<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>2959-6513</journal-id>
<journal-title><![CDATA[Revista Tribunal]]></journal-title>
<abbrev-journal-title><![CDATA[Tribunal]]></abbrev-journal-title>
<issn>2959-6513</issn>
<publisher>
<publisher-name><![CDATA[Universidad Privada Domingo Savio]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S2959-65132024000300138</article-id>
<article-id pub-id-type="doi">10.59659/revistatribunal.v4i9.70</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Minería de datos: Un enfoque perspectivo desde el contexto educativo]]></article-title>
<article-title xml:lang="en"><![CDATA[Data mining: A perspective approach from the educational context]]></article-title>
<article-title xml:lang="pt"><![CDATA[Mineração de dados: uma abordagem em perspectiva a partir do contexto educacional]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Camones Gonzales]]></surname>
<given-names><![CDATA[Fernando Cesar]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Sihuay Fernandez]]></surname>
<given-names><![CDATA[Martin Toribio]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Nolberto Sifuentes]]></surname>
<given-names><![CDATA[Violeta Alicia]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Padilla Caballero]]></surname>
<given-names><![CDATA[Jesús Emilio Agustín]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Nacional Mayor de San Marcos  ]]></institution>
<addr-line><![CDATA[Lima ]]></addr-line>
<country>Peru</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad Nacional del Callao  ]]></institution>
<addr-line><![CDATA[Callao ]]></addr-line>
<country>Peru</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Universidad César Vallejo  ]]></institution>
<addr-line><![CDATA[Lima ]]></addr-line>
<country>Peru</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>10</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>10</month>
<year>2024</year>
</pub-date>
<volume>4</volume>
<numero>9</numero>
<fpage>138</fpage>
<lpage>160</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.bo/scielo.php?script=sci_arttext&amp;pid=S2959-65132024000300138&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.bo/scielo.php?script=sci_abstract&amp;pid=S2959-65132024000300138&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.bo/scielo.php?script=sci_pdf&amp;pid=S2959-65132024000300138&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[RESUMEN Este estudio está dirigido a conocer el proceso de integración de la minería de datos en los currículos desde la Perspectiva Educativa en Lima, Perú. Especialmente, aborda las metodologías aplicadas para optimizar intervenciones educativas, evaluando su efectividad, integración con procesos pedagógicos y abordaje de la brecha digital para elevar la eficacia y eficiencia en la enseñanza y el aprendizaje. La metodología aplicada fue cualitativa, no experimental, exploratoria y descriptiva para explicar el problema de estudio. El resultado propuesto, constituye aporte de investigaciones en el contexto del desarrollo de la minería de datos educacionales. Como principal conclusión, se destaca la necesidad de incorporar la minería de datos en el ámbito educacional, con el propósito de esclarecer el camino a los docentes, encargados de administrar los procesos de formación, en favor de la educación virtual o en línea para revalorizar la educación y favorecer el proceso educativo en favor del estudiante.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[ABSTRACT This study aims to understand the process of integrating data mining into curricula from an Educational Perspective in Lima, Peru. Specifically, it addresses the methodologies applied to optimize educational interventions, evaluating their effectiveness, integration with pedagogical processes, and addressing the digital divide to enhance effectiveness and efficiency in teaching and learning. The applied methodology was qualitative, non-experimental, exploratory, and descriptive to explain the study problem. The proposed result contributes to research in the context of the development of educational data mining. The main conclusion highlights the need to incorporate data mining into the educational field, with the purpose of clarifying the path for teachers responsible for managing training processes, in favor of virtual or online education to revalue education and support the educational process for the benefit of the student.]]></p></abstract>
<abstract abstract-type="short" xml:lang="pt"><p><![CDATA[RESUMO Este estudo tem como objetivo conhecer o processo de integração da mineração de dados nos currículos a partir da Perspectiva Educacional em Lima, Peru. Especialmente, aborda as metodologias aplicadas para otimizar intervenções educacionais, avaliando sua eficácia, integração com processos pedagógicos e enfrentamento da lacuna digital para elevar a eficácia e eficiência no ensino e na aprendizagem. A metodologia aplicada foi qualitativa, não experimental, exploratória e descritiva para explicar o problema de estudo. O resultado proposto constitui uma contribuição de pesquisas no contexto do desenvolvimento da mineração de dados educacionais. Como principal conclusão, destaca-se a necessidade de incorporar a mineração de dados no âmbito educacional, com o propósito de esclarecer o caminho para os docentes, responsáveis por administrar os processos de formação, em favor da educação virtual ou online para revalorizar a educação e favorecer o processo educativo em benefício do estudante.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Analítica del aprendizaje]]></kwd>
<kwd lng="es"><![CDATA[aprendizaje personalizado]]></kwd>
<kwd lng="es"><![CDATA[descubrimiento de conocimiento en Bases de Datos]]></kwd>
<kwd lng="es"><![CDATA[minería de datos]]></kwd>
<kwd lng="es"><![CDATA[minería de datos educacionales]]></kwd>
<kwd lng="en"><![CDATA[Learning analytics]]></kwd>
<kwd lng="en"><![CDATA[personalized learning]]></kwd>
<kwd lng="en"><![CDATA[knowledge discovery in databases]]></kwd>
<kwd lng="en"><![CDATA[data mining]]></kwd>
<kwd lng="en"><![CDATA[educational data mining]]></kwd>
<kwd lng="pt"><![CDATA[Analítica da Aprendizagem]]></kwd>
<kwd lng="pt"><![CDATA[Aprendizagem Personalizada]]></kwd>
<kwd lng="pt"><![CDATA[Descoberta de Conhecimento em Bases de Dados]]></kwd>
<kwd lng="pt"><![CDATA[Mineração de Dados]]></kwd>
<kwd lng="pt"><![CDATA[Mineração de Dados Educacionais]]></kwd>
</kwd-group>
</article-meta>
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