Advancing Engineering and Computing Education Through the Lens of Learning Analytics

This research category full paper explores the application of learning analytics in engineering and computing education over the past decade. Although these fields have gained increasing attention in nowadays technologically advanced environment, research about how learning analytics has been utilized within these disciplines remains limited. To address this issue, we conducted a bibliometric analysis with topic modeling on 903 articles published from 2011 to 2023 at the Learning Analytics and Knowledge conference. Specifically, our analysis identified prevalent research topics, methodological innovations, and pedagogical practices of the use of learning analytics within engineering and computing education. The study provides significant insights into how learning analytics has advanced engineering and computing education and highlight future research directions.

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Published
2024-10-13
DOI
https://doi.org/10.1109/fie61694.2024.10893384
Primary Topic
Online Learning and Analytics
Type
article
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article

Advancing Engineering and Computing Education Through the Lens of Learning Analytics

Yichen Huang, Bo Pei, Jie Lü, Zhaowei Zhang
Online Learning and Analytics
article

Advancing Engineering and Computing Education Through the Lens of Learning Analytics

Yichen Huang, Bo Pei, Jie Lü, Zhaowei Zhang
article en

Abstract

This research category full paper explores the application of learning analytics in engineering and computing education over the past decade. Although these fields have gained increasing attention in nowadays technologically advanced environment, research about how learning analytics has been utilized within these disciplines remains limited. To address this issue, we conducted a bibliometric analysis with topic modeling on 903 articles published from 2011 to 2023 at the Learning Analytics and Knowledge conference. Specifically, our analysis identified prevalent research topics, methodological innovations, and pedagogical practices of the use of learning analytics within engineering and computing education. The study provides significant insights into how learning analytics has advanced engineering and computing education and highlight future research directions.

Florida Department of Education (US), University of Illinois Urbana-Champaign (US), University of Georgia (US), University of South Florida (US)
Quality Education
Openalex Percentile: Top 70%
Online Learning and Analytics
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