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  dtd-version="1.2" article-type="abstract">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">IJPDS</journal-id>
      <journal-title-group>
        <journal-title>International Journal of Population Data Science</journal-title>
        <abbrev-journal-title>IJPDS</abbrev-journal-title>
      </journal-title-group>
      <issn pub-type="epub">2399-4908</issn>
      <publisher>
        <publisher-name>Swansea University</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.23889/ijpds.v10i4.3011</article-id>
      <article-id pub-id-type="publisher-id">10:3:006</article-id>
      <title-group>
        <article-title>Attendance and Risk of Exclusion among Scottish Secondary School Pupils with
          Additional Support Needs</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Treanor</surname>
            <given-names initials="M">Morag</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Troncoso</surname>
            <given-names initials="P">Patricio</given-names>
          </name>
          <xref ref-type="aff" rid="affil-2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Lee-Shield</surname>
            <given-names initials="B">Bethany</given-names>
          </name>
          <xref ref-type="aff" rid="affil-2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Behrens</surname>
            <given-names initials="S">Silvia</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Williamson</surname>
            <given-names initials="L">Lee</given-names>
          </name>
          <xref ref-type="aff" rid="affil-2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>MacIntyre</surname>
            <given-names initials="C">Cecilia</given-names>
          </name>
          <xref ref-type="aff" rid="affil-3">3</xref>
        </contrib>
      </contrib-group>
      <aff id="affil-1"><label>1</label><institution>University of Glasgow, Glasgow, United Kingdom</institution></aff>
      <aff id="affil-2"><label>2</label><institution>University of Edinburgh, Edinburgh, United
        Kingdom</institution></aff>
      <aff id="affil-3"><label>3</label><institution>Scottish Government, Edinburgh, United Kingdom</institution></aff>
      <pub-date date-type="pub" publication-format="electronic">
        <day>01</day>
        <month>06</month>
        <year>2025</year>
      </pub-date>
      <pub-date date-type="collection" publication-format="electronic">
        <year>2025</year>
      </pub-date>
      <volume>8</volume>
      <issue>4</issue>
      <elocation-id>3011</elocation-id>
      <permissions>
        <license license-type="open-access"
          xlink:href="https://creativecommons.org/licences/by/4.0/">
          <license-p>This work is licenced under a Creative Commons Attribution 4.0 International
            License.</license-p>
        </license>
      </permissions>
      <self-uri xlink:href="https://ijpds.org/article/view/3011">This article is available from the
        IJPDS website at: https://ijpds.org/article/view/3011</self-uri>
    </article-meta>
  </front>
  <body>
    <p> We seek to demonstrate differences in attendance across pupils with and without additional
      support needs (ASN), accounting for broader categories of as well as specific types of ASN.
      The aim is to provide more nuanced insights into the risks for educational absence and
      determine whether certain ASN are associated with specific types or patterns of absence. </p>
    <p> We first compared the differences in average attendance and absence across pupils with and
      without ASN using standardised effect sizes. ASN categories differentiate by health needs,
      social and emotional needs, family circumstances, learning environment, and other types of
      need. Following the descriptive analysis, we ran a latent class analysis to identify
      underlying patterns of non-participation within pupils with ASN. This is followed by a
      binomial logistic regression to predict class membership of pupils based on their specific
      ASN. </p>
    <p> We find distinct gaps in attendance and absence behaviour between pupils with and without
      ASN and significant effect sizes for these differences. The latent class analysis reveals that
      pupils with health needs and issues relating to the learning environment are more likely to
      have low authorised and unauthorised absence, as well as a low risk of exclusion. In contrast,
      pupils with social and emotional needs and experiences of adverse family circumstances are
      more likely to have higher absence and a greater risk of exclusion. </p>
    <p> While ASN is regularly considered as an adverse influence on attendance, less
      differentiation has been made between different support needs and types of educational
      absence. Our results help identify these differences and inform dedicated support and
      interventions for pupils with ASN. </p>
  </body>
</article>