Critical data and Artificial Intelligence literacies in academic practice

Atenas, Javiera, Picasso, Federica, Nerantzi, Chrissi, Havemann, Leo, Serbati, Anna, Agostini, Daniele and Caldwell, Nicholas (2026) Critical data and Artificial Intelligence literacies in academic practice. In: Handbook of Critical Studies of Artificial Intelligence and Education. Sociology, Social Policy and Education 2026 . Edward Elgar Publishing, Cheltenham, pp. 265-283. ISBN 9781035397020

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Abstract

While datafication has long been debated in Higher Education, discussions around AI have recently intensified. Much of the discourse oversimplifies AI, neglecting the provenance, ethics, and reliability of its underpinning data. Instead, media narratives often emphasise AI’s supposed ‘disruption’ of society. However, AI comprises diverse data-processing systems rather than a singular entity, making critical data understanding essential.
This chapter is framed by an integrative literature review, a mapping of AI definitions, and a survey of academics. As automated decisions and algorithmic systems increasingly shape our world, datafication is already embedded in social structures, including education. Yet, discussions on AI in education frequently perpetuate ‘AI hype’. We argue for the necessity of critical data and AI literacies to address these challenges. While these literacies alone cannot dismantle power imbalances, they enable individuals to recognise and respond to them. We advocate a collaborative, open educational approach, grounded in data justice, to develop critical AI literacy among academics, students, and organisations.

Item Type: Book Section
Uncontrolled Keywords: critical AI literacy, academic development, open educational practices, social impact of AI, AI and curriculum development, AI policies in HE
Subjects: L Education > LB Theory and practice of education > LB2300 Higher Education
Divisions: The School of Business, Arts, Social Sciences and Technology
Depositing User: Javiera Atenas
Date Deposited: 01 Jun 2026 09:16
Last Modified: 01 Jun 2026 09:16
URI: https://oars.uos.ac.uk/id/eprint/5591

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