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All Journal Sistemasi: Jurnal Sistem Informasi Al Ishlah Jurnal Pendidikan CogITo Smart Journal INOVTEK Polbeng - Seri Informatika INTECOMS: Journal of Information Technology and Computer Science Digital Zone: Jurnal Teknologi Informasi dan Komunikasi Informatika : Jurnal Informatika, Manajemen dan Komputer Zonasi: Jurnal Sistem Informasi Journal of Applied Engineering and Technological Science (JAETS) Journal of Vocational Education Studies Jurnal Pengabdian Masyarakat Multidisiplin ARSY : Jurnal Aplikasi Riset kepada Masyarakat Mejuajua Knowbase : International Journal of Knowledge in Database J-COSCIS : Journal of Computer Science Community Service Knowbase : International Journal of Knowledge in Database Jurnal Pemberdayaan Sosial dan Teknologi Masyarakat Indonesian Research Journal on Education Sains Organisasi SATIN - Sains dan Teknologi Informasi JURNAL KARYA ILMIAH MULTIDISIPLIN South East Asian Management Concern Journal The Indonesian Journal of Computer Science
Yogi Yunefri, Yogi
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Programming Skill Development in Computer Science Education: An Analysis of Gender, GPA, and Project Domain Influence Yogi Yunefri; Reno Renaldi; Muhammad Luthfi Hamzah; Rizki Novendra
AL-ISHLAH: Jurnal Pendidikan Vol 16, No 4 (2024): AL-ISHLAH: JURNAL PENDIDIKAN
Publisher : STAI Hubbulwathan Duri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35445/alishlah.v16i4.5943

Abstract

This study examines the influence of gender, age, and academic performance (GPA) on proficiency in Python, SQL, and Java among computer science students, aiming to inform more inclusive and effective programming curricula. A quantitative approach was employed, with t-tests and ANOVA used to analyze differences in programming skills based on gender and age. Data were collected from undergraduate computer science students and evaluated using standardized programming assessments. The t-test results revealed a significant gender disparity in Python proficiency, with males scoring higher (M=2.8) than females (M=2.4; t=2.19, p=0.03). No significant gender differences were observed for SQL (t=-1.46, p=0.145) or Java (t=-1.21, p=0.227). ANOVA results indicated no significant differences in programming skills across age groups for Python (F=0.48, p=0.487), SQL (F=0.012, p=0.914), or Java (F=0.062, p=0.804). The findings suggest that gender influences Python proficiency, highlighting the need for targeted educational interventions to support female students. Conversely, instruction in SQL and Java may proceed without specific gender-based adjustments. This study underscores the importance of inclusive curricula and targeted support, such as mentorship programs and specialized training, to address gender disparities in programming education. By fostering equity, these efforts can better prepare students for success in the technology sector. Further research should explore additional factors influencing programming proficiency to refine educational strategies.
Co-Authors Adi Rahmat Ahmad Zamsuri, Ahmad Amelia Rahmadhani Anam, M Khairul Asrofiq, Ahmad Chatarina Umbul Wahyuni Dafwen Toresa Dharma Satria, Hengky Didik Siswanto DWI ANA PERTIWI Eddissyah Putra Pane Eddisyah Putra Pane Eka Sabna Elvira Asril, Elvira Ersan Fadrial, Yogi Fadrial, Yogi Ersan Fajrizal Fajrizal Fajrizal, Fajrizal Fana Wiza, Fana Hamdani, Dodi Handoko Hardiansyah Ramadhan Hardianto, Roki Heleni Filtri Heleni Filtri, Heleni Herlinawati Herlinawati Iqbal Harifal Iskandar Agung Jeni Wardi Keumala Anggraini Kursiasih Kursiasih Lisepta, Citra Lisnawita Lisnawita Loneli Costaner Lucky Lhaura Van FC Lucky Lhaura Van FC Lucky Lhaura Van FC, Lucky Lhaura Lusiana Dwi Lestari Maulana, Fajar Maya Ramadhani Mhd. Arief Hasan, Mhd. Arief Mohd Rinaldi Amartha Muhamad Sadar Muhamad Sadar, Muhamad Muhammad Bambang Firdaus Muhammad Luthfi Muhammad Luthfi Hamzah Mustika Mustika Nadya Alinda Rahmi Ningsih, Kursiah Warti Novendra, Rizki Nurfika Sari Nurwijayanti Opik Abdurrahman Taufik Pandu Pratama Putra, Pandu Pratama Pebriana Marlinda Purnama, Indra Putra Pane, Eddissyah Rahmaddeni Rahmaddeni Raka Aji Pangestu Ramadhan, Hardiansyah Ramadhansyah, Donny Renaldi, Reno Reno Renaldi Rizer Fahlepi Rizky, Ramanda Roki Hardianto Sabna, Eka Salmiah Salmiah Sri Wahyuni Susi Handayani Sutejo Sutejo Syahtriatna Djusar Taslim Taslim Taslim Taslim Turnandes, Yogo Ustafiano, Bintha Wirdah Choiriah, Wirdah Wirdahchoiriah Yogi Ersan Fadrial Yogi Ersan Fadrial Yogo Turnandes Zamzami, Zamzami