<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Linking, Routing and Fairness for Through-Year Assessment</dc:title>
  <dc:title>R package throughyear version 0.1.0</dc:title>
  <dc:description>Treats a through-year assessment system (interims during the
    year feeding a multistage summative) as the unit of analysis. Links
    interims to the summative scale with a latent multivariate normal model
    that carries each score's measurement error forward and handles missing
    interims, estimated by the EM algorithm (Dempster, Laird and Rubin, 1977,
    &lt;doi:10.1111/j.2517-6161.1977.tb01600.x&gt;) with SQUAREM acceleration
    (Varadhan and Roland, 2008, &lt;doi:10.1111/j.1467-9469.2007.00585.x&gt;);
    simulates cold-start versus prior-informed routing in a
    two-stage multistage test; checks whether priors disadvantage late
    enrollers, low scorers or fast growers; and evaluates decision accuracy
    and consistency of through-year scores against a single summative.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 4.1)</dc:relation>
  <dc:relation>Imports: stats</dc:relation>
  <dc:relation>Suggests: knitr, markdown</dc:relation>
  <dc:creator>Daniel Edi &lt;danieledi2026@gmail.com&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Daniel Edi [aut, cre, cph] (ORCID:
    &lt;https://orcid.org/0000-0001-5475-819X&gt;)</dc:contributor>
  <dc:rights>MIT + file LICENSE (https://CRAN.R-project.org/package=throughyear/LICENSE)</dc:rights>
  <dc:date>2026-10-08</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=throughyear</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.throughyear</dc:identifier>
</oai_dc:dc>
