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Journal : Journal of Big Data Analytic and Artificial Intelligence

Implementasi K-Means Clustering untuk Mengelompokkan Data Produktivitas Penelitian Dosen di Una’im Yapis Wamena Syarifah, Syarifah; Ali, Muhammad; Samad, Asman; Nabillah Azza, Fayra; M, Hasriani; Susiana, Susiana
Journal of Big Data Analytic and Artificial Intelligence Vol 8 No 2 (2025): JBIDAI Desember 2025
Publisher : STMIK PPKIA Tarakanita Rahmawati

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.71302/jbidai.v8i2.90

Abstract

Una'im Yapis Wamena, as one of the higher education institutions in Papua, has a number of lecturers with various research activities. However, the challenge faced is the difficulty of comprehensively identifying the patterns and characteristics of faculty research. Without proper analysis, it is difficult for the institution to determine the research productivity profile of faculty members, identify those who require mentoring, or determine the focus of research capacity development. This can result in suboptimal allocation of resources, research support, and research development planning within the institution. This study aims to help determine the level of productivity of lecturers in research with high, medium, and low categories. With this grouping, it is hoped that the Una'im Yapis Wamena Campus can more easily make decisions about the appropriate coaching methods to improve the research results of lecturers. The method used in this study is K-means Clustering. The data analyzed included 45 lecturers with variables such as number of publications, number of citations, H-index, funded research, and research collaboration. The results of this study show that the level of faculty research productivity can be grouped into three categories, namely: Cluster 1 (High Productivity) consisting of 8 faculty members, Cluster 2 (Medium Productivity) consisting of 25 faculty members, and Cluster 3 (Low Productivity) consisting of 12 faculty members. The clustering process reached convergence in the 6th iteration with stable results. These clustering results can serve as a guide for Una'im Yapis Wamena in determining policies to increase lecturer research productivity in the future.
Co-Authors - Nurfiana AA Sudharmawan, AA Ade Susanti Aditya Hikmat Nugraha Ahmad Zahid Ahmad, Faisal Ali Akbar, Gilbert Naufal Al Hujjah Asianingrum Al Zawari, Rafikal Alfarizi, Fathir Alya Rizkia Maharani Amran, Muh. Anshar Amran, Muhammad Anshar Andi Niartiningsih Anshari, Farhan Aphira, Gery Aprilia, Rofi’ah Nur Arif Rahman Ariyantiningsih, Febri Auliya, Yuka Amarasri Azijah, Izattul Basri Basri Billa, Nur Salsa Bukit, Emia Teta Br Chandra, Melissa Darmanto Darmanto Darwin Darwin Dedy Kurniawan Depitra, Depitra Desri, Syuryatman Dialam, Pangga Kurnia Entis Sutisna Erwindika, Okta Rolland Faizal, Kgs. M Febrianti Lestari Firmansyah, Dandy Fitri, Nurwijaya Ginting, Sarah Rumaisha BR Ginting, Sindi Rahmadhani Graha, Fager Van Guntur Kusuma Wardana Hafel, Muhlis Hertanto, Ari Suksmono Husen, Sjamsiar Imelyannari, Arum Rizki Iqbal Anshory, Muhammad Jusu, La Karyawati, Karyawati Khakhim, Ibnu Sabilu khusnul khotimah Kurniawan, Anggi Dwi Lubis, Latif Lukman Lukman M, Hasriani Mahfudh, Ahmad Mahuris, Aziz MARIA BINTANG Marlina, Winny Alna Meithyra Melviana Simatupang Meriyan, Meriyan Monica, Oey Jaya Angel MUHAMMAD ALI Muhammad Riza Hafizi Muslimin Muslimin N, Erizal Nabillah Azza, Fayra Nikmat, Atun Nur Hasan, Rezkiani Nurmiyatin, Mila Nurwisti, Isnaini Oktary, Qory Pohan, Anggi Amanda Pratama, Yogi Prayoga, Abednego Banny Prayoga, Arik Purbodiningrat, Movta Rahindra Purbodiningrat, RM. Movta Rahendra Puspitasari, Nur Azizah Ayu Rahmawati, Herlina Sheli Asofita Rapita, Rapita Rezky, Bintan Rianti, Ulfa RINI RINI Rochmady Rosniati, Veronika Rukayah, Nur Rumapea, Rahul Sabriyati, Deni Sagala, Yuri Sahilla, Dilla Salsabila, Chindy Samad, Asman Sanawati, Ciptia Khoirulina Saragih, Anggi Nur Ananda Sartika, Melliani Setiawan, Abednego Yongki Simanjuntak, Natalia Anggriani Sinaga, Dina Sinaga, Henna Canlaris Sinaga, Mega Vici Siti Samsiyah Sitio, Thesalonica Situmorang, Audrey Sri Buwono . Suhardi Suhardi Sukmana, Hardiyanti Sulandari, Siti Susanti, Neneng Desi Syafiah, Salma Putri Syarifah Triana, Aprilya Wa Ode Husniah Wahyu Muzammil Wahyudi, Aris Agung Warneri . Wesley, Jhon Widodo, Sulistyo Widura, Widura Wiradinata, Hardi Wiyarsih Wiyarsih, Wiyarsih Yani, Fatma Chairda Yanti, Mira Yendra Yeshara, Yedu Yindrizal, Yindrizal Yulfika, Yulfika Zahra, Melkia