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2,264 Results Found

  • Systematic Review
  • Open Access
11 Citations
3,193 Views
15 Pages

25 July 2024

This systematic review, following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, investigated the intersection of data privacy, postgraduate educational data analytics (EDA), and sustainability. Existing l...

(This article belongs to the Special Issue Sustainable Education and Sustainability in Education: Policy and Implementation Direction in the Era of SDGs)
  • Article
  • Open Access
845 Views
24 Pages

Design Guidelines for Inclusive XR Learning Environments in Higher Education: Integrating Learning Analytics and Educational Psychology Models

  • Silvia Artusi,
  • Daniele Pannone,
  • Gisela Canelhas,
  • Giancarlo Marzano and ,
  • Gianluca Poselek,
  • Alessandro Frolli and
  • Marco Romano
  • + 2 authors+ 0 author

Reality (XR) technologies hold significant potential for transforming higher education by enabling immersive, embodied, and data-informed learning experiences within smart campus ecosystems. However, adoption remains uneven, as many implementations a...

(This article belongs to the Special Issue Advances in Extended Reality for Smart Cities—2nd Edition)
  • Article
  • Open Access
21 Citations
5,208 Views
15 Pages

Curricular Analytics to Characterize Educational Trajectories in High-Failure Rate Courses That Lead to Late Dropout

  • Juan Pablo Salazar-Fernandez,
  • Marcos Sepúlveda,
  • Jorge Munoz-Gama and
  • Miguel Nussbaum

5 February 2021

Late dropout is one of the most pressing challenges currently facing higher education, and the process that each student follows to arrive at that decision usually involves several academic periods. This work presents a curricular analytics approach...

(This article belongs to the Special Issue Advanced Technologies in Lifelong Learning)
  • Article
  • Open Access
33 Citations
15,390 Views
16 Pages

The deployment of augmented reality (AR) has attracted educators’ interest and introduced new opportunities in education. Additionally, the advancement of artificial intelligence has enabled educational researchers to apply innovative methods and tec...

(This article belongs to the Special Issue Theoretical and Pedagogical Perspectives on Augmented Reality)
  • Article
  • Open Access
6 Citations
3,392 Views
15 Pages

Toward a Better Understanding of Academic Programs Educational Objectives: A Data Analytics-Based Approach

  • Anwar Ali Yahya,
  • Adel A. Sulaiman,
  • Aisha Mousa Mashraqi,
  • Ziad M. Zaidan and
  • Hanan Talal Halawani

15 October 2021

In outcome-based academic programs, Program Education Objects (PEOs) are the key pillars on which program components are built. They are articulated linguistically as broad statements of graduates’ professional and career accomplishments within a few...

(This article belongs to the Special Issue Data Analytics and Machine Learning in Education)
  • Review
  • Open Access
48 Citations
11,335 Views
38 Pages

20 January 2025

This study aims to examine the combination of educational data mining and learning analytics with virtual reality, augmented reality, mixed reality, and the metaverse, its role in education, and its impact on teaching and learning. Therefore, a syste...

(This article belongs to the Special Issue Advanced Technologies Applied in Digital Media Era)
  • Article
  • Open Access
23 Citations
8,253 Views
13 Pages

Learning Analytics on YouTube Educational Videos: Exploring Sentiment Analysis Methods and Topic Clustering

  • Ilias Chalkias,
  • Katerina Tzafilkou,
  • Dimitrios Karapiperis and
  • Christos Tjortjis

19 September 2023

The popularity of social media is continuously growing, as it endeavors to bridge the gap in communication between individuals. YouTube, one of the most well-known social media platforms with millions of users, stands out due to its remarkable abilit...

(This article belongs to the Special Issue Big Data and Large-Scale Data Processing Applications)
  • Article
  • Open Access
506 Views
30 Pages

19 August 2026

The increasing complexity of healthcare data ecosystems demands educational technologies capable of supporting data-intensive learning through advanced analytics, immersive interfaces, and learning analytics. This paper presents a cloud-based referen...

(This article belongs to the Special Issue Intelligent Educational Technologies: Core Architectures, Algorithms, and Evidence-Based Systems)
  • Article
  • Open Access
11 Citations
4,230 Views
19 Pages

Assisting Educational Analytics with AutoML Functionalities

  • Spyridon Garmpis,
  • Manolis Maragoudakis and
  • Aristogiannis Garmpis

The plethora of changes that have taken place in policy formulations on higher education in recent years in Greece has led to unification, the abolition of departments or technological educational institutions (TEI) and mergers at universities. As a...

(This article belongs to the Special Issue Social and Semantic Models, Tools and Applications in Science and Technology)
  • Editorial
  • Open Access
450 Views
5 Pages

31 August 2026

Artificial intelligence (AI), educational data mining (EDM), and learning analytics (LA) are now central to the transformation of digital education [...]

(This article belongs to the Special Issue Artificial Intelligence (AI) in Educational Data Mining and Learning Analytics)
  • Proceeding Paper
  • Open Access
606 Views
15 Pages

A Computational Architecture for Learning Behavior Analytics in AI-Enhanced Educational System

  • Ritchfildjay L. Mariscal,
  • Nemuel H. Awid,
  • Kurt Andrew O. Jale and
  • Stanley J. Sy

10 August 2026

The rapid integration of Generative Artificial Intelligence (GenAI) technologies into educational environments has generated new opportunities for developing intelligent systems capable of monitoring learner interactions, modeling learning behaviors,...

  • Review
  • Open Access
41 Citations
13,839 Views
18 Pages

3 November 2022

Student persistence and retention in STEM disciplines is an important yet complex and multi-dimensional issue confronting universities. Considering the rapid evolution of online pedagogy and virtual learning environments, we must rethink the factors...

(This article belongs to the Special Issue Embracing Online Pedagogy: The New Normal for Higher Education)
  • Article
  • Open Access
100 Citations
19,797 Views
33 Pages

How Does Learning Analytics Contribute to Prevent Students’ Dropout in Higher Education: A Systematic Literature Review

  • Catarina Félix de Oliveira,
  • Sónia Rolland Sobral,
  • Maria João Ferreira and
  • Fernando Moreira

Retention and dropout of higher education students is a subject that must be analysed carefully. Learning analytics can be used to help prevent failure cases. The purpose of this paper is to analyse the scientific production in this area in higher ed...

(This article belongs to the Special Issue Educational Data Mining and Technology)
  • Article
  • Open Access
7 Citations
6,476 Views
22 Pages

10 August 2023

This paper introduces a captivating topic for upper-level analytical chemistry capstone projects, focusing on aquarium water analysis. This provides a more comprehensive understanding of the role of analytical chemistry towards sustainability and its...

(This article belongs to the Collection New and Unconventional Strategies in Sustainable Chemistry Education at All Levels)
  • Systematic Review
  • Open Access
25 Citations
10,703 Views
20 Pages

This systematic review examines the application of learning analytics to enhance user experience within Learning Management Systems in higher education institutions. Addressing a salient knowledge gap regarding the optimal integration of learning ana...

  • Review
  • Open Access
40 Citations
8,242 Views
21 Pages

29 December 2020

Robotics technology has become increasingly common both for businesses and for private citizens. Primary and secondary schools, as a mirror of societal evolution, have increasingly integrated science, technology, engineering and math concepts into th...

(This article belongs to the Special Issue Mechatronics and Robotics in Future Engineering Education)
  • Systematic Review
  • Open Access
297 Citations
43,209 Views
18 Pages

20 August 2022

In recent years, artificial intelligence (AI) and learning analytics (LA) have been introduced into the field of education, where their use has great potential to enhance the teaching and learning processes. Researchers have focused on applying these...

  • Article
  • Open Access
15 Citations
5,644 Views
18 Pages

E-learning platforms are being used in higher education to liberate teaching and learning from the constraints of time, pace, and space. These platforms provide rich media content, collaborative assessment, and analytics tools and support learning th...

(This article belongs to the Special Issue Research Trends on the Development of Integrated and Robust Social Development Management Systems)
  • Review
  • Open Access
8 Citations
3,835 Views
19 Pages

Artificial intelligence (AI) has become central to the evolution of learning analytics (LA), transforming how higher-education institutions capture and interpret student engagement data. This narrative review synthesises research published between 20...

  • Article
  • Open Access
455 Views
52 Pages

Explainable Fuzzy Learner Modelling and Learning Analytics for Human-Centered Teacher Decision Support: A Vocational Education Case Study

  • Eleni Papachristou,
  • Christos Troussas,
  • Akrivi Krouska,
  • Christos Papakostas and
  • Cleo Sgouropoulou

20 September 2026

Artificial Intelligence (AI)-based educational systems increasingly support personalised learning, adaptive feedback, and learning analytics. However, these capabilities are often addressed separately, with comparatively less attention paid to their...

(This article belongs to the Special Issue Entropy in Adaptive Learning Systems: Modeling Uncertainty, Information Dynamics and Personalized Education)
  • Article
  • Open Access
65 Citations
10,855 Views
22 Pages

Due to SARS-CoV-2 pandemic, higher education institutions are challenged to continue providing quality teaching, consulting, and research production through virtual education environments. In this context, a large volume of data is being generated, a...

  • Article
  • Open Access
55 Citations
12,252 Views
15 Pages

A Learning Analytics Theoretical Framework for STEM Education Virtual Reality Applications

  • Athanasios Christopoulos,
  • Nikolaos Pellas and
  • Mikko-Jussi Laakso

3 November 2020

While virtual reality has attracted educators’ interest by providing new opportunities to the learning process and assessment in different science, technology, engineering and mathematics (STEM) subjects, the results from previous studies indic...

(This article belongs to the Special Issue New Research and Trends in Higher Education)
  • Article
  • Open Access
8 Citations
2,397 Views
18 Pages

14 January 2026

The broader aim of this research is to examine how Learning Analytics (LA) can become ethically sound, pedagogically actionable, and realistically adopted in educational practice. To address this overarching challenge, the study investigates three in...

(This article belongs to the Special Issue Recent Advances in Computer-Assisted Learning (2nd Edition))
  • Article
  • Open Access
12 Citations
6,347 Views
21 Pages

6 November 2023

Learning design (LD) has increasingly been recognized as a significant contextual element for the interpretation and adoption of learning analytics (LA). Yet, few studies have explored how instructors integrate LA feedback into their learning designs...

  • Article
  • Open Access
1 Citations
1,326 Views
33 Pages

Spatial qualities are central to architectural reasoning; yet, in studio-based education, they often remain implicit rather than structured as a shared analytical framework. This study examines how a multi-scalar taxonomy of spatial qualities can fun...

(This article belongs to the Special Issue Interdisciplinary and Multi-Scalar Design and Research Models in Architectural Practice and Education)
  • Article
  • Open Access
22 Citations
6,471 Views
21 Pages

25 July 2024

This paper explores how the combination of artificial intelligence, simulation, and e-collaborative (AISEC) tools can support accessibility in analytics courses within higher education. In the era of online and blended learning, addressing the divers...

(This article belongs to the Special Issue Accessibility and Inclusion in Education: Enabling Digital Technologies)
  • Article
  • Open Access
21 Citations
5,165 Views
27 Pages

Prioritizing Ethical Conundrums in the Utilization of ChatGPT in Education through an Analytical Hierarchical Approach

  • Umar Ali Bukar,
  • Md Shohel Sayeed,
  • Siti Fatimah Abdul Razak,
  • Sumendra Yogarayan and
  • Radhwan Sneesl

30 August 2024

The transformative integration of artificial intelligence (AI) into educational settings, exemplified by ChatGPT, presents a myriad of ethical considerations that extend beyond conventional risk assessments. This study employs a pioneering framework...

(This article belongs to the Section Technology Enhanced Education)
  • Article
  • Open Access
19 Citations
5,176 Views
22 Pages

Predicting the Intention to Use Learning Analytics for Academic Advising in Higher Education

  • Mahadi Bahari,
  • Ibrahim Arpaci,
  • Nurulhuda Firdaus Mohd Azmi and
  • Liyana Shuib

24 October 2023

Learning analytics (LA) is a rapidly growing educational technology with the potential to enhance teaching methods and boost student learning and achievement. Despite its potential, the adoption of LA remains limited within the education ecosystem, a...

(This article belongs to the Special Issue Sustainable Approaches for Online Education: Learning Technologies, Learner Interaction and Student Engagement)
  • Article
  • Open Access
24 Citations
4,368 Views
12 Pages

Sustainable Education Using New Communication Technology: Assessment with Analytical Hierarchy Process (AHP)

  • Xin-Yu Wang,
  • Guang Li,
  • Jih-Fu Tu,
  • Nguyen Thi To Khuyen and
  • Chun-Yen Chang

27 August 2021

This study explores how new communication technology is implemented in education by mainly focusing on the teacher’s role. With a questionnaire and interview surveys, the analytic hierarchy process (AHP) was carried out to understand the factors that...

  • Article
  • Open Access
163 Views
30 Pages

Semantic-Enabled Visual Analytics for Explainable Research Evaluation in Higher Education

  • Evangelia Triperina,
  • Adamantia Psallidakou and
  • Anastasios Tsolakidis

20 October 2026

The increasing complexity of evaluation in the higher education setting, along with the growing availability of diverse data sources, has emphasized the need for more transparent and interpretable assessment processes and results. Current evaluation...

  • Article
  • Open Access
29 Citations
8,866 Views
15 Pages

A Visual Dashboard to Track Learning Analytics for Educational Cloud Computing

  • Diana M. Naranjo,
  • José R. Prieto,
  • Germán Moltó and
  • Amanda Calatrava

4 July 2019

Cloud providers such as Amazon Web Services (AWS) stand out as useful platforms to teach distributed computing concepts as well as the development of Cloud-native scalable application architectures on real-world infrastructures. Instructors can benef...

(This article belongs to the Special Issue Advanced Sensors Technology in Education)
  • Article
  • Open Access
12 Citations
5,659 Views
19 Pages

Achieving fluency in arithmetic operations is vital if students are to develop mathematical creativity and critical thinking abilities. Nevertheless, a substantial body of literature has demonstrated that students are struggling to develop such skill...

  • Article
  • Open Access
3 Citations
784 Views
40 Pages

14 January 2026

Mobile augmented reality games (MARGs) generate rich digital traces of how students engage with complex, place-based learning tasks. This study analyses gameplay logs from the Art Nouveau Path, a location-based MARG within the EduCITY Digital Teachin...

(This article belongs to the Collection Augmented Reality Technologies, Systems and Applications)
  • Article
  • Open Access
79 Citations
9,742 Views
20 Pages

A Hybrid Analytic Hierarchy Process and Likert Scale Approach for the Quality Assessment of Medical Education Programs

  • Alfonso Maria Ponsiglione,
  • Francesco Amato,
  • Santolo Cozzolino,
  • Giuseppe Russo and ,
  • Maria Romano and
  • Giovanni Improta
  • + 1 author+ 0 author

24 April 2022

The quality assessment of training courses is of utmost importance in the medical education field to improve the quality of the training. This work proposes a hybrid multicriteria decision-making approach based on two methodologies, a Likert scale (L...

(This article belongs to the Special Issue Multicriteria Decision Making and the Analytic Hierarchy Process)
  • Proceeding Paper
  • Open Access
471 Views
12 Pages

A Data-Driven Architecture for Digital Capability Analytics and Readiness Assessment in Technology-Enhanced Educational Systems

  • Ritchfildjay L. Mariscal,
  • Dave Francis F. Bonso,
  • James M. Bulaga and
  • Jericho I. Gudito

10 August 2026

The rapid digital transformation of education has increased the demand for intelligent assessment systems and architecture capable of evaluating institutional readiness for technology-enhanced teaching, learning, and workforce development. As educati...

  • Article
  • Open Access
8 Citations
5,913 Views
16 Pages

22 March 2024

Traditionally, educational processes were focused on learning theoretical geography content, often supplemented with hands-on activities. However, advances in technology have enabled the integration of Learning Management Systems (LMSs) such as Moodl...

(This article belongs to the Special Issue Advanced Technologies in Digital and Sustainable Transformation of Teaching and Learning)
  • Article
  • Open Access
446 Citations
104,156 Views
15 Pages

Exploring the Potential Impact of Artificial Intelligence (AI) on International Students in Higher Education: Generative AI, Chatbots, Analytics, and International Student Success

  • Ting Wang,
  • Brady D. Lund,
  • Agostino Marengo,
  • Alessandro Pagano and ,
  • Nishith Reddy Mannuru,
  • Zoë A. Teel and
  • Jenny Pange
  • + 2 authors+ 0 author

31 May 2023

International students face unique challenges in pursuing higher education in a foreign country. To address these challenges and enhance their academic experience, higher education institutions are increasingly exploring the use of artificial intelli...

(This article belongs to the Special Issue ICTs in Education)
  • Article
  • Open Access
4 Citations
1,181 Views
18 Pages

Willingness to Allow Educational Data Use for Learning Analytics in Higher Education: Trust and Governance Predictors: An Exploratory Study

  • Marius-Valentin Drăgoi,
  • Roxana-Adriana Puiu,
  • Gabriel Petrea,
  • Cozmin Adrian Cristoiu and
  • Corina-Ionela Dumitrescu

16 April 2026

Learning Analytics (LA) can support student success through dashboards and early-support interventions, but adoption depends on students’ willingness to allow educational data use under privacy and data-protection requirements. This study exami...

  • Article
  • Open Access
32 Citations
8,020 Views
25 Pages

Early Prediction of At-Risk Students in Secondary Education: A Countrywide K-12 Learning Analytics Initiative in Uruguay

  • Emanuel Marques Queiroga,
  • Matheus Francisco Batista Machado,
  • Virgínia Rodés Paragarino,
  • Tiago Thompsen Primo and
  • Cristian Cechinel

23 August 2022

This paper describes a nationwide learning analytics initiative in Uruguay focused on the future implementation of governmental policies to mitigate student retention and dropouts in secondary education. For this, data from a total of 258,440 student...

(This article belongs to the Special Issue Artificial Intelligence Applications for Education)
  • Article
  • Open Access
14 Citations
5,428 Views
14 Pages

2 November 2018

The application of predictive analytics in higher education has increasingly gained acceptance and interest over the years. In this study, a predictive model is developed to map students’ non-cognitive skills against their class performance. Ou...

(This article belongs to the Special Issue Sustainability of Economy, Society, and Environment in the 4th Industrial Revolution)
  • Article
  • Open Access
6 Citations
3,150 Views
21 Pages

20 February 2024

This study introduces a framework that integrates business analytics into educational decision-making to improve learner engagement and performance in Massive Open Online Courses (MOOCs), focusing on learning environments in English as a Foreign Lang...

(This article belongs to the Special Issue Business Analytics: Mining, Analysis, Optimization and Applications)
  • Article
  • Open Access
65 Citations
11,042 Views
20 Pages

A Learning Analytics Approach to Identify Students at Risk of Dropout: A Case Study with a Technical Distance Education Course

  • Emanuel Marques Queiroga,
  • João Ladislau Lopes,
  • Kristofer Kappel,
  • Marilton Aguiar and ,
  • Ricardo Matsumura Araújo,
  • Roberto Munoz,
  • Rodolfo Villarroel and
  • Cristian Cechinel
  • + 3 authors+ 0 author

9 June 2020

Contemporary education is a vast field that is concerned with the performance of education systems. In a formal e-learning context, student dropout is considered one of the main problems and has received much attention from the learning analytics res...

(This article belongs to the Special Issue Advanced Techniques in the Analysis and Prediction of Students' Behaviour in Technology-Enhanced Learning Contexts)
  • Article
  • Open Access
17 Citations
9,657 Views
22 Pages

26 November 2023

Learning Analytics Dashboards (LADs) can help provide insights and inform pedagogical decisions by supporting the analysis of large amounts of educational data, obtained from sources such as Digital Learning Materials (DLMs). Extracting requirements...

  • Systematic Review
  • Open Access
78 Citations
18,311 Views
26 Pages

5 August 2025

This systematic review examines how machine learning (ML) and generative AI (GenAI) have been integrated into learning analytics (LA) in higher education (2018–2025). Following PRISMA 2020, we screened 9590 records and included 101 English-lang...

(This article belongs to the Special Issue Artificial Intelligence Technologies for Education: Advancements, Challenges, and Impacts)
  • Article
  • Open Access
516 Views
30 Pages

17 August 2026

Higher Education Institutions (HEIs) face increasing challenges in effectively integrating their core functions of Teaching, Research, and Community Engagement (TRCE) while responding to growing demands for quality, accountability, and data-informed...

(This article belongs to the Topic Transformation of Higher Education in Emerging Technological Frameworks: Quality, Sustainability and Institutional Development)
  • Article
  • Open Access
26 Citations
10,072 Views
27 Pages

4 May 2022

Business Intelligence and Analytics (BIA) systems play an essential role in organizations, providing actionable insights that enable business users to make more informed, data-driven decisions. However, many Higher Education (HE) institutions do not...

(This article belongs to the Section Computing and Artificial Intelligence)
  • Article
  • Open Access
6 Citations
6,303 Views
19 Pages

22 September 2025

In a world where artificial intelligence is constantly changing education, taking students’ feelings into account is a crucial framework for enhancing their engagement and academic performance. This article presents LearnerEmotions, an online a...

(This article belongs to the Topic Artificial Intelligence Models, Tools and Applications)
  • Article
  • Open Access
35 Citations
7,908 Views
21 Pages

9 October 2022

Green Human Resources Management (GHRM) is an alignment of traditional human resource practices such as strategies, policies, procedures, and rules to the latest green and sustainable environment responsive practices. Unlike corporates, the adoption...

(This article belongs to the Section Sustainable Education and Approaches)
  • Article
  • Open Access
301 Views
19 Pages

Explainable Early Warnings for Dropout in Distance Education Through Longitudinal Assessment Trajectories: Evidence from the Open University Learning Analytics Dataset

  • María de los Ángeles Sánchez Trujillo,
  • David Alberto García-Arango,
  • Delia Sáenz-Egúsquiza,
  • Federico Henao Villa and
  • Marianella Alicia Suárez Pizzarello

22 October 2026

Early-warning models in distance education must distinguish future withdrawal from events that have already occurred and make the information available at prediction time explicit. Using the Open University Learning Analytics Dataset (OULAD), we cons...

(This article belongs to the Special Issue Mining and Computational Intelligence for E-Learning and Education—4th Edition)
  • Article
  • Open Access
174 Citations
17,836 Views
20 Pages

Predicting Student Performance in Higher Educational Institutions Using Video Learning Analytics and Data Mining Techniques

  • Raza Hasan,
  • Sellappan Palaniappan,
  • Salman Mahmood,
  • Ali Abbas and ,
  • Kamal Uddin Sarker and
  • Mian Usman Sattar
  • + 1 author+ 0 author

4 June 2020

Technology and innovation empower higher educational institutions (HEI) to use different types of learning systems—video learning is one such system. Analyzing the footprints left behind from these online interactions is useful for understandin...

(This article belongs to the Special Issue Advanced Techniques in the Analysis and Prediction of Students' Behaviour in Technology-Enhanced Learning Contexts)

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