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All Journal International Journal of Electrical and Computer Engineering IAES International Journal of Artificial Intelligence (IJ-AI) Jurnal Simetris TELKOMNIKA (Telecommunication Computing Electronics and Control) Bulletin of Electrical Engineering and Informatics CommIT (Communication & Information Technology) Jurnal Computech & Bisnis (e-Journal) Jurnal Ilmiah KOMPUTASI Sistemasi: Jurnal Sistem Informasi JOIV : International Journal on Informatics Visualization Indonesian Journal of Artificial Intelligence and Data Mining Jurnal SOLMA IRJE (Indonesian Research Journal in Education) Applied Information System and Management Jurnal Sisfokom (Sistem Informasi dan Komputer) JURNAL ILMIAH MAHASISWA AGROINFO GALUH SEIKO : Journal of Management & Business CYBERNETICS IJISTECH (International Journal Of Information System & Technology) YUME : Journal of Management Jurnal Sistem Cerdas JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Jutisi: Jurnal Ilmiah Teknik Informatika dan Sistem Informasi Journal of Information Systems and Informatics bit-Tech Jurnal Teknologi Dan Sistem Informasi Bisnis Jurnal Informatika dan Rekayasa Perangkat Lunak Journal of Applied Engineering and Technological Science (JAETS) Al-Adl : Jurnal Hukum Media Informatika Indonesian Journal of Electrical Engineering and Computer Science International Journal of Advances in Data and Information Systems Jurnal Riset Sistem Informasi dan Teknologi Informasi (JURSISTEKNI) Jurnal Teknik Informatika (JUTIF) ARSY : Jurnal Aplikasi Riset kepada Masyarakat IJISTECH Journal of Soft Computing Exploration Jurnal Sosial dan Teknologi Jurnal Abdimas Kartika Wijayakusuma Locus: Jurnal Konsep Ilmu Hukum Jurnal Administrasi Pemerintahan Desa Jurnal Locus Penelitian dan Pengabdian Nautical: Jurnal Ilmiah Multidisiplin Indonesia Jurnal Teknologi dan Manajemen Industri Terapan Edukasiana: Jurnal Inovasi Pendidikan Journal of Artificial Intelligence and Digital Business Journal of Business, Social and Technology eProceedings of Engineering Paradoks : Jurnal Ilmu Ekonomi Ranah Research : Journal of Multidisciplinary Research and Development Nuansa Informatika Informatics Management, Engineering and Information System Journal Electronic Integrated Computer Algorithm Journal Kesatria : Jurnal Penerapan Sistem Informasi (Komputer dan Manajemen) International Journal of Computer Technology and Science Jurnal Pengabdian Bakti Akademisi Multidisciplinary Indonesian Center Journal SITEKNIK: Sistem Informasi, Teknik dan Teknologi Terapan Advance Sustainable Science, Engineering and Technology (ASSET) Jurnal Ekonomi, Manajemen Pariwisata dan Perhotelan AQILA : Acceleration, Quantum, Information Technology and Algorithm Journal Journal of Information Systems and Technology Jurnal Nasional Teknologi Informasi dan Aplikasinya Proceeding of Community Service and Engagement
Muharman Lubis
Universitas Telkom
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Enhancing Competency Level Prediction Using Machine Learning: A Data-Driven Approach Based on Psychological Assessment Data Sinung Suakanto; Joko Siswanto; Jan M. Pawlowski; Muharman Lubis; Syfa Nur Lathifah; Litasari Widyastuti Suwarsono
CommIT (Communication and Information Technology) Journal Vol. 20 No. 1 (2026): CommIT Journal (in press)
Publisher : Bina Nusantara University

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Abstract

Competency level prediction plays a crucial role in competency-based human resource management such as talent management. Talent management is achieved by identifying individuals’ knowledge, skills, and attitudes through psychological assessment. Recognizing employees as a strategic asset by accurately predicting competencies supports targeted development, boosting individual and organizational performance. Current practices related to competency assessment require expert judgment from psychologists or assessors, which can be time-consuming. The research proposes a machine learning–based approach to predict competency levels using psychological assessment scores as input, designed to operate within digital, network-enabled interview platforms. Several machine learning methods, including Random Forests, k-Nearest Neighbors (KNN), and Support Vector Machines (SVMs), are applied to historical assessment datasets to identify patterns and relationships between psychological assessment scores and competency levels.The dataset comprises 1,220 records from a psychological assessment. The experimental results indicate that the Random Forest model achieves the highest accuracy of 81%, outperforming other models in competency level prediction. The key novelty lies in its data-driven methodology, which enhances the objectivity and efficiency of competency evaluation while reducing reliance on expert interpretation. By enabling automated competency prediction in network-enabled interview environments, the proposed approach supports more efficient talent decision-making, workforce development, and recruitment processes. The findings demonstrate that machine learning can accurately predict competency levels from a clean dataset of psychological assessment scores, achieving accuracy above 80%. Future research may enhance model robustness by incorporating additional assessment center criteria and real-world performance metrics.
Co-Authors Abdul Hakim Satria Nusantara Abdullah Muhammad, Hasan Abdulmana, Sahidan Achmad Rafi Addini Firdaus, Fitri Adillah, Muhammad Fauzan Nur Adinda Laras Ayu Aditya, Anggi Yudistira Adityas Widjajarto Agus Ambarwari Agustiana, Nathifa Ahmad Musnansyah Akbar Habib Buana Wibawa Putra Akbar Nurwahyu Arifin Putra Al Khowarizmi Ali Nurdin Ali Nurdin Alif Noorachmad Muttaqin Alif Noorachmad Muttaqin Alqahtani, Raied Ali Alvan Kamal Amri Amri Amril, Salsabila Zahrani Andartya Setyawan Darna Andiharsa Sih Setiarto, Rahardian Andriana Andriana Anggraeni Xena Paradita Annastasia, Syifa Anuraga, Rahadhitya Artamevia, Mima Asri Ana Asriana Asriana, Asriana Asti Amalia Nur Fajrillah Ayu, Adinda Laras Basuki Rahmad Bayuwindra, Anggera Budianto, Farhan Alif Budianto, Setyo Constantino, Matias Garcia Deden Witarsyah Dika, Dafa Dinda Bayu Rama Dini Handayani Dini Handayani, Dini Dini Oktarina Dwi Handayani DM, Burhanis Sulthan Dwi Hary Sandy, Muhammad Dzakiyyah Al Kaazhim Ega Mardoyo Ega Mardoyo Egi Al Fansyah Erlangga, Faezal Fadilah, Zikri Fairuz Fernanda Hermawan Fakhrurroja, Hanif Fansyah, Egi Al Farhan Alif Budianto Farhana Zahra Farid Farid, Farid Farma, Junia Fasya, Muhammad Haikal Fathia, Dhiya Fauzan, Ratandi Fauzan, Ratandi Ahmad Faza, Sharfina Febriyani, Widia Firdaus, Taufiq Maulana Fitrah Khairi Fitriyana Dewi Fonna, Rizki Putri Nurita Gabriel Ardi Hutagalung Garcia-Constantino, Matias Gunawan, Dian Habibi Ramdani Safitri Hafiizh Maulana Halim, Hendra Hanif Fakhurroja Harefa, Hafid Rahman Hendarman Suhendro Herlina, Nenden Eva Meilani Hikmah Adwin Adam Humairo, Annisa Husaini, Galih Rashif Ikbar, Thoriq Ikhlas Fuad Zamzami Ikhlas Fuad Zamzami Ikhsan, Alif M. Ilham Ramadhan Nasution Intan Giri Anjani Iqbal Mukti Iqbal Santosa Iqbal Yulizar Mukti Iqbal Yulizar Mukti irfan venny rahmayanti Irhan Kahirul Umam Irvan, Irvan Ismail Darmawan Jan M. Pawlowski Jihan Audia Mulya Joko Siswanto Jonathan Arya Wibowo Julham Julham Julham Julham Kamal, Alvan Kamil, Idham Kartini, Ani Kobthong Ladkoom Ladkoom, Kobthong Laily Indaryani Litasari Widyastuti Suwarsono Lubis, Arif Ridho Lubis, Fahdi Saidi Lukman Abdurrahman Lukmanul Hakim Lukmanul Hakim Luthfi Ramadani M. K. Rizal Syahputra M. Shabri Abd. Majid Made Marshall Vira Deva Matias Garcia Constantino Matias Garcia-Constantino Mega Fitri Yani Mercy Kristina Possumah Mhd Faris Pratama Mikhail, Muhammad Hibban Mima Artamevia Mima Artamevia Mima Artamevia Mira Kartiwi Mochamad Hariadi Mochamad Yudha Febrianta Muhamad Yazid Ghifari Muhammad Dwi Hary Sandy Muhammad Dwi Hary Sandy Muhammad Fahmi Alby Muhammad Fuady Muhammad Haikal Fasya Muhammad Hanif Zahran Muhammad Hibban Mikhail Muhammad Luthfi Hamzah Muhammad Mahendra Muhammad Zakki Riyana Muhammad, Hasan Abdullah Muhdiantini, Cindy Mukti, Iqbal Yulizar Muttaqin, Alif Noorachmad Muzani Jalaluddin Nabiel Muhammad Al Ghazali Naufal Wirawan, Muhammad Neca Aqila Neca Aqila Nguyen Kieu Trang Ni Ketut Caturwati Ni Made Purnami Noorachmad Muttaqin, Alif Nur Ichsan Utama Nurlina, Eka Nurma Sari, Nurma Nuryatno, Edi Triono Nusantara, Abdul Hakim Satria Oktariani Nurul Pratiwi Paramita, Paramita Possumah, Mercy Kristina Pradana, Vega Putra Prahastiwi, Narita Ayu Prajaya, Fannzy Bayu Askar Pratiwi, Oktariani Nurul Prayoga, Danar Prayudani, Santi Putri Luthfiah Harmaya Putri Nelsa Putri Utami Rukmana Qadhli Jafar Adrian R. Wahjoe Witjaksono Rafi, Achmad Rafian Ramadhani Rafian Ramadhani Rafsanjani, Rayhan Rafael Rahadhitya Anuraga Raharjo, Adi Rahmat Fauzi Rahmat Mulyana Rahmat Yasirandi Rahmat, Hadian Raied Ali Alqahtani Raisyah Nurul Amanah Rakan, Raihan Ramadhani, Rafian Rayhan Rafael Rafsanjani Rayhan Zahwan Saleh Revyolla Ananta Dila Rian Bimo Ankhal Rika Mulyati Rika Mulyati Rio Guntur Utomo Romi Fadillah Rahmat Sadewa, Rizki Sahidan Abdulmana Sandy, Muhammad Dwi Harry Sandy, Muhammad Dwi Hary Sang Dara Parameswari Sang Dara Parameswari Sarah Purnamawati See, Tan Lian Setyo Budianto Shaffiei, Zatul Alwani Shafira Fatimah Azzahra Silvia, Vivi Sinung Suakanto Sinung Suakanto Sinung Suakanto Siregar, Fachrul A Sonny Zulhuda Supeno Mardi Susiki Nugroho, Supeno Mardi Susetyo Bagas Bhaskoro Sutan Faiz Rasyid Syah, M. Edwin Syahrizal, Teuku Muhammad Syfa Nur Lathifah Tamara Indhira, Sekar Tania Ayu Sekar Arum, Muhammad Hanif Zahran, Taufiq Carnegie Dawood Teguh Kurniawan Thamrin, Daffa Shidqi Thoriq Ikbar Tiara Citra Maharany, Sekar Tien Fabrianti Kusumasari Tomi Mulhartono Trang, Nguyen Kieu Umar Yunan Kurnia Septo Hediyanto Umuri, Khairil Vega Putra Pradana Vreseliana Ayuningtyas Wibowo, Jonathan Arya Wihayanti, Titik Wirawan, Muhammad Naufal Yualinda, Sherla Yualinda, Sherli Yulio Ferdinand Yumna Zahran Ramadhan Yuyun Yusnida Lase Zamzami, Ikhlas Fuad Zulkifli Zulkifli