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Modelo de anal?tica visual para datos educativos

Authors: Gómez Aguilar, Diego Alonso; García-Peñalvo, Francisco J.; Therón Sánchez, Roberto;

Modelo de anal?tica visual para datos educativos

Abstract

[ES] Las tecnolog?as actuales utilizadas en los procesos de aprendizaje habilitan el registro de todas las actividades realizadas. Estos datos se pueden aprovechar para la evaluaci?n de estudiantes, profesores y de los propios procesos. Sin embargo, aunque existe esta gran cantidad de datos, sigue siendo dif?cil para los profesores (y otras partes interesadas) verificar hip?tesis, extraer conclusiones o tomar decisiones basadas en hechos o situaciones detectadas. Este art?culo presenta un modelo de an?lisis de datos educativos basado en Anal?tica Visual, Anal?tica del Aprendizaje y Anal?tica Acad?mica, el cual por medio de una implementaci?n de software permita realizar an?lisis de datos exploratorios y confirmatorios, en interacci?n con informaci?n obtenida de un sistema t?pico de gesti?n de aprendizaje. As? pues, el objetivo principal es la definici?n de un modelo que habilite el descubrimiento de nuevo conocimiento sobre el proceso de aprendizaje educativo que, a su vez, posibilite la mejora de ?ste. [EN] Current technologies used in learning processes imply the logging of all the performed activities. These data can be exploited to gain insight into the learning process and can be used for the assessment of students, professors and the processes themselves. However, although this wealth of data exists, it is still difficult for the teachers (and interested stakeholders) to verify hypothesis, extract conclusions, or make decisions based on discovered facts or situations. This paper introduces an educational data analysis model based on visual analytics, learning analytics and academic analytics, by means of a software tool that allows performing confirmatory and exploratory data analysis through the interacting with the gathered information from a typical Learning Management System. The main goal thus is to define a model which enable the discovery of knowledge on the specific learning process that, in turn, will permit to improve it.

Country
Spain
Related Organizations
Keywords

Visualizaci?n, Realimentaci?n, e-Learning, 5801 Teor?a y m?todos educativos, Analítica del aprendizaje, Miner?a de datos, Anal?tica del aprendizaje, Minería de datos, Feedback, Educational data mining, 1203.17 Inform?tica, Inferring social network, Learning aAnalytics, Visualización, Realimentación, Anal?tica visual, Analítica visual, Visualanalytics, Análisis de redes sociales, 1203.17 Informática, Educativa, 5801 Teoría y métodos educativos, An?lisis de redes sociales, Visualization

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green