Back to search

Article

Learning Analytics and Early Warning Systems for Mathematics Achievement: A Multi-Country Comparative Programme Evaluation

2026-08-04

Abstract excerpt

<title>Abstract</title> <p>Mathematics underachievement remains one of the most persistent challenges facing basic and higher education systems worldwide, and it is increasingly addressed through learning analytics (LA) and early warning systems (EWS) that convert routinely collected academic data into actionable risk indicators. This review synthesises evidence from thirty peer-reviewed and institutional studies...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
229e93e3-59ab-5b6f-9880-3af74e677677
DOI
10.21203/rs.3.rs-10559564/v1
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
Learning Analytics and Early Warning Systems for Mathematics Achievement: A Multi-Country Comparative Programme EvaluationDOI 10.21203/rs.3.rs-10559564/v1
The Incremental Diagnostic Value of Process Indicators in Classifying Stable Mathematics Achievement Extremes: Evidence from PISA 2022 KoreaSemantic proximity
Machine Learning in EducationSemantic proximity
BRIDGING OR WIDENING THE GAP? A SYSTEMATIC REVIEW OF ARTIFICIAL INTELLIGENCE IN EDUCATION ACROSS DEVELOPED AND DEVELOPINGSemantic proximity
Generative AI and Academic Integrity in Online Distance Learning: The AI-Aware Assessment Policy Index for the Global SouthSemantic proximity
Applications of Artificial Intelligence Models in Educational Analytics and Decision Making: A Systematic ReviewSemantic proximity
An AI Driven Assessment Framework for Educational Equity in STEM EducationSemantic proximity
AI-Supported Lifelong Learning: Predicting Digital Competence and Learner Profiles with PIAAC Turkey DataSemantic proximity
Beyond the Average: Mapping Educational Inequality in Brazil with PISA 2022Semantic proximity
Submission Template for IET Research Journal Papers Transforming Education through Artificial Intelligence: Review of Intelligent Systems, Pedagogical Innovations, and Lifelong Learning ParadigmsSemantic proximity
Diagnostic Assessment of Deep Understanding Using Cognitive Diagnostic Models: A Large-Scale Assessment to Promote the Use of Effective Learning StrategiesSemantic proximity
Diagnostic Assessment of Deep Understanding Using Cognitive Diagnostic Models: A Large-Scale Assessment to Promote the Use of Effective Learning StrategiesSemantic proximity
Strategic Integration of Artificial Intelligence in U.S. K-12 Education: A Comprehensive Review and Policy RoadmapSemantic proximity
Select a neighboring publication to make it the new centre.