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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">109</journal-id>
      <journal-id journal-id-type="index">urn:lsid:arphahub.com:pub:3dc5f44e-8666-58db-bc76-a455210e8891</journal-id>
      <journal-title-group>
        <journal-title xml:lang="en">JUCS - Journal of Universal Computer Science</journal-title>
        <abbrev-journal-title xml:lang="en">jucs</abbrev-journal-title>
      </journal-title-group>
      <issn pub-type="ppub">0948-695X</issn>
      <issn pub-type="epub">0948-6968</issn>
      <publisher>
        <publisher-name>Journal of Universal Computer Science</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.3897/jucs.112556</article-id>
      <article-id pub-id-type="publisher-id">112556</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Research Article</subject>
        </subj-group>
        <subj-group subj-group-type="scientific_subject">
          <subject>H.3.1 - Content Analysis and Indexing</subject>
          <subject>H.3.2 - Information Storage</subject>
          <subject>H.3.3 - Information Search and Retrieval</subject>
          <subject>H.3.7 - Digital Libraries</subject>
          <subject>H.5.1 - Multimedia Information Systems</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Retail Indicators Forecasting and Planning</article-title>
      </title-group>
      <contrib-group content-type="authors">
        <contrib contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Baloian</surname>
            <given-names>Nelson</given-names>
          </name>
          <email xlink:type="simple">nbaloian@dcc.uchile.cl</email>
          <uri content-type="orcid">https://orcid.org/0000-0003-1608-6454</uri>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Frez</surname>
            <given-names>Jonathan</given-names>
          </name>
          <email xlink:type="simple">jonathan.frez@mail.udp.cl</email>
          <uri content-type="orcid">https://orcid.org/0009-0003-4812-4483</uri>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Pino</surname>
            <given-names>José A.</given-names>
          </name>
          <email xlink:type="simple">pinoemh@gmail.com</email>
          <uri content-type="orcid">https://orcid.org/0000-0002-5835-988X</uri>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Fuenzalida</surname>
            <given-names>Cristóbal</given-names>
          </name>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Peñafiel</surname>
            <given-names>Sergio</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0002-0025-7805</uri>
          <xref ref-type="aff" rid="A3">3</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Panay</surname>
            <given-names>Belisario</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0002-1440-8192</uri>
          <xref ref-type="aff" rid="A4">4</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Zurita</surname>
            <given-names>Gustavo</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0003-0757-1247</uri>
          <xref ref-type="aff" rid="A5">5</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Sanson</surname>
            <given-names>Horacio</given-names>
          </name>
          <xref ref-type="aff" rid="A6">6</xref>
        </contrib>
      </contrib-group>
      <aff id="A1">
        <label>1</label>
        <addr-line content-type="verbatim">Universidad de Chile, Santiago, Chile</addr-line>
        <institution>Universidad de Chile</institution>
        <addr-line content-type="city">Santiago</addr-line>
        <country>Chile</country>
      </aff>
      <aff id="A2">
        <label>2</label>
        <addr-line content-type="verbatim">Universidad Diego Portales, Santiago, Chile</addr-line>
        <institution>Universidad Diego Portales</institution>
        <addr-line content-type="city">Santiago</addr-line>
        <country>Chile</country>
      </aff>
      <aff id="A3">
        <label>3</label>
        <addr-line content-type="verbatim">Fundación Arturo Lopez Perez (FALP), Santiago, Chile</addr-line>
        <institution>Fundación Arturo Lopez Perez (FALP)</institution>
        <addr-line content-type="city">Santiago</addr-line>
        <country>Chile</country>
      </aff>
      <aff id="A4">
        <label>4</label>
        <addr-line content-type="verbatim">Allm Inc, Tokyo, Japan</addr-line>
        <institution>Allm Inc</institution>
        <addr-line content-type="city">Tokyo</addr-line>
        <country>Japan</country>
      </aff>
      <aff id="A5">
        <label>5</label>
        <addr-line content-type="verbatim">University of Chile, Santiago de Chile, Chile</addr-line>
        <institution>University of Chile</institution>
        <addr-line content-type="city">Santiago de Chile</addr-line>
        <country>Chile</country>
      </aff>
      <aff id="A6">
        <label>6</label>
        <addr-line content-type="verbatim">Allm Inc., Tokyo, Japan</addr-line>
        <institution>Allm Inc.</institution>
        <addr-line content-type="city">Tokyo</addr-line>
        <country>Japan</country>
      </aff>
      <author-notes>
        <fn fn-type="corresp">
          <p>Corresponding authors: Nelson Baloian (<email xlink:type="simple">nbaloian@dcc.uchile.cl</email>), Jonathan Frez (<email xlink:type="simple">jonathan.frez@mail.udp.cl</email>), José A. Pino (<email xlink:type="simple">pinoemh@gmail.com</email>).</p>
        </fn>
        <fn fn-type="edited-by">
          <p>Academic editor: </p>
        </fn>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2023</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>28</day>
        <month>11</month>
        <year>2023</year>
      </pub-date>
      <volume>29</volume>
      <issue>11</issue>
      <fpage>1385</fpage>
      <lpage>1403</lpage>
      <uri content-type="arpha" xlink:href="http://openbiodiv.net/52E215D9-06DE-5B9F-B072-7DF21D1B62A1">52E215D9-06DE-5B9F-B072-7DF21D1B62A1</uri>
      <uri content-type="zenodo_dep_id" xlink:href="https://zenodo.org/record/0">0</uri>
      <history>
        <date date-type="received">
          <day>19</day>
          <month>05</month>
          <year>2023</year>
        </date>
        <date date-type="accepted">
          <day>30</day>
          <month>09</month>
          <year>2023</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>Nelson Baloian, Jonathan Frez, José A. Pino, Cristóbal Fuenzalida, Sergio Peñafiel, Belisario Panay, Gustavo Zurita, Horacio Sanson</copyright-statement>
        <license license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by-nd/4.0/" xlink:type="simple">
          <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY-ND 4.0). This license allows reusers to copy and distribute the material in any medium or format in unadapted form only, and only so long as attribution is given to the creator. The license allows for commercial use.</license-p>
        </license>
      </permissions>
      <abstract>
        <label>Abstract</label>
        <p>We present a methodology to handle the problem of planning sales goals. The methodology supports the retail manager to carry out simulations to find the most plausible goals for the future. One of the novel aspects of this methodology is that the analysis is based not on current sales levels, as most previous works do, but on those in the future, making a more precise and accurate analysis of the situation. The work presents the solution for a scenario using three sales performance indicators: foot traffic, conversion rate and ticket mean value for sales, but it explains how it can be generalized to more indicators. The contribution of this work is in the first place a framework, which consists of a methodology for performing sales planning, then, an algorithm, which finds the best prediction model for a particular store, and finally, a tool, which helps sales planners to set realistic sales goals based on the predicted sales.  First we present the method to choose the best indicator prediction model for each retail store and then we present a tool which allows the retail manager estimate the improvements on the indicators in order to attain a desired sales goal level; the managers may then perform several simulations for various scenarios in a fast and efficient way. The developed tool implementing this methodology was validated by experts in the subject of administration of retail stores yielding good results.</p>
      </abstract>
    </article-meta>
  </front>
</article>
