significantly moderate the relationships between the constructs. This study addresses the research gap in the scarcity of analytical evidence on the impact of AI on education, highlighting the importance of equitable access to digital infrastructure and the need for ethical considerations in AI implementation. The results underscore the need for sustained investment and strategic planning to realise the transformative potential of AI in education. Future research should explore cross‐cultural variations and the long‐term impacts of AI on cognitive and socio‐emotional skill development.

European Journal of EducationVol. 61(1)
Prince Sultan University (SA), Soochow University (CN), Shandong Xiehe University (CN)
Industry, innovation and infrastructure
Openalex Percentile: Top 0%
Technostress in Professional Settings
60.58
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

The Role of Digital Transformation and English Language Technological Self‐Efficacy in the Era of Artificial Intelligence — Uzma Noor, Rashid Menhas, et al. · European Journal of Education (2026) | TGRS Research Map | TGRS