Pacific Asia Conference on Information Systems ( PACIS ) 2014 TRUST IN ELECTRONIC-SERVICE PROVIDERS : A META-ANALYSIS OF ANTECEDENTS

Consumers' trust beliefs are considered amongst the most important psychological states influencing their online behaviour. Understanding the antecedents of consumer trust is thus of both academic and practical interest. Research into these antecedents has however been disconnected, and has not been integrated to provide an answer as to which are the most significant antecedents of trust. To address this problem, we synthesized the antecedents of trust in e-service through a meta-analysis of 59 previously published studies. The findings showed that structural assurance (STA), reputation (REP), and perceived usefulness (PU) demonstrate the strongest effect sizes on trust. Furthermore, vendor size (SIZ) and privacy protection (PRC) also affect trust, but to a lesser degree. We considered explanations for identified heterogeneity in effect sizes through moderator analysis. We found that cultural context of the study moderated all the effect sizes, and certain effect sizes were also moderated by factors such as the type of e-service and the use of student samples. Results are important to guiding future e-services research.

[1]  Ephraim R. McLean,et al.  The DeLone and McLean Model of Information Systems Success: A Ten-Year Update , 2003, J. Manag. Inf. Syst..

[2]  G. Hofstede,et al.  Cultures and Organizations: Software of the Mind , 1991 .

[3]  Hyunsun Park,et al.  Effects of various characteristics of social commerce (s-commerce) on consumers' trust and trust performance , 2013, Int. J. Inf. Manag..

[4]  Eric T. G. Wang,et al.  Understanding Customers' Satisfaction and Repurchase Intentions: An Integration of IS Success Model, Trust, and Justice , 2011, Internet Res..

[5]  S. Hunt,et al.  The Commitment-Trust Theory of Relationship Marketing , 1994 .

[6]  Janice Lo,et al.  Privacy Concern, Locus of Control, and Salience in a Trust-Risk Model of Information Disclosure on Social Networking Sites , 2010, AMCIS.

[7]  Gi Mun Kim,et al.  Understanding dynamics between initial trust and usage intentions of mobile banking , 2009, Inf. Syst. J..

[8]  Catherine E. Connelly,et al.  In Justice We Trust: Predicting User Acceptance of E-Customer Services , 2008, J. Manag. Inf. Syst..

[9]  Jaeki Song,et al.  Dynamics of Trust Revision: Using Health Infomediaries , 2008, J. Manag. Inf. Syst..

[10]  Xin Luo,et al.  Examining multi-dimensional trust and multi-faceted risk in initial acceptance of emerging technologies: An empirical study of mobile banking services , 2010, Decis. Support Syst..

[11]  Charles J. Kacmar,et al.  The impact of initial consumer trust on intentions to transact with a web site: a trust building model , 2002, J. Strateg. Inf. Syst..

[12]  R. Chellappa Consumers ’ Trust in Electronic Commerce Transactions : The Role of Perceived Privacy and Perceived Security 1 Introduction , 2007 .

[13]  D. Gefen,et al.  E-commerce: the role of familiarity and trust , 2000 .

[14]  Ankit Kesharwani,et al.  The impact of trust and perceived risk on internet banking adoption in India : An extension of technology acceptance model , 2022 .

[15]  D. Harrison McKnight,et al.  Perceived Information Quality in Data Exchanges: Effects on Risk, Trust, and Intention to Use , 2006, Inf. Syst. Res..

[16]  Shumaila Y. Yousafzai,et al.  Multi-dimensional role of trust in Internet banking adoption , 2009 .

[17]  Ewald A. Kaluscha,et al.  Empirical research in on-line trust: a review and critical assessment , 2003, Int. J. Hum. Comput. Stud..

[18]  Dauw-Song Zhu Mr . Risk ! Please Trust Me : Trust Antecedents that Increase Online Consumer Purchase Intention , 2012 .

[19]  Shyh-Rong Fang,et al.  ANTECEDENTS AND DISTINCTIONS BETWEEN ONLINE TRUST AND DISTRUST: PREDICTING HIGH- AND LOW-RISK INTERNET BEHAVIORS , 2013 .

[20]  Shaobo Ji,et al.  An Empirical Study on Mobile Banking Adoption: The Role of Trust , 2009, 2009 Second International Symposium on Electronic Commerce and Security.

[21]  Panagiotis Georgiadis,et al.  Barriers to Electronic Service Development , 2005 .

[22]  A. Adam Whatever happened to information systems ethics? Caught between the devil and the deep blue sea , 2004 .

[23]  Sirkka L. Jarvenpaa,et al.  Consumer trust in an Internet store , 2000, Inf. Technol. Manag..

[24]  Scott Dick,et al.  Consumer trust in e-commerce web sites , 2011, ACM Comput. Surv..

[25]  Naresh K. Malhotra,et al.  Internet Users' Information Privacy Concerns (IUIPC): The Construct, the Scale, and a Causal Model , 2004, Inf. Syst. Res..

[26]  Patrick Curry,et al.  Consumer Risk: The Importance of Privacy and Security while Connected to Wi-Fi Hotspots: Does Location Matter? , 2011, AMCIS.

[27]  Y. Aharoni Cultures and Organizations: Software of the Mind , 1992 .

[28]  Jie Lu Measuring Costs/Benefits of E-Business Applications & Customer Satisfaction , 2001 .

[29]  Paul A. Pavlou,et al.  Consumer Acceptance of Electronic Commerce: Integrating Trust and Risk with the Technology Acceptance Model , 2003, Int. J. Electron. Commer..

[30]  Tao Zhou,et al.  Examining mobile banking user adoption from the perspectives of trust and flow experience , 2012, Inf. Technol. Manag..

[31]  K. Chung,et al.  The antecedents and consequents of relationship quality in internet shopping , 2010 .

[32]  Deborah E. Rupp,et al.  Employee Justice Across Cultures , 2013 .

[33]  Stuart J. Barnes,et al.  Initial trust and online buyer behaviour , 2007, Ind. Manag. Data Syst..

[34]  L. Hedges,et al.  Statistical Methods for Meta-Analysis , 1987 .

[35]  R. Rosenthal The file drawer problem and tolerance for null results , 1979 .

[36]  Sandra Streukens,et al.  Comfort your online customer: quality, trust and loyalty on the internet , 2004 .

[37]  H. Raghav Rao,et al.  A trust-based consumer decision-making model in electronic commerce: The role of trust, perceived risk, and their antecedents , 2008, Decis. Support Syst..

[38]  Carla Ruiz-Mafé,et al.  Key drivers of internet banking services use , 2009, Online Inf. Rev..

[39]  Margôt Kuttschreuter,et al.  Perceived usefulness, personal experiences, risk perception and trust as determinants of adoption of e-government services in The Netherlands , 2007, Comput. Hum. Behav..

[40]  Xin Li,et al.  Why do we trust new technology? A study of initial trust formation with organizational information systems , 2008, J. Strateg. Inf. Syst..

[41]  Izak Benbasat,et al.  Special Issue: Trust in Online Environments , 2008, J. Manag. Inf. Syst..

[42]  Huei Huang Kuan,et al.  Trust transference in brick and click retailers: An investigation of the before-online-visit phase , 2007, Inf. Manag..

[43]  David Gefen,et al.  Managing User Trust in B2C e-Services , 2003 .

[44]  Matti Mäntymäki,et al.  Culture And Student Samples As Moderators Of Continued IT Usage: A Meta-Analysis Of IS Continuance Literature , 2011, PACIS.

[45]  Norizan M. Kassim,et al.  Investigating the complex drivers of loyalty in e-commerce settings , 2009 .

[46]  Vincenzo Russo,et al.  Privacy calculus model in e-commerce – a study of Italy and the United States , 2006, Eur. J. Inf. Syst..

[47]  Chao Wen,et al.  An Integrated Model for Customer Online Repurchase Intention , 2011, J. Comput. Inf. Syst..

[48]  Shuiqing Yang,et al.  Dynamics between the trust transfer process and intention to use mobile payment services: A cross-environment perspective , 2011, Inf. Manag..

[49]  Detmar W. Straub,et al.  Trust and TAM in Online Shopping: An Integrated Model , 2003, MIS Q..

[50]  Izak Benbasat,et al.  The Effects of Personalizaion and Familiarity on Trust and Adoption of Recommendation Agents , 2006, MIS Q..

[51]  Yulin Fang,et al.  Understanding online customer repurchasing intention and the mediating role of trust – an empirical investigation in two developed countries , 2009, Eur. J. Inf. Syst..

[52]  Detmar W. Straub,et al.  Critical themes in electronic commerce research: a meta-analysis , 2005, J. Inf. Technol..

[53]  Jaesung Park,et al.  The effects of internet shoppers' trust on their purchasing intention in China , 2007 .

[54]  J. Rotter A new scale for the measurement of interpersonal trust. , 1967, Journal of personality.

[55]  Kai H. Lim,et al.  Web strategies to promote internet shopping: is cultural-customization needed? , 2009 .

[56]  Detmar W. Straub,et al.  Inexperience and experience with online stores: the importance of TAM and trust , 2003, IEEE Trans. Engineering Management.

[57]  Rita Walczuch,et al.  Psychological antecedents of institution-based consumer trust in e-retailing , 2004, Inf. Manag..

[58]  Martin Wetzels,et al.  A meta-analysis of the technology acceptance model: Investigating subjective norm and moderation effects , 2007, Inf. Manag..

[59]  M.H.P. Kleijnen,et al.  Customer adoption of e‐service: an experimental study , 2001 .

[60]  Hock-Hai Teo,et al.  AIS Electronic , 2013 .

[61]  Rolph E. Anderson,et al.  Customer loyalty in e-commerce: an exploration of its antecedents and consequences , 2002 .

[62]  Paul A. Pavlou,et al.  Predicting E-Services Adoption: A Perceived Risk Facets Perspective , 2002, Int. J. Hum. Comput. Stud..

[63]  Devon S. Johnson Achieving customer value from electronic channels through identity commitment, calculative commitment, and trust in technology , 2007 .

[64]  Dai-Yon Cho,et al.  Analysis of Trust in Internet and Mobile Commerce Adoption , 2007, 2007 40th Annual Hawaii International Conference on System Sciences (HICSS'07).

[65]  Norizan M. Kassim,et al.  The effect of perceived service quality dimensions on customer satisfaction, trust, and loyalty in e‐commerce settings , 2010 .

[66]  Han Yi,et al.  Trust and e-commerce: a study of consumer perceptions , 2003, Electron. Commer. Res. Appl..

[67]  Sarah Spiekermann,et al.  SOCIAL NETWORKS : WHY WE DISCLOSE , 2012 .

[68]  Ardion Beldad,et al.  How shall I trust the faceless and the intangible? A literature review on the antecedents of online trust , 2010, Comput. Hum. Behav..

[69]  France Bélanger,et al.  Trust and Risk in eGovernment Adoption , 2008, AMCIS.

[70]  Sang-Chul Lee,et al.  Determinants of behavioral intention to mobile banking , 2009, Expert Syst. Appl..

[71]  Shalini Chandra,et al.  of the Association , 2018 .

[72]  Richard G. Klein,et al.  Internet-Based Patient-Physician Electronic Communication Applications: Patient Acceptance and Trust , 2007 .

[73]  Chao‐Min Chiu,et al.  Determinants of customer repurchase intention in online shopping , 2009, Online Inf. Rev..

[74]  Aleda V. Roth,et al.  E-services: operating strategy—a case study and a method for analyzing operational benefits , 2002 .

[75]  Jennifer E. Rowley,et al.  An analysis of the e-service literature: towards a research agenda , 2006, Internet Res..

[76]  Helen Kelley,et al.  Research Commentary - Generalizability of Information Systems Research Using Student Subjects - A Reflection on Our Practices and Recommendations for Future Research , 2012, Inf. Syst. Res..

[77]  Vincent Cho,et al.  A study of the roles of trusts and risks in information-oriented online legal services using an integrated model , 2006, Inf. Manag..

[78]  Ching-I Teng,et al.  A comprehensive model of the effects of online store image on purchase intention in an e-commerce environment , 2013, Electronic Commerce Research.

[79]  Pei-Ling Hsieh,et al.  Perceived opportunism (PO) in e‐return service encounters , 2013 .

[80]  Ahsan Ali Chaudhri,et al.  Do Consumers Trust Mobile Service Advertising , 2011 .

[81]  Richard D. Johnson,et al.  Concern for Information Privacy and Online Consumer Purchasing , 2006, J. Assoc. Inf. Syst..

[82]  H. Raghav Rao,et al.  Trust and Satisfaction, Two Stepping Stones for Successful E-Commerce Relationships: A Longitudinal Exploration , 2009, Inf. Syst. Res..

[83]  Paul A. Pavlou,et al.  Building Effective Online Marketplaces with Institution-Based Trust , 2004, Inf. Syst. Res..

[84]  Chun-Yao Huang,et al.  A benefit–cost perspective of the consumer adoption of the mobile banking system , 2010, Behav. Inf. Technol..

[85]  Thompson S. H. Teo,et al.  Consumer trust in e-commerce in the United States, Singapore and China , 2007 .

[86]  Paul A. Pavlou,et al.  Psychological Contract Violation in Online Marketplaces: Antecedents, Consequences, and Moderating Role , 2005, Inf. Syst. Res..

[87]  Mary Ann Eastlick,et al.  Cognitive and institutional predictors of initial trust toward an online retailer , 2011 .

[88]  Anol Bhattacherjee,et al.  Individual Trust in Online Firms: Scale Development and Initial Test , 2002, J. Manag. Inf. Syst..

[89]  Jun He,et al.  Understanding the Sources and Impacts of Trust in E-Commerce: a Meta-Analysis , 2011, AMCIS.

[90]  David Gefen,et al.  The impact of personal dispositions on information sensitivity, privacy concern and trust in disclosing health information online , 2010, Decis. Support Syst..

[91]  Izak Benbasat,et al.  Trust In and Adoption of Online Recommendation Agents , 2005, J. Assoc. Inf. Syst..

[92]  Tamara Dinev,et al.  An Extended Privacy Calculus Model for E-Commerce Transactions , 2006, Inf. Syst. Res..

[93]  José Manuel Ortega Egea,et al.  Explaining physicians' acceptance of EHCR systems: An extension of TAM with trust and risk factors , 2011, Comput. Hum. Behav..

[94]  P. Ahmed,et al.  Understanding social commerce adoption: An extension of the Technology Acceptance Model , 2012, 2012 IEEE International Conference on Management of Innovation & Technology (ICMIT).

[95]  Mun Y. Yi,et al.  Untangling the antecedents of initial trust in Web-based health information: The roles of argument quality, source expertise, and user perceptions of information quality and risk , 2013, Decis. Support Syst..

[96]  G. Glass Primary, Secondary, and Meta-Analysis of Research1 , 1976 .

[97]  P. Pavlou INTEGRATING TRUST IN ELECTRONIC COMMERCE WITH THE TECHNOLOGY ACCEPTANCE MODEL: MODEL DEVELOPMENT AND VALIDATION , 2001 .

[98]  William R. King,et al.  Understanding the Role and Methods of Meta-Analysis in IS Research , 2005, Commun. Assoc. Inf. Syst..

[99]  Fu Qiang,et al.  Structural equation modeling (SEM) based trust analysis of Muslim consumers in the collective religion affiliation model in e‐commerce , 2013 .

[100]  Marios Koufaris,et al.  The development of initial trust in an online company by new customers , 2004, Inf. Manag..

[101]  J Hagel,et al.  The coming battle for customer information. , 1997, Harvard business review.

[102]  S. Dibb,et al.  Consumer trust in the online retail context: Exploring the antecedents and consequences , 2010 .

[103]  JinKyu Lee,et al.  Task complexity and different decision criteria for online service acceptance: A comparison of two e-government compliance service domains , 2009, Decis. Support Syst..

[104]  Charles J. Kacmar,et al.  Shifting Factors and the Ineffectiveness of Third Party Assurance Seals: A Two-Stage Model of Initial Trust in a Web Business , 2004, Electron. Mark..

[105]  David Gefen,et al.  Customer Loyalty in E-Commerce , 2002, J. Assoc. Inf. Syst..

[106]  Hao Wang,et al.  Predicting the Usage of P2P Sharing Software: The Role of Trust and Perceived Risk , 2005, Proceedings of the 38th Annual Hawaii International Conference on System Sciences.

[107]  Rathindra Sarathy,et al.  Examining the decision to use standalone personal health record systems as a trust-enabled fair social contract , 2014, Decis. Support Syst..

[108]  Vasilios Katos,et al.  An integrated model for online transactions: illuminating the black box , 2012, Inf. Manag. Comput. Secur..

[109]  Chechen Liao,et al.  Examining the impact of privacy, trust and risk perceptions beyond monetary transactions: An integrated model , 2011, Electron. Commer. Res. Appl..