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All Journal Jurnal Dinamika Pengabdian (JDP) ILKOM Jurnal Ilmiah Journal of Information System, Applied, Management, Accounting and Research INTEGRITAS : Jurnal Pengabdian Journal of Intelligent Decision Support System (IDSS) Indonesian Journal of Data and Science Abdiformatika: Jurnal Pengabdian Masyarakat Informatika Jurnal Minfo Polgan (JMP) Buletin Sistem Informasi dan Teknologi Islam Ilmu Komputer untuk Masyarakat Jurnal Algoritma Linier: Literatur Informatika dan Komputer
jabir, sitti rahmah
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Agriculture, Biological Sciences & Forestry Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Social Sciences Other

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Journal : Journal of Intelligent Decision Support System (IDSS)

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Identifying key patterns of college student’s background through exploratory data analysis Jabir, Sitti Rahmah; Darwis, Herdianti
Journal of Intelligent Decision Support System (IDSS) Vol 9 No 1 (2026): March: Intelligent Decision Support System (IDSS)
Publisher : Institute of Computer Science (IOCS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35335/idss.v9i1.332

Abstract

The declining of student interest had forced universities to examine the characteristics of each student. According to higher education statistics on the number of new students, fluctuating values ​​have been found in recent years. Several research used exploratory data analysis (EDA) approach to analyze new student admissions data. EDA is offered a summary of the dataset analysis and preliminary findings. There are variables decided to be dropped because consisted high number of missing values. On the other hand, some data filled with mean and mode because the number of missing not more than 20%. The missing values in each of attribute might be cleaned using another way. The admission team in university might encourage the registrants to complete and input correct data to the system. Based on the visualization, we found that some college students applied to university from several background of area, demographic and etc. The marketing division might apply another strategy is area had small number of college which is Kalimantan. Public health, computer science and insutry technology are major that have potential to be promoted due to the job prospects.
Co-Authors Bangsawan, Muhammad Hari Darwis, Herdianti Dolly Indra Faradibah, Amaliah Gaffar, Andi Widya Mufila Halis, Andi Muhammad Harlinda, Harlinda Hartanto, Kotot Tri Hidrawati, Hidrawati Huzain Azis lilis nurhayati Muhammad Arfah Asis Muhammad Ilham Muhammad Syahrial Musdalifah Musdalifah Nugroho, Afifah Khairunnisa Nurliani Nurliani Purnawansyah Purnawansyah Purnawansyah Rumadaul, Ella Nadya Salim, Yulita Saputra Troy, Muh. Indra Endriartono Siska Anraeni Syam, Netty Tenripada, A Ulfah Tenripada, Andi Ulfa Tenripada, Andi Ulfah Widyawati, Dewi