Jurnal Ilmu Ekonomi, Pendidikan dan Teknik (IDENTIK)
Vol. 3 No. 5 (2026): IDENTIK - September

Efektivitas Media Pembelajaran Cling (Clean Learning Integrated Gateway) Terhadap Peningkatan Keterampilan Clean Code Siswa Smk

Solikhul Mauludin (Universitas Negeri Surabaya)
Elvira Wardah (Universitas Negeri Surabaya)



Article Info

Publish Date
23 Jul 2026

Abstract

Clean, well-structured code is one competency demanded by Indonesia's National Work Competency Standard for vocational programming graduates, yet coding classes commonly still focus only on whether a program runs, without giving automatic feedback on code quality. This study examines the effectiveness of CLING (Clean Learning Integrated Gateway), a website-based Python compiler integrated with Pylint for automatic clean code assessment. The method used was Research and Development with the ADDIE model, combined with a Quasi-Experimental Nonequivalent Control Group Design involving tenth-grade Software Engineering students at SMK Antartika 2 Sidoarjo: an experimental class (25 students) taught with CLING and a control class (25 students) taught with Google Colab without linter integration. Material and media expert validation scored 88.2% and 87.7% (Very Valid). The Shapiro-Wilk test showed the control class posttest data were not normally distributed (p = 0.002), so the Mann-Whitney U Test was used, yielding U = 604.0 (p < 0.001), indicating a significant difference in clean code skills between the two classes. The experimental class posttest average (65.77) was far higher than the control class (32.51), with an N-Gain of 0.488 (moderate category). The Technology Acceptance Model questionnaire recorded a practicality score of 87.55% (Very Practical). These results indicate that CLING effectively improves vocational students' clean code skills.    

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Journal Info

Abbrev

identik

Publisher

Subject

Religion Civil Engineering, Building, Construction & Architecture Economics, Econometrics & Finance Education Engineering

Description

Jurnal Ilmu Ekonomi, Pendidikan dan Teknik (IDENTIK) ini menerbitkan artikel penelitian dalam bidang Ilmu Ekonomi, Sejarah Ekonomi, Ekonomi Terapan, Bisnis dan Keuangan, Ekonomi Lingkungan dan Ekologi, Ekonomi Islam, Ekonomi Kesehatan, Ekonomi Fiskal, Ekonomi Moneter, Ekonomi Politik, Akuntansi, ...