Mimbar Ilmu
Vol. 30 No. 3 (2025): December

Exploring Digital Transformation Readiness: Unveiling Hidden Patterns Through K-Means Clustering

Lalita Vistari (Universitas Negeri Semarang)
Issy Yuliasri (Semarang State University)
Yuliati - (Semarang State University)
Adrallisman - (Buddhi Dharma University)
Melfa Lamria Berliana Lumbantoruan (Diponegoro University)



Article Info

Publish Date
25 Dec 2025

Abstract

The rapid digital transformation in higher education requires students to have advanced digital skills, ethical awareness, and effective communication. However, many studies overlook the diversity within student populations, particularly in terms of digital readiness. This research addresses this gap by examining students' digital construction variations through the use of K-Means clustering. The study adopts a mixed-methods approach, combining a survey on technology usage, attitudes, and communication with qualitative interviews. The analysis identifies two distinct student clusters: "Basic Learners," who demonstrate lower digital readiness, and "Digital Pioneers," who exhibit advanced digital skills. The validity of these clusters is confirmed through the Silhouette Score and ANOVA (p < 0.05), which reveal significant differences in digital readiness. The findings suggest that students with lower academic achievement perform better with moderately challenging digital tasks when provided with additional resources. In contrast, older students face more complex digital challenges. This highlights the need for higher education institutions to develop more inclusive, tailored strategies that address the diverse digital needs of students.

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Journal Info

Abbrev

MI

Publisher

Subject

Education

Description

Mimbar Ilmu is published by Research and Community Service Institution Universitas Pendidikan Ganesha. Mimbar Ilmu aims at becoming the publication center of education researches in instruction, learning and teaching, curriculum development, learning environment, teacher education, educational ...