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題名:改良RFM模式預測零售客戶價值
書刊名:顧客滿意學刊
作者:林榮禾 引用關係莊淳凌莊薇薇
作者(外文):Lin, Rong-hoChuang, Chun-lingChuang, Wei-wei
出版日期:2016
卷期:12:2
頁次:頁235-249
主題關鍵詞:海量資料RFM模式顧客價值K-means分群法Big dataRFM modelCustomer valueK-means cluster analysis
原始連結:連回原系統網址new window
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企業的管理,需要分層負責,並設定各部門管理指標,分別進行考核,並於每月/季/年,依照執行績效,逐一檢討,並區分個別職責,確認工作績效;特別是零售業,動輒幾數百萬的會員,加上百萬筆的交易資料,如何去分別管理,分層負責,一直以來都是這行業的管理者一個很大的挑戰,在眾多的客戶關係管理(CRM)的分析模式中,RFM模型是被廣泛提到的,這個模型是衡量客戶價值和客戶創利能力的重要工具和手段。該模型透過一個客戶的近期購買行為、購買的總體頻率以及花了多少錢三項指標來描述該客戶的價值狀況。本研究主要的目的在於應用相關理論來提出零售業專用RAA模式的分析法,並使用臺灣超市會員海量資料庫的資料來進行分析,不採用舊式抽樣方式,藉此可以更精準的瞄準客戶,進行客戶服務,作為企業績效考核標準。
Each company's management needs decentralized and sets each department management metrics assessment every month / quarter / year according to executive performance and distinguishes between individual responsibilities to confirm work performance of various departments. How to separately manage and decentralize several hundred millions of members and one million transaction information has been a great challenge for retail industry managers. This study explores how to find customer value and professional division of labor to assist enterprises improving customer service and performance review. This study uses Taiwan supermarket membership data repository for analysis.
期刊論文
1.Sneath, P. H. A.(1980)。Basic Program for Determining Overlap between Groups in an Identification Matrix of Percent Positive Characters。Computers and Geosciences,6(3),267-278。  new window
2.Jardine, C. J.、Jardine, N.、Sibson, R.(1967)。The Structure and Construction of Taxonomic Hierarchies。Journal of Mathematical Biosciences,1(2),173-179。  new window
3.Fader, Peter S.、Hardie, Bruce G. S.、Lee, Ka Lok(2005)。Counting Your Customers: the Easy Way: An Alternative to the Pareto/NBD Model。Marketing Science,24(2),275-284。  new window
4.Reinartz, Werner J.、Kumar, V.(2003)。The Impact of Customer Relationship Characteristics on Profitable Lifetime Duration。Journal of Marketing,67(1),77-99。  new window
會議論文
1.MacQueen, J.(1967)。Some Methods for Classification and Analysis of Multivariate Observations。The Fifth Berkeley Symposium on Mathematical Statistics and Probability。Berkeley, CA:University of California Press。281-297。  new window
圖書
1.Hughes, Arthur M.(1994)。Strategic Database Marketing。Chicago, IL:Probus Publishing。  new window
2.Jardine, N.、Sibson, R.(1971)。Mathematical Taxonomy。London:John Wiley and Sons, Inc.。  new window
 
 
 
 
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