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All Journal Jurnal Ilmiah Teknik Industri Journal of Mechanical Engineering Science and Technology Journal of Research and Technology Civil Engineering Dimension BENTANG : Jurnal Teoritis dan Terapan Bidang Rekayasa Sipil Jurnal Pengabdian, Pendidikan dan Teknologi International Journal of Industrial Engineering and Engineering Management
Aisyah Larasati, Aisyah
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Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Education Energy Engineering Environmental Science Industrial & Manufacturing Engineering Materials Science & Nanotechnology Mechanical Engineering Transportation Other

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Journal : Journal of Research and Technology

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PENGIDENTIFIKASIAN SEGMENTASI PENGGUNA SISTEM MANAJEMEN PEMBELAJARAN SEBUAH UNIVERSITAS DENGAN METODE TWO-STEP CLUSTERING Purnama, Agus Rachmad; Larasati, Aisyah
Journal of Research and Technology Vol. 6 No. 1 (2020): JRT Volume 6 No 1 Jun 2020
Publisher : 2477 - 6165

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (438.137 KB) | DOI: 10.55732/jrt.v6i1.147

Abstract

This study aims to identify user segmentations of a learning management system at Universitas Negeri Malang using two-step clustering method. Data is collected through an on-line survey which is linked onto the academic information systems. Total number of data are 10.594 responses. This study runs three clustering methods, two-step, k-means, and kohonen clustering, in order to identify the user segmentation. Two-step clustering methods performs better than the other two clustering methods (k-means and kohonen) based on silhouette clustering index. The number of cluster resulted from two-step clustering method are three clusters. The top three of most important factors in identifying the user segmentation are the benefit of the learning management usage in helping to access information, increasing the effectiveness of accomplishing assignments, and students satisfaction on the learning management system services.
Co-Authors Abdul Muid Agus Rachmad Purnama Aminnudin, Aminnudin Budi Darmawan, Vertic Eridani Darmawan, Vertic Eridani Budi Fathullah, Muhammad Hajji, Apif Miptahul Imam Alfianto Indra, Sofiandi Dwi M. Hajji, Apif M. Hajji Mahsuli, Taufiq Maulana, Jibril Nugraha, Cahya P. Lewis, Michael Setiyono Setiyono Siregar, Ivana Maretha Syah, Yasifun Ardian Vania, Nur Izza Yue, Huang