Аналитика мультимодальная: различия между версиями
Материал из Поле цифровой дидактики
Patarakin (обсуждение | вклад) (Новая страница: «{{Понятие |Description=Направление учебной аналитики |Inventor=Worsley, Blikstein |similar_concepts=Аналитика учебная }}») |
Patarakin (обсуждение | вклад) |
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{{Понятие | {{Понятие | ||
|Description=Направление учебной аналитики | |Description=Направление учебной аналитики подчёркивает, что современные цифровые средства позволяют собирать данные сразу по нескольким каналам и такое многоканальное объединение данные выглядит очень перспективно. | ||
|Field_of_knowledge=NetSci, Гибридное обучение | |||
|Inventor=Worsley, Blikstein | |Inventor=Worsley, Blikstein | ||
|Clarifying_video=https://www.youtube.com/watch?v=AWvCIDGaKwU | |||
|similar_concepts=Аналитика учебная | |similar_concepts=Аналитика учебная | ||
|Environment=R, Julia, Python | |||
}} | }} | ||
== Литература == | |||
# Abrahamson, D., Worsley, M., Pardos, Z.A., Ou, L.: Learning analytics of embodied design: Enhancing synergy. International Journal of Child-Computer Interaction. 32, 100409 (2022). https://doi.org/10.1016/j.ijcci.2021.100409. | |||
# Crescenzi-Lanna, L.: Multimodal Learning Analytics research with young children: A systematic review. British Journal of Educational Technology. 51, 1485–1504 (2020). https://doi.org/10.1111/bjet.12959. | |||
# DeLiema, D., Kwon, Y.A., Chisholm, A., Williams, I., Dahn, M., Flood, V.J., Abrahamson, D., Steen, F.F.: A Multi-dimensional Framework for Documenting Students’ Heterogeneous Experiences with Programming Bugs. Cognition and Instruction. 41, 158–200 (2023). https://doi.org/10.1080/07370008.2022.2118279. | |||
# DeLiema, D., Kwon, Y.A., Chisholm, A., Williams, I., Dahn, M., Flood, V.J., Abrahamson, D., Steen, F.F.: A Multi-dimensional Framework for Documenting Students’ Heterogeneous Experiences with Programming Bugs. Cognition and Instruction. 41, 158–200 (2023). https://doi.org/10.1080/07370008.2022.2118279. | |||
# Emerson, A., Cloude, E.B., Azevedo, R., Lester, J.: Multimodal learning analytics for game-based learning. British Journal of Educational Technology. 51, 1505–1526 (2020). https://doi.org/10.1111/bjet.12992. | |||
# Giannakos, M., Cukurova, M.: The role of learning theory in multimodal learning analytics. British Journal of Educational Technology. 54, 1246–1267 (2023). https://doi.org/10.1111/bjet.13320. | |||
# Giannakos, M., Spikol, D., Di Mitri, D., Sharma, K., Ochoa, X., Hammad, R.: Introduction to Multimodal Learning Analytics. In: Giannakos, M., Spikol, D., Di Mitri, D., Sharma, K., Ochoa, X., and Hammad, R. (eds.) The Multimodal Learning Analytics Handbook. pp. 3–28. Springer International Publishing, Cham (2022). https://doi.org/10.1007/978-3-031-08076-0_1. | |||
# Mu, S., Cui, M., Huang, X.: Multimodal Data Fusion in Learning Analytics: A Systematic Review. Sensors. 20, 6856 (2020). https://doi.org/10.3390/s20236856. | |||
# Ochoa, X.: Multimodal learning analytics. The handbook of learning analytics. 1, 129–141 (2017). | |||
# Sharma, K., Giannakos, M.: Multimodal data capabilities for learning: What can multimodal data tell us about learning? British Journal of Educational Technology. 51, 1450–1484 (2020). https://doi.org/10.1111/bjet.12993. | |||
# Shvarts, A., Abrahamson, D.: Coordination Dynamics of Semiotic Mediation: A Functional Dynamic Systems Perspective on Mathematics Teaching/Learning. Constructivist Foundations. 18, 220–234 (2023). | |||
# Worsley, M., Abrahamson, D., Blikstein, P., Grover, S., Schneider, B., Tissenbaum, M.: Situating multimodal learning analytics. (2016). |
Версия 10:34, 11 января 2024
Описание | Направление учебной аналитики подчёркивает, что современные цифровые средства позволяют собирать данные сразу по нескольким каналам и такое многоканальное объединение данные выглядит очень перспективно. |
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Область знаний | NetSci, Гибридное обучение"Гибридное обучение" is not in the list (Математика, Физика, Химия, Биология, Астрономия, География, Информатика, Робототехника, История, Медицина, ...) of allowed values for the "Field of knowledge" property. |
Авторы | Worsley, Blikstein |
Поясняющее видео | https://www.youtube.com/watch?v=AWvCIDGaKwU |
Близкие понятия | Аналитика учебная |
Среды и средства для освоения понятия | R, Julia, Python |
Литература
- Abrahamson, D., Worsley, M., Pardos, Z.A., Ou, L.: Learning analytics of embodied design: Enhancing synergy. International Journal of Child-Computer Interaction. 32, 100409 (2022). https://doi.org/10.1016/j.ijcci.2021.100409.
- Crescenzi-Lanna, L.: Multimodal Learning Analytics research with young children: A systematic review. British Journal of Educational Technology. 51, 1485–1504 (2020). https://doi.org/10.1111/bjet.12959.
- DeLiema, D., Kwon, Y.A., Chisholm, A., Williams, I., Dahn, M., Flood, V.J., Abrahamson, D., Steen, F.F.: A Multi-dimensional Framework for Documenting Students’ Heterogeneous Experiences with Programming Bugs. Cognition and Instruction. 41, 158–200 (2023). https://doi.org/10.1080/07370008.2022.2118279.
- DeLiema, D., Kwon, Y.A., Chisholm, A., Williams, I., Dahn, M., Flood, V.J., Abrahamson, D., Steen, F.F.: A Multi-dimensional Framework for Documenting Students’ Heterogeneous Experiences with Programming Bugs. Cognition and Instruction. 41, 158–200 (2023). https://doi.org/10.1080/07370008.2022.2118279.
- Emerson, A., Cloude, E.B., Azevedo, R., Lester, J.: Multimodal learning analytics for game-based learning. British Journal of Educational Technology. 51, 1505–1526 (2020). https://doi.org/10.1111/bjet.12992.
- Giannakos, M., Cukurova, M.: The role of learning theory in multimodal learning analytics. British Journal of Educational Technology. 54, 1246–1267 (2023). https://doi.org/10.1111/bjet.13320.
- Giannakos, M., Spikol, D., Di Mitri, D., Sharma, K., Ochoa, X., Hammad, R.: Introduction to Multimodal Learning Analytics. In: Giannakos, M., Spikol, D., Di Mitri, D., Sharma, K., Ochoa, X., and Hammad, R. (eds.) The Multimodal Learning Analytics Handbook. pp. 3–28. Springer International Publishing, Cham (2022). https://doi.org/10.1007/978-3-031-08076-0_1.
- Mu, S., Cui, M., Huang, X.: Multimodal Data Fusion in Learning Analytics: A Systematic Review. Sensors. 20, 6856 (2020). https://doi.org/10.3390/s20236856.
- Ochoa, X.: Multimodal learning analytics. The handbook of learning analytics. 1, 129–141 (2017).
- Sharma, K., Giannakos, M.: Multimodal data capabilities for learning: What can multimodal data tell us about learning? British Journal of Educational Technology. 51, 1450–1484 (2020). https://doi.org/10.1111/bjet.12993.
- Shvarts, A., Abrahamson, D.: Coordination Dynamics of Semiotic Mediation: A Functional Dynamic Systems Perspective on Mathematics Teaching/Learning. Constructivist Foundations. 18, 220–234 (2023).
- Worsley, M., Abrahamson, D., Blikstein, P., Grover, S., Schneider, B., Tissenbaum, M.: Situating multimodal learning analytics. (2016).