Jurnal Teknologi Informatika dan Komputer
Vol. 12 No. 1 (2026): Jurnal Teknologi Informatika dan Komputer

Data Mining Analysis of Student Perceptions of ChatGPT Usage Using the C4.5 Algorithm

Alifia Maulani (Universitas Dhyana Pura)
Prastyadi Wibawa Rahayu (Universitas Dhyana Pura)
I Made Dwi Ardiada (Universitas Dhyana Pura)



Article Info

Publish Date
05 Jun 2026

Abstract

The rapid advancement of artificial intelligence, particularly ChatGPT, has brought considerable changes to the educational landscape. Despite its benefits, concerns have emerged regarding its potential negative impact on students' critical thinking skills and learning independence. This study aims to classify the perceptions of students at Dhyana Pura University toward the use of ChatGPT in education and to measure the accuracy of the resulting classification model. The method applied is data mining using the Knowledge Discovery in Databases (KDD) approach with the C4.5 algorithm. Data were collected from 350 active students through a Likert scale-based questionnaire covering five indicators: ease of use, perceived benefits, impact on critical thinking, impact on learning independence, and attitude toward ChatGPT usage. The classification process was carried out using Altair AI Studio with an 80:20 training and testing data split. The results indicate that the majority of students hold a neutral perception toward the use of ChatGPT in academic activities. The classification model achieved an accuracy rate of 86.96%, which is categorized as good. This research is expected to serve as a reference for educational institutions in formulating policies on the responsible use of AI in academic settings.

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Journal Info

Abbrev

jtik

Publisher

Subject

Computer Science & IT Electrical & Electronics Engineering

Description

Jurnal Teknologi Informatika dan Komputer merupakan salah satu jurnal berbasis Open Journal System (OJS) yang dikelola oleh Lembaga Penelitian dan Pengabdian kepada Masyarakat (LPPM) Universitas Mohammad Husni Thamrin (UMHT) yang berisi artikel-artikel dengan topik Teknologi Informasi yang menampung ...