Imam Akbar
Universitas Muhammadiyah Enrekang

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Analysis of Student Behavior Based on the History of Learning Activities in the Learning Management System Using the Pearson Correlation Method Imam Akbar; Hazriani Hazriani; Abdul Latief Arda; Ita Sarmita Samad
Edumaspul: Jurnal Pendidikan Vol 8 No 1 (2024): Edumaspul: Jurnal Pendidikan
Publisher : Universitas Muhammadiyah Enrekang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33487/edumaspul.v8i1.7671

Abstract

The purpose of this study is to identify student learning behavior in online learning and to determine the relationship between student learning behavior and learning achievement based on learning history data (Learning logs) on the Learning Management System (LMS), including the performance of assignments and quizzes, utilization interaction features (forums and chat), as well as active access to learning resources (files and URLs). Pearson Correlation method is used to analyze the level of relationship between learning behavior and students’ achievement. The research object is 105 students at Muhammadiyah University of Enrekang who programmed introductory information technology (PTI) courses from 5 different classes but taught by the same lecturer. The total number of processed activity histories (after data preprocessing) is 6500 records, while the total number of logs before data preprocessing is 19386 records. Correlation analysis linking student behavior to student learning achievement is quite strong and unidirectional, as evidenced by the correlation value between learning behavior and student final grades which show an average number of 0.80 and all are positive, with confidence interval values reaching95%. This shows that the higher the learning activities that students participate in in online learning (the more active), the stronger the effect on student learning achievement. It also shows that student activity in completing assignments is the variable that most influences learning achievement with a correlation value of 0.88 (very strong).
Optimalisasi Partisipasi Mahasiswa Penerima KIP-Kuliah dalam Program MBKM untuk Mendukung Pencapaian SDGs di Indonesia Ismail Ismail; Nurlatifa Beta; Imam Akbar; Muthmainnah Alfrida; Sunarti Sunarti
Edumaspul: Jurnal Pendidikan Vol 9 No 2 (2025): Edumaspul: Jurnal Pendidikan
Publisher : Universitas Muhammadiyah Enrekang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33487/edumaspul.v10i1.8866

Abstract

Inclusive and quality education is a key element in supporting the achievement of the Sustainable Development Goals (SDGs), particularly Goal 4. This study aims to evaluate the effectiveness of the KIP-Kuliah program in enhancing student participation in the Merdeka Belajar-Kampus Merdeka (MBKM) program at Universitas Muhammadiyah Enrekang, focusing on the barriers and support factors influencing their engagement. The research employed a quantitative descriptive approach, with data analyzed using descriptive statistics and Pearson correlation. Data were collected through MBKM participation questionnaires and semi-structured interviews with KIP-Kuliah recipients and non-recipients. The total participants comprised 209 seventh-semester students, including 107 KIP-Kuliah recipients and 102 non-recipients. The results indicate that 92.52% of KIP-Kuliah recipients participated in MBKM programs, compared to 80.39% of non-recipients. Major barriers included financial constraints, insufficient institutional support, and limited access to information. Information was found to have the most significant correlation with student participation (r = 0.949, p < 0.01). The findings have implications for reducing socio-economic disparities in higher education, improving students’ employability, and strengthening a more inclusive education system. Strategic recommendations include enhanced financial support, improved information dissemination, and mentoring training to increase student engagement in MBKM programs. This study extends our understanding of the synergy between financial support and practice-based learning, providing a foundation for further research on the long-term impact of MBKM on students’ career success.