Balancing Student Success and Algorithmic Fairness: A Human-Centered Approach to Educational Technology

The rapid adoption of digital tools and data-driven approaches in education has raised important concerns about fairness, transparency, and trust among stakeholders. This study explores how educational technologies can be designed to balance academic performance with ethical considerations, addressing a critical gap in current research and practice. Using a qualitative approach, the research engaged students, educators, and administrators from diverse institutions through interviews, focus groups, and document analysis. Thematic analysis revealed that stakeholder trust is closely linked to transparency, explainability, and participatory design in technology systems. A prototype digital tool was piloted, demonstrating improved student engagement, academic outcomes, and reduced disparities among demographic groups. The findings provide a conceptual framework for human-centered educational technology, identify key factors influencing perceived fairness, and highlight the practical benefits of stakeholder-informed design. This research advocates for a holistic approach that integrates technical, ethical, and social considerations in the development and implementation of digital tools for education.

Authors

Institutions

Publication Details

Journal
Cristal International Journal of Interdisciplinary Research
Published
2025-08-08
DOI
https://doi.org/10.64042/k50x6q17
Primary Topic
Educational Innovations and Challenges
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Balancing Student Success and Algorithmic Fairness: A Human-Centered Approach to Educational Technology

Amelia Amelia, Septien Dwi Savandha, Nur Muhamad Safii
Cristal International Journal of Interdisciplinary Research
Educational Innovations and Challenges
article

Balancing Student Success and Algorithmic Fairness: A Human-Centered Approach to Educational Technology

Amelia Amelia, Septien Dwi Savandha, Nur Muhamad Safii
article en

Abstract

The rapid adoption of digital tools and data-driven approaches in education has raised important concerns about fairness, transparency, and trust among stakeholders. This study explores how educational technologies can be designed to balance academic performance with ethical considerations, addressing a critical gap in current research and practice. Using a qualitative approach, the research engaged students, educators, and administrators from diverse institutions through interviews, focus groups, and document analysis. Thematic analysis revealed that stakeholder trust is closely linked to transparency, explainability, and participatory design in technology systems. A prototype digital tool was piloted, demonstrating improved student engagement, academic outcomes, and reduced disparities among demographic groups. The findings provide a conceptual framework for human-centered educational technology, identify key factors influencing perceived fairness, and highlight the practical benefits of stakeholder-informed design. This research advocates for a holistic approach that integrates technical, ethical, and social considerations in the development and implementation of digital tools for education.

Cristal International Journal of Interdisciplinary ResearchVol. 1(2)
University of the Latin American Educational Center (AR), University of Nusa Cendana (ID), Analytical Engineering (United States) (US)
Quality Education
Openalex Percentile: Top 70%
Educational Innovations and Challenges
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Balancing Student Success and Algorithmic Fairness: A Human-Centered Approach to Educational Technology — Amelia Amelia, Septien Dwi Savandha, et al. · Cristal International Journal of Interdisciplinary Research (2025) | TGRS Research Map | TGRS