<?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>Allocate Samples Among Strata</dc:title>
  <dc:title>R package optimall version 1.4.0</dc:title>
  <dc:description>Functions for the design process of survey sampling, with specific tools for multi-wave and multi-phase designs. Perform optimum allocation using Neyman (1934) &lt;doi:10.2307/2342192&gt; or Wright (2012) &lt;doi:10.1080/00031305.2012.733679&gt; allocation, split strata based on quantiles or values of known variables, randomly select samples from strata, allocate sampling waves iteratively, and organize a complex survey design. Also includes a Shiny application for observing the effects of different strata splits. A paper on this package was published in the Journal of Statistical Software &lt;doi:10.18637/jss.v114.i10&gt;.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 3.5.0)</dc:relation>
  <dc:relation>Imports: dplyr (&gt;= 1.0.5), glue (&gt;= 1.4.0), magrittr (&gt;= 2.0.0),
methods (&gt;= 4.0.0), rlang (&gt;= 0.2.2), stats (&gt;= 4.0.2), tibble
(&gt;= 1.4.2), utils (&gt;= 3.5.0),</dc:relation>
  <dc:relation>Suggests: bslib (&gt;= 0.2.4), DiagrammeR (&gt;= 1.0.0), DT (&gt;= 0.15),
datasets, globals (&gt;= 0.12), knitr (&gt;= 1.28), MASS (&gt;= 7.1),
rmarkdown (&gt;= 2.7), shiny (&gt;= 1.6.0), shinytest (&gt;= 1.4.0),
survey (&gt;= 4.0), tidyr (&gt;= 1.3), testthat (&gt;= 3.0.2), webshot
(&gt;= 0.5)</dc:relation>
  <dc:creator>Jasper Yang &lt;jbyang@uw.edu&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Jasper Yang [aut, cre],
  Pamela Shaw [aut],
  Bryan Shepherd [ctb],
  Thomas Lumley [ctb],
  Gustavo Amorim [rev]</dc:contributor>
  <dc:rights>GPL-3</dc:rights>
  <dc:date>2026-04-03</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=optimall</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.optimall</dc:identifier>
</oai_dc:dc>
