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Multimodal Learning Analytics research with young children

A systematic review

Datos Bibliográficos

ID21297340
AutoresLucrezia Crescenzi-Lanna (0000-0003-2825-0477)
Año2020
Volumen51
Número5
Páginas1485-1504
Fecha de publicación2020-09-01
Peer ReviewedSí
Open AccessSí
TipoARTICLE
RevistaBritish Journal of Educational Technology (JOURNAL)
Identificadores de la revistaISSN: 0007-1013 • E-ISSN: 1467-8535
EditorialWiley (PUBLISHER • GB)
DOI10.1111/bjet.12959
IdiomaEN
Citas recibidas18
Referencias citadas41

Learning Analytics and Multimodal Learning Analytics are changing the way of analysing the learning process while students interact with an educational content. This paper presents a systematic literature review aimed at describing practices in recent Multimodal Learning Analytics and Learning Analytics research literature in order to identify tools and strategies useful for the assessment of the progress and behaviour of children under 6 years old in respect of their learning. The purpose is to provide guidance for Multimodal Learning Analytics research with children under 6 years old to assess their engagement in a task, their emotions, attention, understanding and achievement of a goal. The current state of knowledge on Multimodal Learning Analytics research suggests how performance analytics, face and speech recognition systems, eye tracking, Kinect analytics and wristbands could be used with children. The results show the complexity of collecting data using non‐invasive methodologies with children under 6 years old. Ethical implications related to multimodal data from audio, visual, biometric and quantitative measures of child behaviour are discussed

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    Open Access•Viola Margheri, Alessia Martucci et al.•Frontiers in Education•2025

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    Open Access•Alper Murat Özdemir•Frontiers in Education•2025

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    Lucrezia Crescenzi-Lanna•Journal of Research on Technology…•2023

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    Open Access•Ismail Celik, Egle Gedrimiene et al.•Policy Futures in Education•2023

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    Open Access•Apittha Unahalekhaka, Marina Umaschi Bers•Educational Technology Research…•2021

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    Open Access•Michael Sailer, Manuel Ninaus et al.•Computers in Human Behavior•2024

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    Open Access•Shuzhen Yu, Alexey Androsov et al.•Computers & Education•2024

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    Open Access•Fan Ouyang, Xianping Bai•Computers & Education•2026

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    Open Access•Katerina Mangaroska, Roberto Martínez‐Maldonado et al.•Journal of Computer Assisted…•2021

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    Open Access•Mutlu Cukurova, Michail N Giannakos et al.•British Journal of Educational…•2020

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    Open Access•Michail N Giannakos, Michail Giannakos et al.•British Journal of Educational…•2023

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    Open Access•Lixiang Yan, Vanessa Echeverria et al.•British Journal of Educational…•2024

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    Open Access•Lixiang Yan, Roberto Martínez‐Maldonado et al.•British Journal of Educational…•2023

  • Multimodal learning analytics—In‐between student privacy and encroachment

    Open Access•Paul Prinsloo, Sharon Slade et al.•British Journal of Educational…•2023

  • Multimodal data capabilities for learning

    Open Access•Kshitij Sharma, Michail N Giannakos et al.•British Journal of Educational…•2020

  • Personalising digital learning for young children

    Open Access•Mitchell F Rice, Mary Frances Rice et al.•British Journal of Educational…•2021

  • Identifying popular, rejected and neglected children in Chinese preschool

    Open Access•Liping Guo, Ting He et al.•Acta Psychologica•2024

  • Handbook of Learning Analytics

    Charles Lang, George Siemens et al.•Handbook of Learning Analytics•2017

  • Designing educational technologies in the age of AI

    Open Access•Rosemary Luckin, Mutlu Cukurova•British Journal of Educational…•2019

  • Supporting children’s progress through the PBS Kids learning analytics platform

    Jeremy D Roberts, Jeremy Roberts et al.•Journal of Children and Media•2016

  • Eye-Tracking Piaget

    Open Access•David Abrahamson, Shakila Shayan et al.•Human Development•2015

Obras citantes distintas18
Citas por año3
Intervalo de citas2020 - 2026 (7)
Velocidad de citacióncurrent
Altamente citadoNo
Tipos de citaNeutras: 18
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