The sequence matters: A systematic literature review of using sequence analysis in Learning Analytics

08/02/2023
by   Manuel Valle Torre, et al.
0

Describing and analysing sequences of learner actions is becoming more popular in learning analytics. Nevertheless, the authors found a variety of definitions of what a learning sequence is, of which data is used for the analysis, and which methods are implemented, as well as of the purpose and educational interventions designed with them. In this literature review, the authors aim to generate an overview of these concepts to develop a decision framework for using sequence analysis in educational research. After analysing 44 articles, the conclusions enable us to highlight different learning tasks and educational settings where sequences are analysed, identify data mapping models for different types of sequence actions, differentiate methods based on purpose and scope, and identify possible educational interventions based on the outcomes of sequence analysis.

READ FULL TEXT

page 1

page 9

page 10

page 11

page 13

research
08/18/2018

New Approaches and Trends in the Philosophy of Educational Technology for Learning and Teaching Environments

The purpose of this study is to discuss instructional design and technol...
research
03/22/2023

Open Learning Analytics: A Systematic Literature Review and Future Perspectives

Open Learning Analytics (OLA) is an emerging research area that aims at ...
research
07/13/2023

Applications of Educational Data Mining and Learning Analytics on Data From Cybersecurity Training

Cybersecurity professionals need hands-on training to prepare for managi...
research
08/07/2018

Blended learning models

The article presents the authors' organizational model of blended learni...
research
01/28/2022

Research on Wearable Technologies for Learning: A Systematic Review

A good amount of research has explored the use of wearables for educatio...
research
11/28/2022

Bayesian Network Models of Causal Interventions in Healthcare Decision Making: Literature Review and Software Evaluation

This report summarises the outcomes of a systematic literature search to...
research
10/20/2021

Shaking the foundations: delusions in sequence models for interaction and control

The recent phenomenal success of language models has reinvigorated machi...

Please sign up or login with your details

Forgot password? Click here to reset