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Measuring the Data Agency of Pre-Service Teachers: A Six-Factor Model
Volume 25, Issue 1 (2026), pp. 201–221
Teemu VALTONEN   Henriikka VARTIAINEN   Eliisa VÄHÄ   Jari KUKKONEN   Erkko SOINTU   Juho KAHILA   Matti TEDRE  

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https://doi.org/10.15388/infedu.2506.023
Pub. online: 17 March 2026      Type: Article      Open accessOpen Access

Published
17 March 2026

Abstract

This article examines pre-service teachers’ data agency, defined as the ability to act according to one’s own values and goals rather than being directed by algorithmic systems. Data agency involves understanding how computational systems, such as algorithms, data-driven profiling, and platform infrastructures, collect, process, and use data, and how these practices shape individuals and society. This article introduces a self-assessment instrument developed to measure data agency and applies it to a sample of 163 Finnish pre-service teachers. The findings show that pre-service teachers evaluated their competencies across different dimensions of data agency rather cautiously. The study highlights the importance of strengthening future teachers’ understanding of the mechanisms behind algorithmic and data-driven decision-making. Such knowledge is increasingly essential for preparing future teachers to address challenges related to datafication, including commercial data collection and algorithmic influencing in contemporary education.

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Copyright
© 2026 T. Valtonen, H. Vartiainen, E. Vähä, J. Kukkonen, E. Sointu, J. Kahila, M. Tedre. Published by Vilnius University and Tallinn University
Open access article under the CC BY license.

Keywords
data agency datafication pre-service teacher survey social media literacy AI literacy AI education

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INFORMATICS IN EDUCATION

  • Online ISSN: 2335-8971
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