Shifting the narrative: From technocentric to purpose-driven artificial intelligence in education

Arrieta AB Díaz-Rodríguez N Del Ser J , et al. (2020) Explainable artificial intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI. Information Fusion 58: 82–115.

Bender EM Gebru T McMillan-Major A , et al. (2021) On the dangers of stochastic parrots: Can language models be too big? In: Proceedings of the 2021 ACM conference on fairness, accountability, and transparency, pp. 610–623.

Biesta G (2015) What is education for? On good education, teacher judgement, and educational professionalism. European Journal of Education 50(1): 75–87.

Biesta G (2020) Risking ourselves in education: Qualification, socialization, and subjectification revisited. Educational Theory 70(1): 89–104.

Bilquise G Shaalan K (2022) AI-based academic advising framework: A knowledge management perspective. International Journal of Advanced Computer Science and Applications 13(8): 193–203.

Bourbaki N (2024) Speed vs. purpose in education design - Nicolas Bourbaki - medium, medium. Available at: https://medium.com/@nicolas.bourbaki.1912/speed-vs-purpose-in-education-design-7f6cf7ab71f3 (Accessed 2 January 2025).

Britannica, The Editors of Encyclopaedia. “teleology”. Encyclopedia Britannica (2023) Available from: https://www.britannica.com/topic/teleology (Accessed 17 March 2024).

Buolamwini J (2022) Facing the coded gaze with evocative audits and algorithmic audits (Doctoral dissertation, Massachusetts Institute of Technology).

Facer K Selwyn N (2021) Digital technology and the futures of education: Towards ‘Non-Stupid’ optimism. Futures of Education initiative. UNESCO.

Hefnawi A (2024) Fostering a sustainable knowledge economy and society through education: The case of Abu Dhabi, United Arab Emirates. Ed.D. Thesis. University of Bath. Available at: https://researchportal.bath.ac.uk/en/studentTheses/fostering-a-sustainable-knowledge-economy-and-society-through-edu (Accessed: 20 December 2024).

Jakubik J Weber D Hemmer P , et al. (2023) Improving the efficiency of human-in-the-loop systems: Adding artificial to human experts. arXiv preprint arXiv:2307.03003.

Miao F Cukurova M (2024) AI Competency Framework for Teachers. UNESCO Publishing. https://unesdoc.unesco.org/ark:/48223/pf0000391104_eng (Accessed: 21 November 2024).

Peterson M Gärdenfors P (2024) How to measure value alignment in AI. AI and Ethics 4(4): 1493–1506.

Salvagno M Taccone FS Gerli AG (2023) Artificial intelligence hallucinations. Critical Care 27(1): 180.

Singh TM Reddy CKK Murthy BR , et al. (2025) AI and education: Bridging the gap to personalized, efficient, and accessible learning. In: Internet of behavior-based computational intelligence for smart education systems pp.131–160. IGI Global.

Strauß S (2021) Deep automation bias: How to tackle a wicked problem of AI? Big Data and Cognitive Computing 5(2): 18.

Tyson MM Sauers NJ (2021) School leaders’ adoption and implementation of artificial intelligence. Journal of Educational Administration 59(3): 271–285.

Zabenah R (2017) Purpose-driven education: social entrepreneurship as a pedagogical tool for student success (Doctoral dissertation, Creighton University).