A Journey of STEM Education Model towards VBSTEM to UHV-STEM: A Clustering Based Predictive Analysis

Promoting sustainable and holistic education assisted with sustainable development goals (SDG) requires integration of value based (Vb) education such as Universal Human Values (UHV) with STEM (science, technology, engineering, and mathematics). Current study explores the transition from standard STEM education towards VbSTEM to UHV-STEM, with highlighting the importance of value-based education in producing responsible and ethical professionals. The study validates and justifies the effectiveness of UHV-STEM integration using arrange of clustering approaches on educational data. By analyzing student performance, course, subject selection, programme, and pedagogical alignment, the study identifies patterns and relationships that highlight UHV’s impact on STEM education as value based education. To determine the effectiveness of UHV-STEM, data is aggregated using clustering techniques such as K-Means, DBSCAN, and more. The findings bolster the case for integrating UHV into STEM education and fostering more inclusive, morally and culturally driven learning atmosphere.

Authors

Publication Details

Journal
International Journal of Environmental Sciences
Published
2025-06-22
DOI
https://doi.org/10.64252/6nts6f78
Primary Topic
Ideological and Political Education
Type
article
Field-Weighted Citation Impact
0.00
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article

A Journey of STEM Education Model towards VBSTEM to UHV-STEM: A Clustering Based Predictive Analysis

N Krishna Kumar, Dheeraj Kumar Singh
International Journal of Environmental Sciences
Ideological and Political Education
article

A Journey of STEM Education Model towards VBSTEM to UHV-STEM: A Clustering Based Predictive Analysis

N Krishna Kumar, Dheeraj Kumar Singh
article en

Abstract

Promoting sustainable and holistic education assisted with sustainable development goals (SDG) requires integration of value based (Vb) education such as Universal Human Values (UHV) with STEM (science, technology, engineering, and mathematics). Current study explores the transition from standard STEM education towards VbSTEM to UHV-STEM, with highlighting the importance of value-based education in producing responsible and ethical professionals. The study validates and justifies the effectiveness of UHV-STEM integration using arrange of clustering approaches on educational data. By analyzing student performance, course, subject selection, programme, and pedagogical alignment, the study identifies patterns and relationships that highlight UHV’s impact on STEM education as value based education. To determine the effectiveness of UHV-STEM, data is aggregated using clustering techniques such as K-Means, DBSCAN, and more. The findings bolster the case for integrating UHV into STEM education and fostering more inclusive, morally and culturally driven learning atmosphere.

International Journal of Environmental Sciences
Openalex Percentile: Top 76%
Ideological and Political Education
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A Journey of STEM Education Model towards VBSTEM to UHV-STEM: A Clustering Based Predictive Analysis — N Krishna Kumar, Dheeraj Kumar Singh · International Journal of Environmental Sciences (2025) | TGRS Research Map | TGRS