Human-Centred Learning Analytics and AI in Education: a Systematic Literature Review DOI Creative Commons
Riordan Alfredo, Vanessa Echeverría, Yueqiao Jin

et al.

arXiv (Cornell University), Journal Year: 2023, Volume and Issue: unknown

Published: Jan. 1, 2023

The rapid expansion of Learning Analytics (LA) and Artificial Intelligence in Education (AIED) offers new scalable, data-intensive systems but also raises concerns about data privacy agency. Excluding stakeholders -- like students teachers from the design process can potentially lead to mistrust inadequately aligned tools. Despite a shift towards human-centred recent LA AIED research, there remain gaps our understanding importance human control, safety, reliability, trustworthiness implementation these systems. We conducted systematic literature review explore gaps. analysed 108 papers provide insights i) current state LA/AIED research; ii) extent which educational have contributed systems; iii) balance between control computer automation such iv) reliability been considered literature. Results indicate some consideration system design, limited end-user involvement actual design. Based on findings, we recommend: 1) carefully balancing stakeholders' designing deploying throughout all phases, 2) actively involving target end-users, especially students, delineate automation, 3) exploring as principles future

Language: Английский

Integration of Physics and Mathematics in STEM Education: Use of Modeling DOI Creative Commons
Ángeles Domínguez,

Jorge De la Garza,

Mónica Quezada-Espinoza

et al.

Education Sciences, Journal Year: 2023, Volume and Issue: 14(1), P. 20 - 20

Published: Dec. 24, 2023

Within STEM (Science, Technology, Engineering, and Mathematics) education, integrating real-world problem scenarios is paramount. interdisciplinary modeling an approach to fostering student learning skill development in a student-centered environment. This study focuses on integrated physics mathematics course education based for first-year engineering students. The main objectives of this are analyze students’ models, assess the effectiveness pedagogical approach, evaluate benefits integrative education. uses Model-Application Activity as closure quadratic model extends models built two-dimensional motion situation. core activity involves experiment where students attempt roll ball down ramp into cup. While most groups successfully constructed theoretical only few hit target, highlighting complexities applying knowledge scenarios. also emphasizes seamless integration mathematics, enriching experience making more robust versatile. Despite promising results, identifies gap between understanding practical application, suggesting need hands-on activities curriculum. In conclusion, underlines value through setting stage future research enhance

Language: Английский

Citations

11

Inclusive Child Engagement in HCI: Exploring Ocean Health with Schoolchildren DOI
Janet C. Read, Matthew Horton, Dan Fitton

et al.

Published: June 14, 2024

Language: Английский

Citations

2

Human-Centred Learning Analytics and AI in Education: a Systematic Literature Review DOI Creative Commons
Riordan Alfredo, Vanessa Echeverría, Yueqiao Jin

et al.

arXiv (Cornell University), Journal Year: 2023, Volume and Issue: unknown

Published: Jan. 1, 2023

The rapid expansion of Learning Analytics (LA) and Artificial Intelligence in Education (AIED) offers new scalable, data-intensive systems but also raises concerns about data privacy agency. Excluding stakeholders -- like students teachers from the design process can potentially lead to mistrust inadequately aligned tools. Despite a shift towards human-centred recent LA AIED research, there remain gaps our understanding importance human control, safety, reliability, trustworthiness implementation these systems. We conducted systematic literature review explore gaps. analysed 108 papers provide insights i) current state LA/AIED research; ii) extent which educational have contributed systems; iii) balance between control computer automation such iv) reliability been considered literature. Results indicate some consideration system design, limited end-user involvement actual design. Based on findings, we recommend: 1) carefully balancing stakeholders' designing deploying throughout all phases, 2) actively involving target end-users, especially students, delineate automation, 3) exploring as principles future

Language: Английский

Citations

0