A new importance-performance analysis approach for customer satisfaction evaluation supporting PSS design

被引:88
作者
Geng, Xiuli [1 ]
Chu, Xuening [1 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
关键词
Product-service system (PSS); Importance performance analysis (IPA); Kano's model; Decision making trial and evaluation laboratory (DEMATEL); Vague sets; PRODUCT-SERVICE SYSTEMS; GROUP DECISION-MAKING; VAGUE SETS; SUPPLIER SELECTION; KANOS MODEL; HONG-KONG; INDUSTRY; DEMATEL; INNOVATION; TOURISM;
D O I
10.1016/j.eswa.2011.08.038
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Product-service system (PSS) design focuses on customer value and satisfaction more than traditional product or service design, and pays much attention to making improvement strategies due to the immaturity of engineering design methodology. Customer satisfaction evaluation attracts PSS providers' attentions in supporting PSS design. Importance-performance analysis (IPA) as an effective customer satisfaction evaluation tool is revised and used to identify PSS improvement strategies in this paper. The new IPA is proposed for three reasons. First, considering the fact that the attribute performance and importance are not independent variables and attribute performance has a nonlinear relationship with the overall satisfaction. Kano's model is integrated into IPA. Second, to overcome the drawbacks of statistic method and artificial neural network (ANN) in obtaining attribute importance implicitly, e.g. requiring sufficient and confident data, and overlooking the attribute original importance about attribute's contributing level to customer value realization, a set of adjustment models are proposed to revise the attributes original importance according to the Kano quality categories of attributes and the levels of attributes performance. Third, considering the mutual influence relationships among attributes, the proposed IPA takes these relationships into account by decision making trial and evaluation laboratory (DEMATEL). In addition, to deal with the uncertainty and vagueness in evaluation process, vague sets are employed in the revised IPA. A case study is carried out to demonstrate the effectiveness of the developed customer satisfaction evaluation approach. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1492 / 1502
页数:11
相关论文
共 48 条
[1]   Importance values for Importance-Performance Analysis: A formula for spreading out values derived from preference rankings [J].
Abalo, Javier ;
Varela, Jesus ;
Manzano, Vicente .
JOURNAL OF BUSINESS RESEARCH, 2007, 60 (02) :115-121
[2]  
[Anonymous], **DROPPED REF**
[3]   Life cycle oriented design of technical Product-Service Systems [J].
Aurich, J. C. ;
Fuchs, C. ;
Wagenknecht, C. .
JOURNAL OF CLEANER PRODUCTION, 2006, 14 (17) :1480-1494
[4]   An approach to life cycle oriented technical service design [J].
Aurich, JC ;
Fuchs, C .
CIRP ANNALS-MANUFACTURING TECHNOLOGY, 2004, 53 (01) :151-154
[5]   A multi-criteria intuitionistic fuzzy group decision making for supplier selection with TOPSIS method [J].
Boran, Fatih Emre ;
Genc, Serkan ;
Kurt, Mustafa ;
Akay, Diyar .
EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (08) :11363-11368
[6]   Using a novel conjunctive MCDM approach based on DEMATEL, fuzzy ANP, and TOPSIS as an innovation support system for Taiwanese higher education [J].
Chen, Jui-Kuei ;
Chen, I-Shuo .
EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (03) :1981-1990
[7]  
Chen Y. -C., 2009, EURO C BONN 2009 JUL, pTA
[8]   Measures and evaluation for environment watershed plans using a novel hybrid MCDM model [J].
Chen, Yi-Chun ;
Lien, Hui-Pang ;
Tzeng, Gwo-Hshiung .
EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (02) :926-938
[9]   An importance-performance analysis of hotel selection factors in the Hong Kong hotel industry: a comparison of business and leisure travellers [J].
Chu, RKS ;
Choi, T .
TOURISM MANAGEMENT, 2000, 21 (04) :363-377
[10]   Back-propagation neural network based importance-performance analysis for determining critical service attributes [J].
Deng, Wei-Jaw ;
Chen, Wen-Chin ;
Pei, Wen .
EXPERT SYSTEMS WITH APPLICATIONS, 2008, 34 (02) :1115-1125