Educational Data | List of Frontiers open access articles

Original Research

Published on 07 Dec 2021

Educational Data Mining Techniques for Student Performance Prediction: Method Review and Comparison Analysis

in Educational Psychology

Yupei Zhang
Yue Yun
Rui An
Jiaqi Cui
Huan Dai
Xuequn Shang

Frontiers in Psychology

doi 10.3389/fpsyg.2021.698490

55,275 views
92 citations

Brief Research Report

Published on 29 Apr 2021

Applying Educational Data Mining to Explore Viewing Behaviors and Performance With Flipped Classrooms on the Social Media Platform Facebook

in Educational Psychology

Yu-Sheng Su
Chin-Feng Lai

Frontiers in Psychology

doi 10.3389/fpsyg.2021.653018

6,481 views
20 citations

Original Research

Published on 19 Dec 2024

Educational data mining: factors influencing medical student success and the exploration of visualization techniques

in Digital Education

Ploywarong Rueangket
Chulaluck Thaebanpakul
Boonsub Sakboonyarat
Akara Prayote

Frontiers in Education

doi 10.3389/feduc.2024.1390892

2,284 views
3 citations

Original Research

Published on 21 Aug 2020

Contrasting Classical and Machine Learning Approaches in the Estimation of Value-Added Scores in Large-Scale Educational Data

in Educational Psychology

Jessica Levy
Dominic Mussack
Martin Brunner
Ulrich Keller
Pedro Cardoso-Leite
Antoine Fischbach

Frontiers in Psychology

doi 10.3389/fpsyg.2020.02190

7,094 views
17 citations

Correction

Published on 21 Jan 2022

Corrigendum: Educational Data Mining Techniques for Student Performance Prediction: Method Review and Comparison Analysis

in Educational Psychology

Yupei Zhang
Yue Yun
Rui An
Jiaqi Cui
Huan Dai
Xuequn Shang

Frontiers in Psychology

doi 10.3389/fpsyg.2021.842357

2,591 views
4 citations

Original Research

Published on 23 Jun 2025

Predicting student academic performance using Bi-LSTM: a deep learning framework with SHAP-based interpretability and statistical validation

in Digital Learning Innovations

Emi Kalita
Abdullah Mana Alfarwan
Houssam El Aouifi
Ashima Kukkar
Sadiq Hussain
Tazid Ali
Silvia Gaftandzhieva

Frontiers in Education

doi 10.3389/feduc.2025.1581247

9,377 views
25 citations

Review

Published on 14 Jan 2022

Educational Anomaly Analytics: Features, Methods, and Challenges

in Data Mining and Management

Teng Guo
Xiaomei Bai
Xue Tian
Selena Firmin
Feng Xia

Frontiers in Big Data

doi 10.3389/fdata.2021.811840

9,482 views
20 citations

Mini Review

Published on 17 Jul 2020

Defining the Boundaries Between Artificial Intelligence in Education, Computer-Supported Collaborative Learning, Educational Data Mining, and Learning Analytics: A Need for Coherence

in Educational Psychology

Bart Rienties
Henrik Køhler Simonsen
Christothea Herodotou

Frontiers in Education

doi 10.3389/feduc.2020.00128

15,925 views
89 citations

Review

Published on 16 Jan 2026

Research hotspots and frontiers of profile technology applied in education—a visualization analysis based on CiteSpace

in Educational Psychology

Lijing Zhang
Yu Wang
Jia Li
Jianzhan Wang

Frontiers in Psychology

doi 10.3389/fpsyg.2025.1668749

1,466 views

Original Research

Published on 26 Oct 2022

Emotion research on education public opinion based on text analysis and deep learning

in Educational Psychology

Shulin Niu

Frontiers in Psychology

doi 10.3389/fpsyg.2022.992419

3,272 views
3 citations

Original Research

Published on 03 Sep 2025

If evidence matters, why does the data die? Implementing education management information systems (EMIS) in development contexts

in Leadership in Education

Manal El Mazbouh
Ritesh Shah
Kerry Lee

Frontiers in Education

doi 10.3389/feduc.2025.1616717

2,397 views
1 citation

Original Research

Published on 08 Sep 2025

Entropy-adaptive differential privacy federated learning for student performance prediction and privacy protection: a case study in Python programming

in Machine Learning and Artificial Intelligence

Shanwei Chen
Xiuzhi Qi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1653437

2,536 views
1 citation

Original Research

Published on 08 Aug 2024

Enhancing educational Q&A systems using a Chaotic Fuzzy Logic-Augmented large language model

in Natural Language Processing

Haoyuan Chen
Nuobei Shi
Ling Chen
Raymond Lee

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1404940

3,947 views
5 citations

Original Research

Published on 22 Apr 2022

Analysis and Prediction of Influencing Factors of College Student Achievement Based on Machine Learning

in Educational Psychology

Dongxuan Wang
Dapeng Lian
Yazhou Xing
Shiying Dong
Xinyu Sun
Jia Yu

Frontiers in Psychology

doi 10.3389/fpsyg.2022.881859

8,356 views
11 citations

Original Research

Published on 08 Dec 2025

Modeling digital inequality in basic education: a system dynamics simulation of educational continuity

in Digital Education

Sandra Patricia Barragán Moreno
Oscar Leonardo Lozano Galindo

Frontiers in Education

doi 10.3389/feduc.2025.1715760

1,517 views

Original Research

Published on 27 Nov 2020

An Exploration of Factors Linked to Academic Performance in PISA 2018 Through Data Mining Techniques

in Educational Psychology

Adriana Gamazo
Fernando Martínez-Abad

Frontiers in Psychology

doi 10.3389/fpsyg.2020.575167

27,507 views
94 citations

Articles

Educational Data Mining Techniques for Student Performance Prediction: Method Review and Comparison Analysis

Applying Educational Data Mining to Explore Viewing Behaviors and Performance With Flipped Classrooms on the Social Media Platform Facebook

Educational data mining: factors influencing medical student success and the exploration of visualization techniques

Contrasting Classical and Machine Learning Approaches in the Estimation of Value-Added Scores in Large-Scale Educational Data

Corrigendum: Educational Data Mining Techniques for Student Performance Prediction: Method Review and Comparison Analysis

Predicting student academic performance using Bi-LSTM: a deep learning framework with SHAP-based interpretability and statistical validation

Educational Anomaly Analytics: Features, Methods, and Challenges

Defining the Boundaries Between Artificial Intelligence in Education, Computer-Supported Collaborative Learning, Educational Data Mining, and Learning Analytics: A Need for Coherence

Research hotspots and frontiers of profile technology applied in education—a visualization analysis based on CiteSpace

Emotion research on education public opinion based on text analysis and deep learning

If evidence matters, why does the data die? Implementing education management information systems (EMIS) in development contexts

Entropy-adaptive differential privacy federated learning for student performance prediction and privacy protection: a case study in Python programming

Enhancing educational Q&A systems using a Chaotic Fuzzy Logic-Augmented large language model

Analysis and Prediction of Influencing Factors of College Student Achievement Based on Machine Learning

Modeling digital inequality in basic education: a system dynamics simulation of educational continuity

An Exploration of Factors Linked to Academic Performance in PISA 2018 Through Data Mining Techniques