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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.v10i3.3219</article-id>
      <article-id pub-id-type="publisher-id">10:3:185</article-id>
      <title-group>
        <article-title>Assessing equity in adult social care: An empirical analysis of resource
          allocation and ethnic disparities in Bradford</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Novaes</surname>
            <given-names initials="J">Juliana</given-names>
          </name>
          <xref ref-type="aff" rid="affil-1">1</xref>
        </contrib>
      </contrib-group>
      <aff id="affil-1"><label>1</label><institution>University of Leeds, Leeds, United Kingdom</institution></aff>
      <pub-date>
        <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>3219</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/3219">This article is available from the
        IJPDS website at: https://ijpds.org/article/view/3219</self-uri>
    </article-meta>
  </front>
  <body>
    <p>The study provides an empirical data analysis to assess equity in the provision of adult
      social care (ASC) services in different Lower layer Super Output Areas (LSOAs) in Bradford. It
      examines patterns in the use of council-funded ASC to measure equity by identifying potential
      disparities in the allocation and distribution of resources of the system by different ethnic
      groups.</p>
    <p>This paper aims to evaluate equity in ASC service provision by estimating demand (need) and
      supply (usage) at neighborhood level. Demand is microsimulated using the English Longitudinal
      Study on Aging (ELSA) and Census. Supply is quantified from a customer-level dataset on ASC
      service from Connected Bradford using an adapted Recency Frequency Monetary model. The study
      uses risk ratios to verify if council-funded care is being supplied proportionally to the
      estimated demand, exploring how the demographic component of ethnicity relates to the need and
      usage of care at neighborhood level.</p>
    <p>The results draw two key conclusions. The first reveals inequity in distribution of resources
      among LSOAs, with 20% of the neighborhoods showing deviation from equitable provision, with
      either higher or lower rates of service supply than expected based on the estimated demand.
      The second points to potential disparities in accessing ASC services among different ethnic
      groups. In the 40 neighborhoods where the service supply highly exceeds the demand, there is a
      disproportionally higher number of white patients than would be expected given the
      demographics of the LSOA, with risk ratios consistently above 1. Conversely, in areas where
      supply is significantly lower than expected, there is more representation of patients of black
      ethnicity. Asian patients are underrepresented, with risk ratios below 1 in most areas.</p>
    <p>The results underscore a potential distortion in the provision of adult social care in
      Bradford, showing that resources are not distributed proportionally to need, suggesting also
      ethnic disadvantages in the domain of care. These discrepancies corroborate existing
      literature in the field and highlights challenges in achieving equitable service allocation in
      ASC.</p>
  </body>
</article>