<?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>2215-2644</journal-id>
<journal-title><![CDATA[Revista Educación]]></journal-title>
<abbrev-journal-title><![CDATA[Educación]]></abbrev-journal-title>
<issn>2215-2644</issn>
<publisher>
<publisher-name><![CDATA[Universidad de Costa Rica]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S2215-26442023000200865</article-id>
<article-id pub-id-type="doi">10.15517/revedu.v47i2.53945</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[El análisis del aprendizaje aplicado como estrategia para mejorar la educación en los entornos virtuales]]></article-title>
<article-title xml:lang="en"><![CDATA[Learning analytics as a strategy to improve education in virtual environments]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[López Umaña]]></surname>
<given-names><![CDATA[Lucía Isabel]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Técnica Nacional  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Costa Rica</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2023</year>
</pub-date>
<volume>47</volume>
<numero>2</numero>
<fpage>865</fpage>
<lpage>890</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.sa.cr/scielo.php?script=sci_arttext&amp;pid=S2215-26442023000200865&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.sa.cr/scielo.php?script=sci_abstract&amp;pid=S2215-26442023000200865&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.sa.cr/scielo.php?script=sci_pdf&amp;pid=S2215-26442023000200865&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen La tecnología digital y los entornos virtuales de aprendizaje (EVA) desempeñan un papel fundamental en la educación. Mediante el análisis del aprendizaje (LA) se pueden recopilar y analizar datos generados en los EVA con el fin de mejorar el proceso de aprendizaje. Sin embargo, es necesario optimizar el uso de la información recopilada en estos entornos. El objetivo principal de este ensayo es examinar cómo el análisis de estos datos puede potenciar el proceso de enseñanza-aprendizaje y mejorar los resultados académicos. Se presentan investigaciones y ejemplos que ilustran la implementación del LA en diferentes contextos educativos, incluida su aplicación en Latinoamérica, incluido Costa Rica. El ensayo se basa en un análisis documental que utiliza criterios de búsqueda y selección de materiales para respaldar los argumentos expuestos. Se han considerado publicaciones relevantes sobre el LA en la educación superior, el análisis de datos en EVA y la personalización del aprendizaje a través del LA. Se emplearon buscadores y bases de datos como Google Académico, EBSCO y SCOPUS, entre otros, con palabras clave como learning analytics, educación en línea, tecnología educativa y evaluación del aprendizaje. El análisis de datos facilita la mejora del proceso de enseñanza-aprendizaje al brindar retroalimentación significativa y oportuna tanto a estudiantes como a docentes. Las investigaciones en el campo del LA provienen principalmente de países europeos, Corea del Sur, China y Norteamérica. El campo de estudio del LA está en crecimiento en Latinoamérica, donde destacan Colombia, Brasil y Ecuador como principales productores en la región. En Costa Rica el campo del LA aún se encuentra en desarrollo y hay escasas publicaciones sobre el tema. En conclusión, a pesar de su incipiente desarrollo en la región, incluido Costa Rica, la implementación del LA tiene potencial de fortalecer el proceso de aprendizaje-enseñanza.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract Digital technologies and virtual learning environments (VLEs) play a fundamental role in education. Through learning analytics (LA), data generated in VLEs can be collected and analyzed to enhance the learning process. However, the use of these environments' information must be optimized. Therefore, this essay aims to examine how the analysis of this data can enhance the teaching-learning process and improve academic outcomes. The investigator presents research and examples illustrating the implementation of LA in various educational contexts, including its application in Latin America encompassing Costa Rica. Furthermore, the paper is based on a documentary analysis that utilizes search criteria and material selection to support the arguments presented. Relevant publications on LA in higher education, data analysis in VLEs, and personalized learning through LA have been considered. Additionally, the author employed search engines and databases such as Google Scholar, EBSCO, and SCOPUS, among others, using keywords like learning analytics, online education, educational technology, and learning assessment. LA arises from the use of information and communication technologies (ICT) in the educational context. Data analysis facilitates the improvement of the teaching and learning process by providing meaningful and timely feedback to both students and teachers. Research in the field of LA predominantly originates from European countries, South Korea, China, and North America. In terms of Latin America, this field is growing while Colombia, Brazil, and Ecuador stand out as the main producers in the region. However, in Costa Rica, LA is still developing, and there are few publications on the topic. In conclusion, despite its incipient growth in the region, including Costa Rica, the implementation of LA has the potential to strengthen the teaching and learning process.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Análisis del aprendizaje]]></kwd>
<kwd lng="es"><![CDATA[Entornos virtuales]]></kwd>
<kwd lng="es"><![CDATA[Enseñanza superior]]></kwd>
<kwd lng="es"><![CDATA[Análisis de datos]]></kwd>
<kwd lng="en"><![CDATA[Learning Analytics]]></kwd>
<kwd lng="en"><![CDATA[Higher education]]></kwd>
<kwd lng="en"><![CDATA[Data analysis]]></kwd>
<kwd lng="en"><![CDATA[Mediation]]></kwd>
</kwd-group>
</article-meta>
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