TY - JOUR
T1 - L2 writers’ critical AI literacy in AI-assisted academic writing
T2 - scale development and validation
AU - Yao, Guangyuan
AU - Fan, Lingxi
N1 - Publisher Copyright:
© 2026 Walter de Gruyter GmbH, Berlin/Boston.
PY - 2026
Y1 - 2026
N2 - The proliferation of generative AI (GenAI) in academic writing necessitates that second language (L2) writers develop Critical AI Literacy (CAIL) – a set of competencies extending beyond operational skills to include ethical, strategic, and critical engagement. While conceptual frameworks for CAIL are emerging, a validated instrument to empirically measure this multifaceted construct for L2 writers has been conspicuously absent. This study addresses this gap by detailing the development and validation of the L2 Writers’ Critical AI Literacy Scale (L2-CAILS). Following established psychometric procedures, the scale was developed through literature review, expert validation, and pilot testing, and was subsequently administered to 420 L2 university students. The data were subjected to both exploratory (EFA) and confirmatory factor analysis (CFA) to establish construct validity and reliability. The analysis yielded a robust and reliable 25-item, five-factor model of CAIL: (1) Awareness and Understanding of AI, (2) Ethical and Responsible Use, (3) AI Application Strategies, (4) Critical Evaluation of AI Outputs, and (5) Metacognitive Engagement and Self-Regulation. The L2-CAILS provides a validated tool for researchers and educators to assess L2 writers’ competencies, design targeted pedagogical interventions, and conduct empirical research on the role of CAIL in AI-assisted academic writing.
AB - The proliferation of generative AI (GenAI) in academic writing necessitates that second language (L2) writers develop Critical AI Literacy (CAIL) – a set of competencies extending beyond operational skills to include ethical, strategic, and critical engagement. While conceptual frameworks for CAIL are emerging, a validated instrument to empirically measure this multifaceted construct for L2 writers has been conspicuously absent. This study addresses this gap by detailing the development and validation of the L2 Writers’ Critical AI Literacy Scale (L2-CAILS). Following established psychometric procedures, the scale was developed through literature review, expert validation, and pilot testing, and was subsequently administered to 420 L2 university students. The data were subjected to both exploratory (EFA) and confirmatory factor analysis (CFA) to establish construct validity and reliability. The analysis yielded a robust and reliable 25-item, five-factor model of CAIL: (1) Awareness and Understanding of AI, (2) Ethical and Responsible Use, (3) AI Application Strategies, (4) Critical Evaluation of AI Outputs, and (5) Metacognitive Engagement and Self-Regulation. The L2-CAILS provides a validated tool for researchers and educators to assess L2 writers’ competencies, design targeted pedagogical interventions, and conduct empirical research on the role of CAIL in AI-assisted academic writing.
KW - AI-assisted writing
KW - critical AI literacy
KW - generative AI
KW - L2 writing
KW - scale development
KW - validation
UR - https://www.scopus.com/pages/publications/105033709598
U2 - 10.1515/iral-2025-0218
DO - 10.1515/iral-2025-0218
M3 - 文章
AN - SCOPUS:105033709598
SN - 0019-042X
JO - IRAL - International Review of Applied Linguistics in Language Teaching
JF - IRAL - International Review of Applied Linguistics in Language Teaching
ER -