RT info:eu-repo/semantics/article
T1 Multimodal Data Value Chain (M-DVC): A Conceptual Tool to Support the Development of Multimodal Learning Analytics Solutions
A1 Kant Shankar, Shashi
A1 Rodríguez Triana, María Jesús
A1 Ruiz Calleja, Adolfo
A1 Prieto, Luis P.
A1 Chejara, Pankaj
A1 Martínez Monés, Alejandra
K1 Aprendizaje multimodal
K1 Multimodal Learning
K1 58 Pedagogía
AB Multimodal Learning Analytics (MMLA) systems, understood as those that exploit multimodal evidence of learning to better model a learning situation, have not yet spread widely in educational practice. Their inherent technical complexity, and the lack of educational stakeholder involvement in their design, are among the hypothesized reasons for the slow uptake of this emergent field. To aid in the process of stakeholder communication and systematization leading to the specification of MMLA systems, this paper proposes a Multimodal Data Value Chain (M-DVC). This conceptual tool, derived from both the field of Big Data and the needs of MMLA scenarios, has been evaluated in terms of its usefulness for stakeholders, in three authentic case studies of MMLA systems currently under development. The results of our mixed-methods evaluation highlight the usefulness of the M-DVC to elicit unspoken assumptions or unclear data processing steps in the initial stages of development. The evaluation also revealed limitations of the M-DVC in terms of the technical terminology employed, and the need for more detailed contextual information to be included. These limitations also prompt potential improvements for the M-DVC, on the path towards clearer specification and communication within the multi-disciplinary teams needed to build educationally-meaningful MMLA solutions.
PB Institute of Electrical and Electronics Engineers
YR 2020
FD 2020
LK http://uvadoc.uva.es/handle/10324/43245
UL http://uvadoc.uva.es/handle/10324/43245
LA eng
NO IEEE Revista Iberoamericana de Tecnologias del Aprendizaje, 2020, vol. 15, no. 2, pp. 113-122
NO Producción Científica
DS UVaDOC
RD 26-abr-2024