Big data and AI in educational research require attention to issues of scale, context, and ethics in implementation.
Research gap analysis derived from 5 education papers in our local library.
The gap
Big data and AI in educational research require attention to issues of scale, context, and ethics in implementation.
Consensus across the literature
Clustered from 5 gap mentions across 5 papers via embedding cosine ≥ 0.62.
Research trend
Established — well-defined area with open sub-problems.
Supporting evidence — 5 representative gaps
- Evaluation of Artificial Intelligence Tools Integration among Pre- Service Biology Teachers: A Case Study of Federal University of Education, Zaria, Kaduna State, Nigeria (2026) · doi
The study reveals concerns about data privacy and ethical implications of AI in educational settings that warrant thorough investigation to guide effective integration and policy formulation.
Keywords: reveals concerns privacy ethical implications educational settings warrant thorough investigation guide effective integration policy formulation - INVESTIGATING THE IMPACT OF ARTIFICIAL INTELLIGENCE ON CREATIVE WRITING SKILLS AMONG UNDERGRADUATE STUDENTS IN SIALKOT (2026) · doi
The study identifies concerns about unethical use of AI and plagiarism but does not comprehensively explore mechanisms or interventions to address these ethical concerns in academic settings.
Keywords: concerns identifies unethical plagiarism comprehensively explore mechanisms interventions address ethical academic settings - Desafíos éticos y alfabetización en Inteligencia Artificial en el currículo de Bachillerato: Una revisión sistemática (2026) · doi
Institutional governance frameworks for regulating ethical AI use in secondary classrooms lack empirical grounding; specific protocols for AI authorship declaration, algorithmic transparency, data protection, and plagiarism detection in student work require development and validation in secondary educational settings.
Keywords: governance frameworks ethical AI regulation authorship declaration algorithmic transparency data protection secondary education - INTELIGÊNCIA ARTIFICIAL NA EDUCAÇÃO INCLUSIVA: POTENCIALIDADES E DESAFIOS DO USO DE SISTEMAS INTELIGENTES NO PROCESSO DE ENSINO-APRENDIZAGEM (2026) · doi
Clear ethical guidelines are needed to protect student rights, especially regarding data privacy and transparency of digital systems used in educational contexts.
Keywords: clear ethical guidelines needed protect student rights especially regarding privacy transparency digital systems used educational - Artificial Intelligence in the Evaluation of Academic Writing in Higher Education (2026) · doi
Big data and AI in educational research require attention to issues of scale, context, and ethics in implementation.
Keywords: educational require attention issues scale context ethics implementation
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