Universal structure modeling approach to customer satisfaction index

Purpose – Previous researches have proven that customer satisfaction and loyalty are affected by complicated relationships and are challenging to European customer satisfaction index (ECSI) model. Existing approaches mostly limit their hypotheses to linear relationships, which hinder much information that would lead to better modeling and understanding the relationship between customer satisfaction and loyalty. The purpose of this paper is to reveal potential nonlinear and interaction effects that might be embedded in antecedents of ECSI by exemplifying it in Turkish telecommunications sector.Design/methodology/approach – This papar has justified the validity and reliability of the ECSI model implementation in Turk Telekom Company. The path models are tested via conventional structural equation modeling (SEM) and using a novel method, i.e. universal structure modeling with Bayesian neural networks.Findings – The findings of this study reveal that quality has the most important impact on customer satisfact...

[1]  Evangelos Grigoroudis,et al.  A survey of customer satisfaction barometers: Some results from the transportation-communications sector , 2004, Eur. J. Oper. Res..

[2]  David W. Gerbing,et al.  An Updated Paradigm for Scale Development Incorporating Unidimensionality and Its Assessment , 1988 .

[3]  Yurong Xu,et al.  Adopting customer relationship management technology , 2002, Ind. Manag. Data Syst..

[4]  Elazar J. Pedhazur,et al.  Measurement, Design, and Analysis: An Integrated Approach , 1994 .

[5]  Anders H. Westlund,et al.  Customer satisfaction index and its role in quality management , 1998 .

[6]  Selim Zaim,et al.  Measuring the efficiency of customer satisfaction and loyalty for mobile phone brands with DEA , 2012, Expert Syst. Appl..

[7]  T. Andreassen,et al.  The Effect of Corporate Image in the Formation of Customer Loyalty , 1998 .

[8]  Wei Li,et al.  The Political Economy of Privatization and Competition: Cross-Country Evidence from the Telecommunications Sector , 2001 .

[9]  Chao-Ton Su,et al.  Implementation of a customer satisfaction program: a case study , 2002, Ind. Manag. Data Syst..

[10]  R. Kline Principles and practice of structural equation modeling, 2nd ed. , 2005 .

[11]  Richard G. Lomax,et al.  A Beginner's Guide to Structural Equation Modeling , 2022 .

[12]  Y. V. Hui,et al.  Consumer satisfaction index: new practice and findings , 2003 .

[13]  Fred D. Davis,et al.  Developing and Validating an Observational Learning Model of Computer Software Training and Skill Acquisition , 2003, Inf. Syst. Res..

[14]  Jacob Cohen,et al.  Applied multiple regression/correlation analysis for the behavioral sciences , 1979 .

[15]  Kee-hung Lai,et al.  An empirical study of transformational leadership, team performance and service quality in retail banks , 2011 .

[16]  P. Bentler,et al.  Cutoff criteria for fit indexes in covariance structure analysis : Conventional criteria versus new alternatives , 1999 .

[17]  Ling Li Relationships between determinants of hospital quality management and service quality performance--a path analytic model , 1997 .

[18]  R. Oliver A Cognitive Model of the Antecedents and Consequences of Satisfaction Decisions , 1980 .

[19]  C. Fornell,et al.  Customer Satisfaction, Market Share, and Profitability: Findings from Sweden , 1994 .

[20]  Tien-Hsiang Chang,et al.  Did your efforts really win customers' satisfaction? , 2003, Ind. Manag. Data Syst..

[21]  Ali Turkyilmaz,et al.  Development of a customer satisfaction index model: An application to the Turkish mobile phone sector , 2007, Ind. Manag. Data Syst..

[22]  C. Fornell,et al.  Foundations of the American Customer Satisfaction Index , 2000 .

[23]  A. Westlund,et al.  The pan-European customer satisfaction index programme—current work and the way ahead , 2002 .

[24]  K. Kristensen,et al.  Customer satisfaction measurement at Post Denmark: Results of application of the European Customer Satisfaction Index Methodology , 2000 .

[25]  C. Fornell,et al.  A Framework for Comparing Customer Satisfaction across Individuals and Product Categories , 1991 .

[26]  C. Fornell,et al.  The American Customer Satisfaction Index: Nature, Purpose, and Findings , 1996 .

[27]  Dursun Delen,et al.  Development of a structural equation modeling-based decision tree methodology for the analysis of lung transplantations , 2011, Decis. Support Syst..

[28]  Nicole Franziska Richter,et al.  Causal analysis of the internationalization and performance relationship based on neural networks -- advocating the transnational structure , 2009 .

[29]  A. Gustafsson,et al.  The Evolution and Future of National Customer Satisfaction Index Models , 2001 .

[30]  Thorsten Hennig-Thurau,et al.  Identifying Hidden Structures in Marketing's Structural Models Through Universal Structure Modeling An Explorative Bayesian Neural Network Complement to LISREL and PLS , 2008 .

[31]  K. Tan,et al.  Just in time, total quality management, and supply chain management: understanding their linkages and impact on business performance , 2005 .

[32]  Ali Turkyilmaz,et al.  Empirical Study of Public Sector Employee Loyalty and Satisfaction , 2011, Ind. Manag. Data Syst..

[33]  G. Özer,et al.  National customer satisfaction indices: an implementation in the Turkish mobile telephone market , 2005 .

[34]  C. Fornell A National Customer Satisfaction Barometer: The Swedish Experience: , 1992 .

[35]  A. Sohal,et al.  The integration of TQM and technology/R&D management in determining quality and innovation performance , 2006 .