Development of an Interface for Visualizing Engagement Profiles Created from Educational Data Grouping

The distance learning modality faces challenges in improving teaching efficiency, reducing student isolation, and enhancing support technologies. Research focuses on student engagement, but large class sizes make individual tracking difficult. This study aimed to develop an interface for visualizing engagement profiles based on clustered educational data. The Design Science Research (DSR) methodology was used, which involved: 1) problem investigation through interviews with teachers; 2) development, selecting engagement variables, clustering algorithms, and visualization metaphors; 3) evaluations, with feedback from teachers and data visualization experts. Key findings include: 1) the need for tracking tools and the importance of forums, as mentioned by teachers; 2) the “what-why-how” structure for selecting the appropriate visualization; 3) features to ensure greater usability in dashboards, such as reducing scroll and grouping visualizations by information type, as pointed out by experts. Keywords: Distance education. Engagement. Data visualization. Usability.

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Publication Details

Journal
EAD em FOCO
Published
2025-04-14
DOI
https://doi.org/10.18264/eadf.v15i1.2386
Primary Topic
Online Learning and Analytics
Type
article
Field-Weighted Citation Impact
0.00

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article

Development of an Interface for Visualizing Engagement Profiles Created from Educational Data Grouping

Alexandre Magno Andrade Maciel, Pamella Letícia Silva de Oliveira, Rodrigo Lins Rodrigues
EAD em FOCO
Online Learning and Analytics
article

Development of an Interface for Visualizing Engagement Profiles Created from Educational Data Grouping

Alexandre Magno Andrade Maciel, Pamella Letícia Silva de Oliveira, Rodrigo Lins Rodrigues
article en

Abstract

The distance learning modality faces challenges in improving teaching efficiency, reducing student isolation, and enhancing support technologies. Research focuses on student engagement, but large class sizes make individual tracking difficult. This study aimed to develop an interface for visualizing engagement profiles based on clustered educational data. The Design Science Research (DSR) methodology was used, which involved: 1) problem investigation through interviews with teachers; 2) development, selecting engagement variables, clustering algorithms, and visualization metaphors; 3) evaluations, with feedback from teachers and data visualization experts. Key findings include: 1) the need for tracking tools and the importance of forums, as mentioned by teachers; 2) the “what-why-how” structure for selecting the appropriate visualization; 3) features to ensure greater usability in dashboards, such as reducing scroll and grouping visualizations by information type, as pointed out by experts. Keywords: Distance education. Engagement. Data visualization. Usability.

EAD em FOCOVol. 15(1)
Universidade Federal Rural de Pernambuco (BR), Universidade de Pernambuco (BR)
Coordenação de Aperfeiçoamento de Pessoal de Nível Superior, Conselho Nacional de Desenvolvimento Científico e Tecnológico, Fundação de Amparo à Ciência e Tecnologia do Estado de Pernambuco
Openalex Percentile: Top 92%
Online Learning and Analytics
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