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  <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.v10i3.3075</article-id>
      <article-id pub-id-type="publisher-id">10:3:60</article-id>
      <title-group>
        <article-title>The importance of geography in understanding the nature, size and trends of
          poverty experienced in rural and island communities in Scotland. </article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Stevelink</surname>
            <given-names initials="S">Sharon</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
          <xref ref-type="aff" rid="affil-2">22</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Wilson</surname>
            <given-names initials="G">Graeme</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
        </contrib>
      </contrib-group>
      <aff id="affil-1"><label>1</label><institution>Scottish Government, Edinburgh, United Kingdom</institution></aff>
      <aff id="affil-2"><label>2</label><institution>King's College London, London, 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>3075</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/3075">This article is available from the
        IJPDS website at: https://ijpds.org/article/view/3075</self-uri>
    </article-meta>
  </front>
  <body>
    <sec>
      <title>Objectives</title>
      <p>Tackling poverty in all its forms is a key priority for the Scottish Government. However,
        advances in our understanding of how poverty in Scotland is patterned by its diverse
        geography is hampered by a lack of robust data at a local area level.</p>
    </sec>
    <sec>
      <title>Methods</title>
      <p>A systematic data mapping exercise was undertaken to identify suitable datasets with data
        on a range of poverty outcomes and related proxies, as well as geography indicators. Six
        datasets were taken forward for descriptive analyses. These included the Households Below
        Average Income, Children in Low Income Families, Scottish Household Survey, Scottish House
        Condition Survey, Pupil Census and Understanding Society datasets.</p>
    </sec>
    <sec>
      <title>Results</title>
      <p>Relative and absolute poverty rates have increased over time in rural areas but remained
        relatively stable in urban areas at a higher level. In 2023, one in eight children lived in
        absolute low income families in islands and remote areas compared to one in five in larger
        cities. Despite this, among children in relative low income households, nearly three in four
        residing in islands and remote areas live in working families compared to three in five in
        larger cities. Households in remote rural areas continued to be the most at risk of
        experiencing fuel poverty and were more likely to report difficulties affording transport
        costs compared to those in urban areas.</p>
    </sec>
    <sec>
      <title>Conclusion</title>
      <p>The experience of poverty is different, and has changed in different ways, across different
        types of rural areas in Scotland. Place-based approaches offer the opportunity to tailor
        policy interventions to some of the observed localised poverty patterns.</p>
    </sec>
  </body>
</article>