Forecasting Service Quality Dynamics Based on Integrated Method with GM(1,1) Model and Markov Chain
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 quali...
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Faculty of Mechanical Engineering in Slavonski Brod, Faculty of Electrical Engineering in Osijek, Faculty of Civil Engineering in Osijek
2018-01-01
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Online Access: | https://hrcak.srce.hr/file/304786 |
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doaj-b2974ee7e47d49fba124f2b41008426a2020-11-25T01:49:20ZengFaculty of Mechanical Engineering in Slavonski Brod, Faculty of Electrical Engineering in Osijek, Faculty of Civil Engineering in Osijek Tehnički Vjesnik1330-36511848-63392018-01-0125514371446Forecasting Service Quality Dynamics Based on Integrated Method with GM(1,1) Model and Markov ChainQingliang Meng0Zhijie Sasha Dong1Lin He2Jing Dong3School of Management & Economics, Jiangsu University of Science and Technology, 301, Xuefu Road, Zhenjiang, Jiangsu 212 013, ChinaIndustrial Engineering Program, Ingram School of Engineering, Texas State University, 601 University Dr, San Marcos, TX 78666, United StatesSchool of Management & Economics, Jiangsu University of Science and Technology, 301, Xuefu Road, Zhenjiang, Jiangsu 212 013, ChinaSchool of Management & Economics, Jiangsu University of Science and Technology, 301, Xuefu Road, Zhenjiang, Jiangsu 212 013, ChinaDynamics 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.https://hrcak.srce.hr/file/304786dynamics of quality attributesexpress delivery serviceGM(1,1) modelKano modellife cycle of quality attributeMarkov chain |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Qingliang Meng Zhijie Sasha Dong Lin He Jing Dong |
spellingShingle |
Qingliang Meng Zhijie Sasha Dong Lin He Jing Dong Forecasting Service Quality Dynamics Based on Integrated Method with GM(1,1) Model and Markov Chain Tehnički Vjesnik dynamics of quality attributes express delivery service GM(1,1) model Kano model life cycle of quality attribute Markov chain |
author_facet |
Qingliang Meng Zhijie Sasha Dong Lin He Jing Dong |
author_sort |
Qingliang Meng |
title |
Forecasting Service Quality Dynamics Based on Integrated Method with GM(1,1) Model and Markov Chain |
title_short |
Forecasting Service Quality Dynamics Based on Integrated Method with GM(1,1) Model and Markov Chain |
title_full |
Forecasting Service Quality Dynamics Based on Integrated Method with GM(1,1) Model and Markov Chain |
title_fullStr |
Forecasting Service Quality Dynamics Based on Integrated Method with GM(1,1) Model and Markov Chain |
title_full_unstemmed |
Forecasting Service Quality Dynamics Based on Integrated Method with GM(1,1) Model and Markov Chain |
title_sort |
forecasting service quality dynamics based on integrated method with gm(1,1) model and markov chain |
publisher |
Faculty of Mechanical Engineering in Slavonski Brod, Faculty of Electrical Engineering in Osijek, Faculty of Civil Engineering in Osijek |
series |
Tehnički Vjesnik |
issn |
1330-3651 1848-6339 |
publishDate |
2018-01-01 |
description |
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. |
topic |
dynamics of quality attributes express delivery service GM(1,1) model Kano model life cycle of quality attribute Markov chain |
url |
https://hrcak.srce.hr/file/304786 |
work_keys_str_mv |
AT qingliangmeng forecastingservicequalitydynamicsbasedonintegratedmethodwithgm11modelandmarkovchain AT zhijiesashadong forecastingservicequalitydynamicsbasedonintegratedmethodwithgm11modelandmarkovchain AT linhe forecastingservicequalitydynamicsbasedonintegratedmethodwithgm11modelandmarkovchain AT jingdong forecastingservicequalitydynamicsbasedonintegratedmethodwithgm11modelandmarkovchain |
_version_ |
1725007157384970240 |