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All Journal Proceeding of the Electrical Engineering Computer Science and Informatics JOIV : International Journal on Informatics Visualization Journal of Information Technology and Computer Science JRSI (Jurnal Rekayasa Sistem dan Industri) IJISTECH (International Journal Of Information System & Technology) JURTEKSI JOURNAL OF SCIENCE AND SOCIAL RESEARCH IJIES (International Journal of Innovation in Enterprise System) Jurnal Teknologi Dan Sistem Informasi Bisnis Abdimas: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang Cakrawala Repositori Imwi IJISTECH Charity : Jurnal Pengabdian Masyarakat eProceedings of Engineering Kesatria : Jurnal Penerapan Sistem Informasi (Komputer dan Manajemen)
Rachmadita Andreswari
Telkom University
Arts Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Social Sciences

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Journal : JOIV : International Journal on Informatics Visualization

 1 
Students Demography Clustering Based on The ICFL Program Using K-Means Algorithm Andreswari, Rachmadita; Fauzi, Rokhman; Izzati, Berlian Maulidya; Widartha, Vandha Pradwiyasma; Pramesti, Dita
JOIV : International Journal on Informatics Visualization Vol 7, No 2 (2023)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30630/joiv.7.2.1916

Abstract

Independent Campus, Freedom to Learn (ICFL) Program is one of the manifestations of student-centered learning. This program can help students reach their full potential by allowing them to pursue their passions and talents. This study aims to see how the segmentation of students participating in the ICFL program is based on demographic data. This research is based on survey responses from students participating in the ICFL program. The method used in this study is input data preparation, pre-processing, data cleansing, and data analysis. The information will be pre-processed before being utilized and evaluated. To help produce better outcomes in data clustering, the K-Means clustering approach is used, which is processed using the Python computer language. The data is clustered using the K-Means clustering approach based on gender characteristics, Grade Point Average (GPA), university entrance selection, ICFL category, and year or semester when participating in ICFL. This study resulted in three clusters with each of its criteria. The dominant gender is found in clusters 2 (100% female) and 3 (100% male). Software Development was the most popular ICFL category among students in cluster 1, accounting for 67%, while Design and Analysis Information Systems was the most popular in clusters 2 and 3. The most dominant ICFL program is found in three clusters. ICFL - Internship program in which at least 40% of participants come from each cluster. The research results are expected to assist stakeholders in evaluating the implementation of the ICFL program.  
Co-Authors Adha, Nizur Adi , Taufik Nur Adi Purnomo Sidik Aditya Salam, Iqbal Agung Sutrisno Aisya Hanifa Alvi Syahrina Anadia Salsabella Syakhina Andhy Bhaskoro Andrini Hanariana Andyani Chris Thalia Udiono Anggraeni Xena Paradita Annisa Umaira Arrahim Arfin Al Hafizh Ari Yanuar Ari Yanuar Ridwan Ari Yanuar Yanuar Arkhan M , Mochammad Alifha Asjad, M. Rifadh Asti Amalia Nur Fajrillah ATIK NOVIANTI Axel Devino Aipassa Ayu Cahyani Febryanti Ayu Cahyani Febryanti Ayu Cahyani Febryanti, Ayu Cahyani Bagas Rezkita Bayu Ariantika Irsan Bayu Pradana Berlian Maulidya Izzati Bryan Ronald Talisman Budi Santosa Budiwari Rizki Fadhilah Deden Witarsyah Dewi Rahmayanti Dewi Rahmayanti Dhany Nurdiansyah Dhiya Afwan Taufiq Dianaros Pakel Dita Pramesti Ekky Novriza Alam Elang Maulana Jauhari Fa'rifah, Riska Yanu Fadhilah, Budiwari Rizki Faisal Mufied Al Anshary Faishal Mufied Al Anshary Fakhri Arya Fadhillah Faqih Hamami Faturrahman Fauzi, Rokhman Fazrin, Fadhilah Fitriyana Dewi Fransiska Pinem Ginanjar Dewi Girang Ginting, Agriva Detta Girang, Ginanjar Dewi Harri Margono Hasibuan, Muhammad Hutasoit, Michael Nico I Made Dwima Gita Dirtana Indha Lukitaningtyas Irfan Darmawan Iskandar Agung Isye S. Adhiwinaya Jagur Pria Abiyyu Kanza Azzahra Kusuma, Kemal Indra M Firman Helmi Ariyansyah Margareta Hardiyanti Melinsye Herliani Ahab Michael Christensen Bonar Kasparov Muhamad Alshofien Gautama Muhamad Azani Hasibuan Muhammad Azani Hasibuan Muhammad Hasibuan Muhammad Shaufi Imanulhaq Mutiara, Nabila Nabila Mutiara Narita Ayu Prahastiwi Nassyfa Alfirda Riani Nia Ambarsari Oktariani Nurul Pratiwi Permana, Muhammad Cekas Pinem, Fransiska Prameswari, Anindya Putra, Hidayatul Aji Adika Rahmat Fauzi Ramdani, Dwi Fickri Insan Regina Ayu Prameswari Wade Revo Faris Saifuddin Ridha Hanafi Rinaldi Tambunan Rini Nur’aini Riza Agustiansyah Rizka Nursyahdilla Puspitasari Rizky Alamsyah Sahra Bilqis Fauziyyah Satrio Wibowo Selvyananda Adelita Vanesia Silvia Firdaus Sinung Suakanto Soni Fajar Surya Gumilang Sukrina Herman, Sukrina Sutoyo, Edi Syahrina, Alvi Syakurnia, Barajati Syfani Alya Fauziyyah Taufik Nur Adi Umar Yunan Kurnia Septo Hediyanto Vandha Pradwiyasma Widartha Vanesia, Selvyananda Adelita Vina Fadillah Warih Puspitasari Wibowo, Satrio Widyatasya Agustika Nurtrisha Yudha Aditya Ramadhana