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Academic Article · 2018
The Promises, Challenges and Futures of Media Literacy
This study critically examines media literacy as a strategy for addressing fake news, arguing that it should not be viewed as a standalone solution. It traces the historical development of media literacy, highlighting the tension between protective and participatory approaches.
Academic Article · 2025
Generative AI Literacy: Twelve Defining Competencies
This study proposes a competency-based framework for generative AI literacy that outlines the key skills and knowledge required to engage effectively with generative AI technologies. The model spans twelve competencies, ranging from basic AI understanding to advanced skills such as prompt engineering, programming, and awareness of ethical and legal issues.
Academic Article · 2023
Development of the “Scale for the assessment of non-experts’ AI literacy” – An exploratory factor analysis
This study develops and validates the Scale for the Assessment of Non-experts’ AI Literacy (SNAIL) to measure AI literacy among individuals without formal AI or computer science training. The study support a three-factor model covering technical understanding, critical appraisal, and practical application of AI.
Academic Article · 2025
GLAT: The Generative AI Literacy Assessment Test
This study develops and validates the GenAI Literacy Assessment Test (GLAT), a performance-based instrument designed to objectively measure generative AI literacy in educational contexts.
Academic Article · 2024
Meta AI literacy scale: Further validation and development of a short version
This study further examines and strengthens the validity of the Meta AI Literacy Scale (MAILS), a self-assessment instrument for measuring AI literacy and related psychological competencies. It also develops a 10-item short version of the original instrument (34 items).
Academic Article · 2023
MAILS - Meta AI literacy scale: Development and testing of an AI literacy questionnaire based on well-founded competency models and psychological change- and meta-competencies
This study develops and validates the Meta AI Literacy Scale (MAILS) to provide a comprehensive and theory-grounded measure of AI literacy. Addressing gaps in existing tools, the scale integrates both technical AI literacy facets and psychological competencies relevant to AI use.
Academic Article · 2021
The threats of artificial intelligence scale (TAI) development, measurement and test over three application domains
This study develops and validates the Threats of AI (TAI) scale to measure public perceptions of risks associated with artificial intelligence. Addressing limitations in existing measures, the scale distinguishes between four functional classes of AI systems and provides a fine-grained and widely applicable tool for examining societal threat perceptions of AI across domains.
Academic Article · 2022
Development and validation of students' digital competence scale (SDiCoS)
This study develops and validates a comprehensive digital competence scale for higher education students in the context of blended and remote learning. Addressing gaps in existing instruments, the scale incorporates contemporary skills such as online learning and collaboration, social media use, mobile technologies, and data protection.
Academic Article · 2024
Development and validation of internet literacy scale for high school students
This study develops and validates a comprehensive Internet Literacy Scale for high school students to address adolescents’ needs in the digital age. The scale captures both technical and socio-cognitive aspects of internet use.
Academic Article · 2025
Measuring digital literacy across ages and over time: Development and validation of a performance‑based assessment
This study evaluates the psychometric robustness of a performance-based Digital Literacy Assessment (DLA) grounded in the DigComp 2.1 framework. It shows that digital literacy increases with grade level, though variability and inter-individual differences widen in higher grades and highlights a widening digital divide.
Academic Article · 2023
Artificial Intelligence Literacy: An Adaptation Study
This study focuses on adapting the Artificial Intelligence Literacy Scale (AILS), originally developed by Wang et al. (2022), into Turkish and examining its validity and reliability. The adapted scale aims to measure AI literacy levels of non-expert adults, covering four dimensions: awareness, usage, evaluation, and ethics.
Academic Article · 2025
Adaptation of the artificial ıntelligence literacy scale into Turkish: A cross‑sectional application among healthcare workers, students, and children
This study aims to culturally adapt and validate the Meta-Artificial Intelligence Literacy Scale for Turkish-speaking populations. It captures multiple dimensions of AI literacy, including knowledge, creation, self-efficacy, and self-competence.
Academic Article · 2024
Development and validation of a secondary vocational school students' digital learning competence scale
This study proposes and validates a Digital Learning Competence (V-DLC) framework for secondary vocational school students in China. It supports a five factor model and suggests that evaluating students’ digital learning competence in secondary vocational schools can be achieved by considering the dimensions of cognitive processing and reading, technology use, thinking skills, activity management, and will management, combined with students’ learning experiences in school and other fields.
Academic Article · 2025
Digital literacy across disciplines scale for medical students: development, validation, and analysis
This study develops and validates the Digital Literacy Across Disciplines (DLAD) scale specifically for medical students to support digital transformation in medical education. It also examined disciplinary and gender differences, revealing lower digital literacy levels among clinical medicine students and higher attitude scores among female students.
Academic Article · 2024
Digital literacy scale: Validity and reliability study with the rasch model
This study develops and validates a Digital Literacy Scale (DLS) to measure secondary school students’ digital literacy levels. The authors combine classical test theory and item response theory, using the Rasch model to ensure strong construct validity and reliability.
Academic Article · 2025
Development and validation of the Information Literacy Measurement Scale (ILMS-34) in Chinese public health practitioners
This study develops and validates the Information Literacy Measurement Scale (ILMS-34) specifically for public health professionals (PHPs). It addresses the lack of profession-specific tools to measure information literacy and identified four dimensions of information literacy—information consciousness, knowledge, ability, and ethics.
Academic Article · 2021
Digital Literacy Self-Efficacy Scale: A Scale Development Study
This study develops and validates a Digital Literacy Self-Efficacy Scale for primary school students. It identified a 21-item scale with four dimensions related to collaboration, emotion management, information management, and awareness in digital environments.
Academic Article · 2025
Objective Measurement of AI Literacy: Development and Validation of the AI Competency Objective Scale (AICOS)
This study develops and validates the AI Competency Objective Scale (AICOS) to objectively measure AI literacy in an increasingly AI-driven society. It captures core AI literacy sub-competencies, including Generative AI literacy, reflecting recent technological developments.
Academic Article · 2019
Initial Development of the Perception of Information Literacy Scale (PILS)
This study focuses on developing and validating the Perception of Information Literacy Scale (PILS) based on the ACRL Framework for Information Literacy for Higher Education. It aims to address the lack of reliable tools for assessing how students perceive their own information literacy knowledge, practices, and dispositions.
Academic Article · 2024
Development and Validation of Digital Literacy Scale for Prospective EFL Teachers
This study develops and validates a digital literacy scale specifically for prospective Indonesian EFL teachers, addressing a gap in existing teacher-focused instruments. It identify eight key dimensions of digital literacy, including creative skill, technological skill, personal security skill, internet safety skill, problem-solving skill, informational skill, and communication or netiquette skill.
Academic Article · 2025
Development and Validation of the Media Health Literacy Scale: Assessment Tool Development Study
This study develops and validates a Media Health Literacy (MeHlit) Scale to assess adults’ ability to access, critically evaluate, and communicate health-related information from media sources. The study is conducted in South Korea and it responds to the growing risk of misinformation in digital health communication. It shows that MHLS is a robust tool for measuring media health literacy in adult populations.
Academic Article · 2006
Development and Validation of a Smoking Media Literacy Scale for Adolescents
This study focuses on the development and validation of a Smoking Media Literacy (SML) scale for adolescents aged 14–18. It demonstrates that higher smoking media literacy is significantly associated with lower smoking behavior, reduced susceptibility, and more negative attitudes toward smoking. The findings suggest that media literacy can be a meaningful tool for tobacco prevention and health interventions among youth.
Academic Article · 2025
Assessing Media and Information Literacy: Scale development and measurement among college students.
This article develops and validates a Media and Information Literacy (MIL) scale tailored to university students in Albania, addressing a clear regional research gap. The study proposes SPMIL (Self-Perceived Media and Information Literacy) as a useful framework for assessing audience literacy.
Academic Article · 2024
Development of the 21st century information literacy skills scale, validity and reliability study
This study develops and validates a 21st-century media literacy skills scale for high school students and teachers. It consists of 16 reliable and valid items organized into three dimensions: awareness and attention, being informed, and ability to use media tools.
Academic Article · 2012
New Media Literacies of Communication Students
The study assesses new media literacy (NML) skills of university students using Henry Jenkins et al.’s participatory culture framework. It measured media use patterns of students and 12 core NML skills related to participation, interaction, and content creation. The study shows that greater internet and social media use and younger age are associated with higher levels of new media literacy.