Maylon Macedo’s research while affiliated with Federal University of São Paulo and other places

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Publications (9)


Figure 5. Number of papers by author with at least two papers.
Figure 6. Intersection between programming language use (except SQL). on symbols encoding users or feedback providers exposed attributes like demographic data [P03, P19, P40]. Additionally, Gantt chart timeline's bars were linked to audio transcriptions and image frames of the interaction recording [P50].
Figure 8. Combinations of data sources and chart formats that emerged from the SML.
What is the State of the Art on UX Data Visualization? A Systematic Mapping of the Literature
  • Article
  • Full-text available

April 2025

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38 Reads

Journal on Interactive Systems

Lucas Katib do Amaral

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Maylon Macedo

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Luciana Zaina

From a Human-Computer Interaction perspective, data visualizations are visual representations of data that improve users' cognitive capabilities during a task. In particular, UX data visibility can raise a team's engagement with the UX design and better inform product decisions. However, researchers and professionals lack a foundation to build new UX data visualizations. In this context, this paper describes a Systematic Mapping of the Literature that aims to consolidate the state of the art on UX data visualizations. To guide the open coding of the findings, we defined ten questions that span the Visual Information Seeking Mantra and the four levels of Munzner's analysis framework. We identified 28 well-known and seven custom chart formats, with the node-link diagram arising as the most popular. Most of the visualized data comes from software logs, and there is a lack of exploration of UX metrics, acoustic data, and demographic data as data sources. Regarding the Visual Information Seeking Mantra, visualizations had a zoom and filter function and a details on demand function for most chart formats. However, most chart formats lacked overview functions. Our findings provide a broad overview of the literature that can support the creation of new UX data visualizations.

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Visualização de dados sobre UX: um estudo preliminar da literatura

October 2023

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16 Reads

Este trabalho tem como objetivo apresentar resultados parciais de um mapeamento sistemático da literatura de visualizações de dados sobre UX. A partir dos 57 artigos selecionados em nosso estudo, a análise preliminar revelou 32 tipos de gráficos, 10 fontes de dados usadas para construir as visualizações e 5 propósitos principais de uso das visualizações.


Building information visualization of e-learning data with Vis2Learning guidelines

January 2022

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48 Reads

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2 Citations

Journal on Interactive Systems

Information Visualization provides techniques to make better charts that enhance human perception about patterns in data and consequently support the user interpretation. In the educational area, visualizations help professionals to analyze a great amount of data to inform decisions to improve the learning­teaching process. The literature has shown that there is a gap in the development of educational data visualizations that fulfill end­user needs. This paper presents Vis2Learning: a scenario­based set of guidelines for the development of visualizations in the e­learning context. Vis2Learning provides a set of scenarios from which educational data visualizations can be developed, for each scenario, we provide the recommended chart, its aim, characteristics and examples of its application in the e­learning context. Besides, we provide a set of guidelines to improve users’ interaction with each chart. We applied an online questionnaire with 34 end­users (Brazilian teachers), evaluating visualizations that were created by using the Vis2Learning. The results reveal: (1) the visualizations, based on Vis2Learning, were more suitable to be applied in the e­learning context; (2) some non­traditional visualization formats are difficult to interpret by users who did not have previous experience with visualizations in the e­learning context; and (3) experience in teaching is not strictly related to knowledge of charts about educational data.




Citations (2)


... Apesar das pesquisas relacionadas à visualização da informação em sistemas de apoio à educação em IES serem diversificadas, conforme já mencionado, alguns autores descrevem a existência de lacunas a serem investigadas. Entre elas, são apresentadas nesta seção as investigações contemporâneas de Fernandes e Vechiato (2017) A pesquisa realizada por Macedo et al. (2022) apresenta um conjunto de diretrizes para a produção de visualizações no contexto da educação, o Vis2Learning. Os autores concluem que, ao propor um modelo de visualização de dados, é necessário garantir que este seja adequado ao contexto do usuário e que deve-se apresentar informações sobre o formato da proposta. ...

Reference:

Arquitetura da informação em sistemas educacionaisInformation architecture in educational systems: contribuições da avaliação da propriedade de visualização de dadoscontributions of evaluation of data visualization property
Building information visualization of e-learning data with Vis2Learning guidelines

Journal on Interactive Systems

... However, we made editorial and scoping decisions for which works to include in this review, and thus we present a biased interpretation of this body of work. Our work only includes those written in English, and though this is a reflection of the wider trend of English being the predominant language of published scientific works (Drubin and Kellogg 2012), this certainly excluded any potential for non-English works such as the one we excluded in our review (Macedo et al. 2020). Further, by focusing on the ACM digital library alone, we perpetuate any biases encapsulated by this catalog of published work. ...

Vis2Learning: a scenario-based guide of recommendations for building educational data visualizations
  • Citing Conference Paper
  • October 2020