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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">INFEDU</journal-id>
      <journal-title-group>
        <journal-title>Informatics in Education</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2335-8971</issn>
      <issn pub-type="ppub">1648-5831</issn>
      <publisher>
        <publisher-name>VU</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">INFEDU.2506.023</article-id>
      <article-id pub-id-type="doi">10.15388/infedu.2506.023</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Measuring the Data Agency of Pre-Service Teachers: A Six-Factor Model</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>VALTONEN</surname>
            <given-names>Teemu</given-names>
          </name>
          <email xlink:href="mailto:teemu.valtonen@uef.fi">teemu.valtonen@uef.fi</email>
          <xref ref-type="aff" rid="j_INFEDU_aff_001" />
          <xref ref-type="corresp" rid="cor1" />
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>VARTIAINEN</surname>
            <given-names>Henriikka</given-names>
          </name>
          <email xlink:href="mailto:henriikka.vartiainen@uef.fi">henriikka.vartiainen@uef.fi</email>
          <xref ref-type="aff" rid="j_INFEDU_aff_001" />
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>VÄHÄ</surname>
            <given-names>Eliisa</given-names>
          </name>
          <email xlink:href="mailto:eliisa.vaha@uef.fi">eliisa.vaha@uef.fi</email>
          <xref ref-type="aff" rid="j_INFEDU_aff_001" />
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>KUKKONEN</surname>
            <given-names>Jari</given-names>
          </name>
          <email xlink:href="mailto:jari.kukkonen@uef.fi">jari.kukkonen@uef.fi</email>
          <xref ref-type="aff" rid="j_INFEDU_aff_001" />
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>SOINTU</surname>
            <given-names>Erkko</given-names>
          </name>
          <email xlink:href="mailto:erkko.sointu@uef.fi">erkko.sointu@uef.fi</email>
          <xref ref-type="aff" rid="j_INFEDU_aff_002" />
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>KAHILA</surname>
            <given-names>Juho</given-names>
          </name>
          <email xlink:href="mailto:juho.kahila@uef.fi">juho.kahila@uef.fi</email>
          <xref ref-type="aff" rid="j_INFEDU_aff_001" />
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>TEDRE</surname>
            <given-names>Matti</given-names>
          </name>
          <email xlink:href="mailto:matti.tedre@uef.fi">matti.tedre@uef.fi</email>
          <xref ref-type="aff" rid="j_INFEDU_aff_003" />
        </contrib>
        <aff id="j_INFEDU_aff_001">University of Eastern Finland, Faculty of Philosophy, School of Applied Educational Science and Teacher Education</aff>
        <aff id="j_INFEDU_aff_002">University of Eastern Finland, Faculty of Philosophy, School of Educational Sciences and Psychology</aff>
        <aff id="j_INFEDU_aff_003">University of Eastern Finland, Faculty of Science, Forestry and Technology, School of Computing</aff>
      </contrib-group>
      <author-notes>
        <corresp id="cor1">
          <label>∗</label>Corresponding author. Email: teemu.valtonen@uef.fi</corresp>
      </author-notes>
      <volume>25</volume>
      <issue>1</issue>
      <fpage>201</fpage>
      <lpage>221</lpage>
      <pub-date pub-type="epub">
        <day>17</day>
        <month>03</month>
        <year>2026</year>
      </pub-date>
      <permissions>
        <copyright-year>2026</copyright-year>
        <copyright-holder>The Author(s)</copyright-holder>
        <copyright-statement>© 2026 T. Valtonen, H. Vartiainen, E. Vähä, J. Kukkonen, E. Sointu, J. Kahila, M. Tedre. Published by Vilnius University and Tallinn University</copyright-statement>
        <license license-type="open-access">
          <license-p>Open access article under the CC BY license.</license-p>
        </license>
      </permissions>
      <abstract>
        <p>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.</p>
      </abstract>
      <kwd-group>
        <label>Keywords</label>
        <kwd>data agency</kwd>
        <kwd>datafication</kwd>
        <kwd>pre-service teacher</kwd>
        <kwd>survey</kwd>
        <kwd>social media literacy</kwd>
        <kwd>AI literacy</kwd>
        <kwd>AI education</kwd>
      </kwd-group>
    </article-meta>
  </front>
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