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Grant support

This work received partial support from the Project Indigo! (Ministry of Science and Innovation with reference number PID2019-105951RB-I00 / AEI / 10.13039/501100011033) and the Project TEA360 (Ministry of Science, Innovation and Universities with reference number PID2023-150488OB-I00 (SPID202300X150488IV0)). This project was partially developed under the framework of a teaching innovation project of Universidad Autonoma de Madrid (EPS 001.22 INN). The authors would like to thank Javier Ben ' itez Miguel and Alejandro Manuel Gonzalez Teruel for their contributions in the development of the Analytics tool and the Moodle plugin respectively.

Análisis de autorías institucional

Alonso-Fernández, CristinaAutor (correspondencia)Jorro-Aragoneses, Jose LAutor o CoautorAlaiz, Carlos MAutor o CoautorRodriguez, PilarAutor o Coautor

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Conferencia Publicada

Learning Analytics Tools to Analyze Progress and Results With Moodle LMS Data

Publicado en:IEEE Global Engineering Education Conference, EDUCON. - 2024-01-01 (), DOI: 10.1109/EDUCON60312.2024.10578707

Autores: Alonso-Fernandez, Cristina; Jorro-Aragoneses, Jose L; Alaiz, Carlos M; Rodriguez, Pilar

Afiliaciones

Univ Autonoma Madrid, Dept Comp Sci, Madrid, Spain - Autor o Coautor

Resumen

Teachers can benefit from the information provided by learning analytics data for multiple purposes. Visual learning analytics dashboards provide near real-time information while more complex offline tools are commonly used to synthesize and transform the data gathered into interpretable information for teachers. The extended use of Learning Management Systems in universities, such as Moodle or Canvas, provides a rich environment to capture learning analytics data from students' interactions while they are progressing in their courses. In this paper, we present two different learning analytics tools aimed at teachers to obtain information about students' progress and results using data from the Moodle LMS at different stages of their learning process: (1) a progress visualization plugin for Moodle, which provides teachers with real-time information about the progress achieved by students in their courses, and the different goals set for their plans; and (2) an analytics Jupyter Notebook tool with a pre-defined set of analysis and visualizations to apply to data gathered from default activities in Moodle. The plugin is in an initial validation stage, while the analysis tool has been tested in a case study in a university course. Combined, both contributions can enrich the information that teachers have during and after the academic year, adapting their classes to better fit students' progress and needs, as well as providing overall results and comparison between groups after the course has finished.

Palabras clave

DashboardsLearning analyticsLmsMoodlVisualization

Indicios de calidad

Impacto y visibilidad social

Desde la dimensión de Influencia o adopción social, y tomando como base las métricas asociadas a las menciones e interacciones proporcionadas por agencias especializadas en el cálculo de las denominadas “Métricas Alternativas o Sociales”, podemos destacar a fecha 2025-06-29:

  • La utilización de esta aportación en marcadores, bifurcaciones de código, añadidos a listas de favoritos para una lectura recurrente, así como visualizaciones generales, indica que alguien está usando la publicación como base de su trabajo actual. Esto puede ser un indicador destacado de futuras citas más formales y académicas. Tal afirmación es avalada por el resultado del indicador “Capture” que arroja un total de: 14 (PlumX).

Análisis de liderazgo de los autores institucionales

Existe un liderazgo significativo ya que algunos de los autores pertenecientes a la institución aparecen como primer o último firmante, se puede apreciar en el detalle: Primer Autor (ALONSO FERNANDEZ, CRISTINA) y Último Autor (RODRIGUEZ MARIN, PILAR).

el autor responsable de establecer las labores de correspondencia ha sido ALONSO FERNANDEZ, CRISTINA.