Forecasting Service Quality Dynamics Based on Integrated Method with GM(1,1) Model and Markov Chain

被引:3
作者
Meng, Qingliang [1 ]
Dong, Zhijie Sasha [2 ]
He, Lin [1 ]
Dong, Jing [1 ]
机构
[1] Jiangsu Univ Sci & Technol, Sch Management & Econ, 301 Xuefu Rd, Zhenjiang 212013, Jiangsu, Peoples R China
[2] Texas State Univ, Ind Engn Program, Ingram Sch Engn, 601 Univ Dr, San Marcos, TX 78666 USA
来源
TEHNICKI VJESNIK-TECHNICAL GAZETTE | 2018年 / 25卷 / 05期
关键词
dynamics of quality attributes; express delivery service; GM(1,1) model; Kano model; life cycle of quality attribute; Markov chain; CUSTOMER SATISFACTION; KANO MODEL; PREDICT;
D O I
10.17559/TV-20180624094340
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Dynamics of quality attributes derived from Kano model has been recognized as one of the most interesting and fruitful developments of attractive quality theory. The purpose of this study is to propose an integrated method with GM(1,1) model and Markov chain to forecast the dynamics of service quality attributes with limited data and explore the existence of the alternative life cycles. Further, an empirical study of the express delivery industry in China is conducted at four points of time (the year of 2008, 2010, 2012, and 2013) to verify the feasibility of the method. This study not only provides a quantitative method for forecasting the dynamics of service quality attributes with limited information, but also gives evidence for the existence of alternative life cycles of service quality attributes.
引用
收藏
页码:1437 / 1446
页数:10
相关论文
共 21 条
[1]  
[Anonymous], 2015, J SERV SCI MANAG, DOI DOI 10.4236/JSSM.2015.83034
[2]   Fast fashion sales forecasting with limited data and time [J].
Choi, Tsan-Ming ;
Hui, Chi-Leung ;
Liu, Na ;
Ng, Sau-Fun ;
Yu, Yong .
DECISION SUPPORT SYSTEMS, 2014, 59 :84-92
[3]   Management and forecast of dynamic customer needs: An artificial immune and neural system approach [J].
Chong, Yih Tng ;
Chen, Chun-Hsien .
ADVANCED ENGINEERING INFORMATICS, 2010, 24 (01) :96-106
[4]  
Kano N., 1984, J JAPANESE SOC QUALI, V14, P147, DOI DOI 10.20684/QUALITY.14.2_147
[5]   A new fuzzy concept approach for Kano's model [J].
Lee, Yu-Cheng ;
Huang, Sheng-Yen .
EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (03) :4479-4484
[6]   A GM(1,1) - Markov chain combined model with an application to predict the number of Chinese international airlines [J].
Li, Guo-Dong ;
Yamaguchi, Daisuke ;
Nagai, Masatake .
TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2007, 74 (08) :1465-1481
[7]  
Lofgren Martin, 2011, TQM Journal, V23, P235, DOI 10.1108/17542731111110267
[8]  
Lofgren M., 2008, QUALITY MANAGEMENT J, V15, P59, DOI DOI 10.1080/10686967.2008.11918056
[9]   Contribution to quality research: a literature review of Kano's model from 1998 to 2012 [J].
Luor, Tainyi ;
Lu, Hsi-Peng ;
Chien, Kang-Min ;
Wu, Tzong-Chen .
TOTAL QUALITY MANAGEMENT & BUSINESS EXCELLENCE, 2015, 26 (3-4) :234-247
[10]   Dynamics of service attributes: a test of Kano's theory of attractive quality [J].
Nilsson-Witell, L ;
Fundin, A .
INTERNATIONAL JOURNAL OF SERVICE INDUSTRY MANAGEMENT, 2005, 16 (02) :152-168