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Samso Supriyatna
Universitas Pamulang
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Analisis Faktor Risiko Penyelesaian Skripsi Mahasiswa Sistem Informasi Menggunakan Exploratory Factor Analysis (EFA) Risah Subariah; Endin Fahrudin; Samso Supriyatna
Computer Journal Vol. 4 No. 2 (2026): August
Publisher : Yayasan Pendidikan Mitra Mandiri Aceh (YPMMA)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58477/cj.v4i2.472

Abstract

Delayed study completion among undergraduate students is a complex issue associated with the interplay of internal and external factors. This study aims to identify and examine the dimensions of risk factors associated with delayed study completion among Information Systems students using Principal Component Analysis (PCA) with Varimax rotation. Primary data were collected through a structured questionnaire administered to 299 undergraduate students of the Information Systems Study Program, semesters 3 to 8, at UNPAM Viktor Campus, covering 17 operational indicators. The analysis reduced the 17 indicators into 4 major risk factor dimensions, explaining 50.15% of the total variance: (1) Mobilization & Work Factor (14.02%), (2) Lecturer Mentorship Factor (14.28%), (3) Academic Competence Factor (13.07%), and (4) Assistance & Integrity Factor (8.78%). Factor 4 (Assistance & Integrity) was characterized by indicators related to dependence on external resources, including the use of third-party/joki services (0.717), peer assistance (0.598), and AI tools (0.592). Factor loading evaluation also identified two weak indicators (trap items) with loadings below 0.40: P1 (Employment Status; 0.363) and P4 (Primary Transportation Mode; 0.194). These findings highlight the importance of hybrid thesis mentoring, assignment load management, and academic integrity oversight to support timely study completion.
Co-Authors Aaqilah, Muhammad Hilmi Abdul Gani Fattah Achmad Nawawi Adyasa, Fitra Agus Apri Hidayat Agus Budiman Agustin, Nanda Aldi Rivaldo Said Anggraini, Meri Annisya Walya Doifa Aprilia, Bebi Marisha Ardhi Maulana Yusuf Ardiansyah Aulia, Aura Aurellia Prima Agustin Bayu Ari Murti Bernadine Zidane Maheswara Billal Rakananda Calvin Akbar Setiawan Christien Rozali Efri Jaya Gulo Elvin, Muhammad Endin Fahrudin Fahmi Abdul Muiz Fahreza, Muhammad Dilan Fahrudin, Endin Fahrul Roji Fazhira, Divatul Febrian Amarudin Firdaus, Adam Firman Darmawan Fitriani, Refi Gayo, Amir Farhan Gultom, Erlina Stepani Habeahan, Leksa Revalina Hakim Nurudin Haqki Riki Ramadhan Ikhwan Abdi Legia Ilham Maulana Ivan Fadilah Januar Aksa Kamilatun Nuha, Naysilla Karimah, Mufidah Karno Ganjar Prasetyo Liyanti, Risma April Luthfie Ainun Nissa Mufidah Karimah Mufidah Karimah Muhamad Ihsan Ashari Muhamad Pramuditha Muhammad Arif Budiman Muhammad Azriel Chaniago Muhammad Husni Syamaidzar Muhammad Rivaldi Nasution, Zahrah Zhafirah Naufal Zaki Labib Nely Nuriyah Nindita Aprilia Nurfillah, Imannisa Khalida Permana, Fahri Pramudya Adi Saputra Putra Ar Meidi Putri Yulianti Putri, Pingkan Dwi Fransisca Yukinori Kistia Rahmadeni, Hadin August Rahmat Hartono Ramadhan, Handika Ramadhani Permana Putra Restu Pitaloka Ayu Reyhansyah Bani Mahawan Reza Ardiansyah Rizal Muhammad Lail Rizky Ramdhani Rizky Yuri Ramadhan Salman Farizy Silvia Azkal Azkya Situmorang, Kezia Soleh, Royansyah Jordan Sopianus Waruwu Subariah, Risah suhada, Mohammad Ihsan Susanti, Harsini Syarif Hidayatullah Syifaurachman Tatya Ayudiah Teuku Yudai Tricahya, Ikhwan Detra Triyana, Annisa Tufatul Adhan Wahyu Febryana Sari Wati Zagoto, Ekrina Zaky Ahmad Adhitya