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研究生:許碧妹
研究生(外文):Pi Mei Hsu
論文名稱:行動通信企業客戶群組流失行為之探討
論文名稱(外文):A Study on The Group Churning Behavior for The Corporate Segment of Celluar Market
指導教授:唐瓔璋唐瓔璋引用關係
指導教授(外文):Professor YinchanTang , Edwin
學位類別:碩士
校院名稱:國立交通大學
系所名稱:管理學院碩士在職專班經營管理組
學門:商業及管理學門
學類:企業管理學類
論文種類:學術論文
論文出版年:2005
畢業學年度:93
語文別:中文
論文頁數:81
中文關鍵詞:行動群組電話、風險群組、傷害估計量、存活函數、資料探勘
外文關鍵詞:MVPN、risk groups、Hazard Estimator、Survival Function、Data mining
相關次數:
  • 被引用被引用:3
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  • 下載下載:0
  • 收藏至我的研究室書目清單書目收藏:1
由於行動通信服務提供了便利且隨時隨地的電信服務,故在過去的十數年間一直享有高度的成長。但近年隨著服務的高度普及與業者間的競爭,許多地區的行動通信網路營運者面臨了營收成長趨緩的挑戰。在這樣的態勢下,各業者為爭取客戶,競爭的行銷手法更加白熱化,尤其企業客戶市場,因一個專案成功所帶進或失敗所流失的客戶,動則數百人至數千人,對客戶數成長影響很大,且企業客戶大多屬高用量用戶,對營收貢獻度大,故是行動業者使出渾身解數想要爭取到的目標市場。
本研究藉由資料探勘(Data mining)的方法,探討企業行動(Mobile)化或無線(Wireless)化中,最具代表性的行動企業服務 - 行動群組電話服務(Mobile Virtual Private Network, MVPN)之群組流失因素,本研究按企業客戶總營收為基礎,踢除高營收、忠誠度高之群組後,將風險群組再劃分為大客戶與中小企業客戶,計算各區隔內之傷害估計量(Hazard Estimator)與生存函數(Survival Function),並探討各區隔內群組在帳單話務、使用量、用戶資料與其他等因素與群組流失是否關係顯著,俾提出建議供國內業者擬訂客戶流失因應與創造客戶價值(即保留客戶)策略之參考。
As mobile communication technology renders convenient and ubiquitous telecom services, the mobile telecom industry has enjoyed tremendous growth over the last decades. However, with the high penetration rate of mobile phone users and keen competition among mobile service providers in recent years, the mobile network operators in many areas have faced challenges of lagging growth on revenue. Under such circumstance, to win more customers, the service providers applied versatile marketing strategies and skills, which made the competition even fiercer, especially in the corporate segment of business customers. As the success or failure of a mobile service marketing project i.e. MVPN service, targeted on business customers, can sometimes bring in or lose hundreds or thousands of mobile numbers, which makes great impact on service providers on the aspect of customer growth. Besides, most of the business customers are high revenue customers who may be targeted by competitors or be fickle buyers in themselves.
This paper, based on the analysis of data mining, is to explore the factor of group churning behavior occurring in MVPN service (abbreviated from Mobile Virtual Private Network), the most representative service in mobilization of the business customer segment. This paper divided the whole customers’ usage data of C company into two segments. C company is currently with the most MVPN customers in Taiwan. The two segments at risk of churning, having been excluded the groups with highest revenues and long tenures, are big business customers group and medium and small business customers group respectively. Based on the usage database of the two segments for 1 year, this paper showed the results of hazard estimator and survival function as well as explored whether there were conspicuous relationship existed between group churning and several representative variables on billing, usage, subscription, and other factors. This paper produced some important outcomes which hopefully can be of reference to mobile service providers in forming strategies of customer retention and creating customer value.
一、 緒論 1
1.1研究背景與動機 4
1.2研究目的 8
1.3研究範圍與對象 8
1.4 研究限制 9
二、 文獻探討 11
2.1 行動電話產業演進與現況 11
2.1.1. 第一代行動通信(1G)與第二代行動通信(2G)系統 12
2.1.2. 第2.5代行動通信系統 13
2.1.3. 第三代行動通信系統 14
2.2 國內行動通信企業應用服務市場概況 17
2.2.1 企業M化 17
2.2.2. 行動通信企業客戶服務 19
2.2.2.1 Mobile VPN(行動群組電話,簡稱MVPN) 20
2.2.2.2 Mobile Office(或稱行動辦公室) 25
2.2.2.3 企業簡訊 27
2.3 顧客流失之相關實證研究 30
2.3.1 顧客流失的定義 30
2.3.2 顧客流失的性質與原因分類 31
2.3.2.1 顧客流失之不可避免性 31
2.3.2.2 電信業顧客流失原因之分類 33
2.3.3 顧客流失的相關研究與理論 36
三、 研究方法 48
3.1 操作架構 48
3.2. 資料分析變數描述 49
3.3 研究假設 52
3.4 行動群組電話服務(MVPN)用戶使用資料 52
3.4.1 有效樣本數 53
3.5 資料分析方法 53
四、 資料分析 55
4.1 MVPN流失與未流失用戶差異分析 55
4.1.1大客戶群組之羅吉斯分析檢定 55
4.1.2大客戶群組之t-test檢定 56
4.1.3 中小客戶群組之t-test檢定 60
4.1.4 檢定結果分析 64
4.2 區別函數檢定分析(Discriminate Analysis) 66
4.2.1 大企業客戶MVPN群組之區別函數分析 67
4.2.2 中小企業客戶MVPN群組之區別函數分析 68
4.2.3區別函數檢定結果分析 70
五、結論與建議 72
5.1 研究結論 72
5.2建議 76
參考文獻 79
中文部分
1. 交通部電信總局,「電信相關統計資料:業務統計」,網址http://www.dgt.gov.tw, 2004年9月。
2. 李明哲,「行動加值服務應用與商業模式探討 - 以行動付款服務為例」,台灣大學商學研究所,碩士論文,民國92年2月
3. 杜凱如, 「M化企業行動指南」,數位時代雙週,專刊,九十一年十一月十五日。
4. 吳坤泉,「行動電話顧客流失行為探討」,成功大學管理學院高階管理碩士在職專般,碩士論文,民國91年6月。
5. (加拿大) 艾頓伯格 (Elliott Ettenberg) 著,下一個經濟盛世,邱如美譯,天下雜誌,台北,民國九十二年。
6. 林宜錚,「顧客轉換因素之探討 – 以行動電話門號業者為例」,成功大學交通管理科學研究所,碩士論文,民國90年。
7. 萬恵雯,「專為企業量身打造 - 中華電信MVPN溝通快速話費超值」,新台灣新聞周刊,第448期,48-49頁,民國九十三年十月廿三日~十月廿九日。
8. 陳俊穎,「3G-行動電話發展史」,產經資訊,92年4月。
9. 賴佩玲,「行動電話門號市場之顧客忠誠度探討」,成功大學交通管理科學研究所,碩士論文,民國90年。
10. 羅玳珊,「企業M化面面觀」,台灣通訊,14-32頁,民國九十三年五月號。


英文部分:

1. Bolton, Ruth N., “A Dynamic Model of the Duration of the Customer of the Customer’s Relationship with A Continuous Service Provider: The Role of Satisfaction,” Marketing Science, vol. 17, No. 1, pp. 45~65. 1998
2. Chandon, Pierre, Brian Wansink and Gilles Laurent. “A Benefit Congruency Framework of Sales Promotion Effectiveness,” Journal of Marketing, Vol.64, N0.4, 65~81. Oct. 2000
3. Cody Willard, “Churning Points”, Wireless Review, Nov. 20, 2003, Website: http://wirelessreview.com/ar/wireless_churning_points/
4. Drew, James H., D.R. Mani, Andrew L. betz and Piew Datta, “Targeting Customers with Statistical and Data-mining Techniques,” Journal of Service Research, Vol.3, No.3, pp.205~219, 2001
5. Eggleston C. Hunt, “Churn-Analysis Tools”, Wireless Review, Nov. 1, 1999, Website: http://wirelessreview.com/ar/wireless_churnanalysis_tools/
6. Ehrenberg, Andrew S.C., Gerald J. Goodhardt, and T. Patrick Barwise. “Double Jeopardy Revisited,” Journal of Marketing, July 1990, 82-91 (00)
7. E. L. Kaplan and P. Meier, nonparametric estimation from incomplete observations, Journal of American Statistical Association, 53, 457; 562 ,1958.
8. Ganesh, Jaishankar Mark J. Arnold, and Kristy E. Reynolds, ”Understanding the Customer Base of Service Providers: An Examination of Differences between Switchers and Stayers,” Journal of Marketing, Vol. 64 (July), PP.65~87. 2000
9. Gill, Richard D., “Product Integration”, Mathematical Institute, University of Utrecht, Netherlands, EURANDOM, Eindhoven, Netherlands, August 9, 2001, http://www.math.uu.nl/people/gill/Preprints/prod_int_0.pdf
10. Keaveney, Susan M, , “Customer Switching in Service Industries: An Exploratory Study,” Journal of Marketing, Vol. 59 (April), pp.71~82, 1995
11. Kolter, Philip, Marketing Management, 11/e, New Jersey:Prentice Hall 2003
12. Lee, Jonathan, Janghyuk Lee, and Lawrence Feick, “The Impact of Switching Costs on the Customer Satisfaction-loyalty Link: Mobile Phone Service in France,” Journal of Services Marketing, Vol.15, No.1, pp.35~48, 2001.
13. Li, Shaomin, “Survival Analysis,” Marketing Research, Vol.7, No.4, pp.17~23,1995
14. Madden, Gary, Scott J. Savage and Grant Coble-Neal, “Subscriber Churn in the Australian ISP Market,” Information Economics and Policy, Vol. 11, PP. 195~207. 11. 1999
15. Malhotra, N.K., Marketing Research: An Applied Orientation with SPSS( 4th ed.), PEARSON Education Taiwan,台北:台灣培生, 2003
16. Novo, Jim, “Drilling Down - Turning Customer Data into Profits with a Spreadsheet”,The Drilling Down Bookstore, Bookblocker com. 2004, website: http://jimnovo.booklocker.com/book.html
17. Mattison, Rob, Telecom Churn Management-The Golden Opportunity, APDG Publishing, NC 27576, 2001
18. Strouse, Karen G, (1999), Marketing Telecommunications Services New Approaches for A Changing Environment, Boston: Artech House.
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