Segmentasi Perilaku Pembelian Pelanggan Berdasarkan Model RFM dengan Metode K-Means

<p><em>This study aims to measure customer </em><em>purchase</em><em> behavior by using </em><em>RFM</em><em> model with K-Means, silhouette Index method. Using historical data by </em><em>Cendana</em><em> </em>...

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Main Author: Siti Monalisa
Format: Article
Language:Indonesian
Published: Univesitas Islam Negeri Sumatera Utara 2018-04-01
Series:Query: Jurnal Sistem Informasi
Online Access:http://jurnal.uinsu.ac.id/index.php/query/article/view/1553
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author Siti Monalisa
author_facet Siti Monalisa
author_sort Siti Monalisa
collection DOAJ
description <p><em>This study aims to measure customer </em><em>purchase</em><em> behavior by using </em><em>RFM</em><em> model with K-Means, silhouette Index method. Using historical data by </em><em>Cendana</em><em> </em><em>Perdana</em><em> </em><em>Perkasa</em><em> Distributor to data this study. The company has never to measured customer buy behavior by this model. The results of this study showed that there 3 cluster with 0,589 silhouette Index. Based on the highest silhouette Index then the cluster is divided into 3 segment with some segments 1 is 57 customers, segment 2 is 257 customers and segment 3 is 8 customers. The best </em><em>purchase</em><em> value is segment 3 with symbolized byR↓F↑M↑ that means this segment has high frequency and monetary as well as low regency. The segment has potential customers for the future. The worst </em><em>purchase</em><em> value is segment 1 withv </em><em>symbolised byR↑F↓M↓ that means this segment has low-frequency and monetary as well as high regency. The segment has an unclear or uncertain customer will be a potential customer.</em><em></em></p><p><strong><em> </em></strong><strong><em>Keywords</em>: </strong><em>Customer Purchase Behavior, K-Means, RFM and Silhoutte Index</em></p>
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spelling doaj.art-5caffe2cc9b345d3998dce7a4295a5da2022-12-22T03:22:08ZindUnivesitas Islam Negeri Sumatera UtaraQuery: Jurnal Sistem Informasi2579-53412018-04-01211255Segmentasi Perilaku Pembelian Pelanggan Berdasarkan Model RFM dengan Metode K-MeansSiti Monalisa0Program Studi Sistem Informasi Universitas Islam Negeri Sultan Syarif Kasim Riau<p><em>This study aims to measure customer </em><em>purchase</em><em> behavior by using </em><em>RFM</em><em> model with K-Means, silhouette Index method. Using historical data by </em><em>Cendana</em><em> </em><em>Perdana</em><em> </em><em>Perkasa</em><em> Distributor to data this study. The company has never to measured customer buy behavior by this model. The results of this study showed that there 3 cluster with 0,589 silhouette Index. Based on the highest silhouette Index then the cluster is divided into 3 segment with some segments 1 is 57 customers, segment 2 is 257 customers and segment 3 is 8 customers. The best </em><em>purchase</em><em> value is segment 3 with symbolized byR↓F↑M↑ that means this segment has high frequency and monetary as well as low regency. The segment has potential customers for the future. The worst </em><em>purchase</em><em> value is segment 1 withv </em><em>symbolised byR↑F↓M↓ that means this segment has low-frequency and monetary as well as high regency. The segment has an unclear or uncertain customer will be a potential customer.</em><em></em></p><p><strong><em> </em></strong><strong><em>Keywords</em>: </strong><em>Customer Purchase Behavior, K-Means, RFM and Silhoutte Index</em></p>http://jurnal.uinsu.ac.id/index.php/query/article/view/1553
spellingShingle Siti Monalisa
Segmentasi Perilaku Pembelian Pelanggan Berdasarkan Model RFM dengan Metode K-Means
Query: Jurnal Sistem Informasi
title Segmentasi Perilaku Pembelian Pelanggan Berdasarkan Model RFM dengan Metode K-Means
title_full Segmentasi Perilaku Pembelian Pelanggan Berdasarkan Model RFM dengan Metode K-Means
title_fullStr Segmentasi Perilaku Pembelian Pelanggan Berdasarkan Model RFM dengan Metode K-Means
title_full_unstemmed Segmentasi Perilaku Pembelian Pelanggan Berdasarkan Model RFM dengan Metode K-Means
title_short Segmentasi Perilaku Pembelian Pelanggan Berdasarkan Model RFM dengan Metode K-Means
title_sort segmentasi perilaku pembelian pelanggan berdasarkan model rfm dengan metode k means
url http://jurnal.uinsu.ac.id/index.php/query/article/view/1553
work_keys_str_mv AT sitimonalisa segmentasiperilakupembelianpelangganberdasarkanmodelrfmdenganmetodekmeans