Sistem Pakar Berbasis Certainty Factor untuk Identifikasi Tingkat Stres Akademik dan Rekomendasi Konseling Mahasiswa
-
M. Ari Prayogo
*
Universitas Mulawarman, Samarinda,
Indonesia
http://orcid.org/0000-0002-8256-2335
- I Wayan Sugianta Nirawana Universitas Mulawarman, Samarinda, Indonesia
- Muhaimin Abdillah Universitas Mulawarman, Samarinda, Indonesia (*) Corresponding Author
Abstract
Academic stress is a common problem experienced by students due to high academic demands, which impacts academic achievement and mental health. Therefore, an early detection mechanism is needed to help identify the level of academic stress quickly and objectively as a basis for providing appropriate counseling services. This study aims to develop a Certainty Factor-Based Expert System to identify students' academic stress levels and provide counseling recommendations based on the diagnosis results. The Certainty Factor method is implemented by combining the Expert Certainty Factor (Expert CF), User Certainty Factor (User CF), and Rule Certainty Factor (Rule CF) to accommodate uncertainty in the inference process, while the knowledge base is compiled through knowledge acquisition from guidance and counseling experts based on the Perception of Academic Stress (PAS) indicator. The results show that the system is able to identify academic stress levels based on the symptoms selected by students, generate a Certainty Factor value as a level of confidence in the diagnosis, and provide counseling recommendations that are appropriate to the identified stress categories. In the test scenario, the system generated a Certainty Factor value of 77.6%, indicating a Moderate Stress category (S2). This research contributes to the development of an expert system that integrates the identification of academic stress levels and counseling recommendations in one web-based application so that it can support the early detection process and decision-making for students, academic advisors, and counselors.
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References
Aryawan, I. K. B. M., Arimbawa, I. G. N. P., Jayarana, I. G. N. A., & Adh, I. P. W. (2024). Implementasi Metode Certainty Factor pada Sistem Cerdas Pemantauan Stres Mahasiswa Berbasis Perceptions of Academic Stress. Jurnal Review Pendidikan Dan Pengajaran, 7(3), 9214–9224. https://doi.org/10.31004/jrpp.v9i2.60595
Barbayannis, G., Bandari, M., Zheng, X., Baquerizo, H., Pecor, K. W., & Ming, X. (2022). Academic Stress and Mental Well-Being in College Students: Correlations, Affected Groups, and COVID-19. Frontiers in Psychology, 13, 1–10. https://doi.org/10.3389/fpsyg.2022.886344
Daulay, N., Harahap, A. C. P., & Sinaga, M. H. P. (2022). The role of guidance and counseling service in helping students with academic stress. ProGCouns: Journal of Professionals in Guidance and Counseling, 3(2), 78–86. https://doi.org/10.21831/progcouns.v3i2.53821
Dewi, K. D., Agindaris, L. A., Susanto Ananda, A. R., & Wardani Dian, F. (2024). Confirmatory Factor Analysis of the Academic Stress Scale. Indonesia Journal of Sport and Health Psychology | 2025, 1(01), 26–37. https://doi.org/10.37517/978-1-74286-697-0-06
Dinafa, A. S., & Rohman, A. (2025). Expert System in Analyzing Stress Levels In Factory Employees Using the Certainty Factor Method. Jurnal Inovtek Polbeng - Seri Informatika, 10(3), 1381–1390. https://doi.org/0.35314/qc6ag389
França, F. D. P., & Dias, T. L. (2021). Validity and Reliability of the Perceptions of Academic Stress Scale. Psicologia - Teoria e Prática, 23(1), 1–9. https://doi.org/10.5935/1980-6906/eptppa13041
Gunawan, I., Widyassari, A. P., Panessai, I. Y., & Jonathan Rante Carreon. (2025). Hybrid Expert System for Academic Stress Diagnosis Using Forward Chaining and Score Weighting. Advance Sustainable Science Engineering and Technology, 7(4), 1–0. https://doi.org/10.26877/asset.v7i4.2586
Hadi, Z. N., Susilowati, D., Hairani, H., & Innuddin, M. (2021). Implementasi Metode Certainty Factor pada Sistem Pakar Bimbingan Konseling Siswa Bermasalah. Jurnal Bumigora Information Technology (BITe), 3(2), 97–106. https://doi.org/10.30812/bite.v3i2.1553
Novaliyan, A. R., Fernandes, A. L., Hendro Wahyudiono, P., Olva, M., Suganda, A., Ismail, Iksan, N., Yani, A., & Panessai, I. Y. (2021). Bimbingan dan Konseling Mahasiswa yang Berbasis Sistem Pakar dengan Menggunakan Metode Faktor Kepastian. Journal of Engineering, Technology, and Applied Science, 3(2), 21–34. https://doi.org/10.36079/lamintang.jetas-0302.234
Nurholis, N., Fauziah, F., & Natashia, N. D. (2021). Perpaduan Metode Certainty Factor dan Forward Chaining untuk Menentukan Tingkat Stres Mahasiswa Tingkat Akhir Berbasis Android. Jurnal JTIK (Jurnal Teknologi Informasi Dan Komunikasi), 5(3), 2021. https://doi.org/10.35870/jti
Pradani, W., Hani, S., Rahmawati, S., Jamal, A., & Arniaty Arsyad, A. (2025). A Knowledge-Based Stress Diagnosis System Using the Certainty Factor Approach and DASS-42 Psychological Indicators. Prosiding Seminar Nasional Pemberdayaan Masyarakat (SENDAMAS), 5(1), 89–95. https://doi.org/10.36722/psn.v5i1.5018
Purnamasari, Y. S., Mujiyono, S., & Ismiriyam, F. V. (2025). Expert System for The Diagnosis of Depression in Students Using Certainty Factor Method: A Case Study of Ngudi Waluyo University. Journal of Information Systems and Informatics, 7(1), 909–923. https://doi.org/10.51519/journalisi.v7i1.950
Rahmayuni, I., Sonatha, Y., Haura, T. J., & Rozi, F. (2026). An Expert System for Early Detection of Mental Health Conditions Using Certainty Factor and DASS-42. Jurnal Testing Dan Implementasi Sistem Informasi, 4(1), 20–31. https://doi.org/10.55583/jtisi.v4i1.2214
Simarmata, H. F., & Budiyantara, A. (2024). Pemodelan Sistem Pakar Identifikasi Tingkat Stres Karyawan dengan Metode Certainty Factor. Jurnal Teknik Mesin, Industri, Elektro Dan Informatika, 3(3), 336–349. https://doi.org/10.55606/jtmei.v3i3.4261
Sipata, D. I., & Susilawati, I. (2025). Sistem Pakar Diagnosa Gangguan Kecemasan Menggunakan Metode Certainty Factor. JEKIN - Jurnal Teknik Informatika, 5(2), 1007–1021. https://doi.org/10.58794/jekin.v5i2.1593
Siregar, I. K. (2022). The pressure of academic stress and self-efficacy among student. Jurnal Konseling Dan Pendidikan, 10(3), 394–398. https://doi.org/10.29210/156700
Sunaryo, N., Yuhandri, Y., & Sumijan, S. (2021). Sistem Pakar Menggunakan Metode Certainty Factor dalam Identifikasi Pengembangan Minat dan Bakat Khusus pada Siswa. Jurnal Sistim Informasi Dan Teknologi, 48–55. https://doi.org/10.37034/jsisfotek.v3i2.43
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