Journal of Language Intelligence and Culture
Vol. 8 No. 2 (2026): Journal of Language Intelligence and Culture

Ethical Artificial Intelligence Leadership for Multilingual and Intercultural Language Education in Developing Countries: A Six-Dimension Framework

Qadiri, Abdul Walid (Unknown)
Sirat, Abdul Wali (Unknown)
Hakimi, Musawer (Unknown)



Article Info

Publish Date
14 Oct 2026

Abstract

Artificial intelligence (AI) is entering university governance, teaching, and language education across developing countries, yet ethical-leadership scholarship remains concentrated on well-resourced, digitally mature institutions. This paper reports a PRISMA-informed, PICO-guided literature review examining how ethical AI leadership can be theorized for multilingual and intercultural language education in developing-country higher education, with a conflict-affected higher-education setting in South Asia as an illustrative case. Fifty-six sources met inclusion criteria after a staged identification, screening, and eligibility process conducted by a single reviewer using open academic search engines and publisher platforms rather than subscription-indexed databases. Thematic synthesis identified four recurring barrier domains infrastructural access, institutional governance, socio-cultural capacity, and linguistic/data equity and three leadership theories (transformational, distributed, and ethical leadership) that jointly inform a proposed six-dimension conceptual framework for ethical AI leadership. The review finds that AI tools trained predominantly on high-resource languages risk marginalizing low-resource languages such as Dari and Pashto, and that governance models assuming dedicated oversight offices do not transfer to capacity-constrained institutions. The paper contributes a context-sensitive, evidence-informed framework and a transparent, reproducible search protocol for future empirical validation in developing-country and conflict-affected higher-education settings.

Copyrights © 2026






Journal Info

Abbrev

jlic

Publisher

Subject

Arts Humanities Education Languange, Linguistic, Communication & Media Social Sciences

Description

Journal of Language Intelligence and Culture is a peer-reviewed journal on language and culture. This journal encompasses original research articles and review articles related to English and Arabic encompasses:Language education Studies, Cross Cultural Awareness in English and Arabic Language ...