Online information quality and consumer satisfaction: The moderating roles of contextual factors - A meta-analysis

A meta-analysis is conducted of the relation between online IQ and satisfaction.Contextual moderators for the online IQ and satisfaction relation are explored.Website type moderates the relation between online IQ and satisfaction.IQ categories used moderate the relation between online IQ and satisfaction.Respondent characteristics do not moderate the online IQ and satisfaction relation. A meta-analysis involving 42 articles was performed to study the existence of potential contextual moderators of the relationship between information quality (IQ) and consumer satisfaction in the online environment. A moderator analysis involving website type (retail or e-services), sample characteristics (respondent type and respondent origin) and the IQ categories used (representational and non-representational) in articles revealed that whereas website type and IQ categories moderate the relationship between perceived online IQ and consumer satisfaction, sample characteristics do not. Implications of the results for researchers and practitioners and directions of future research are presented.

[1]  D. Reibstein What attracts customers to online stores, and what keeps them coming back? , 2002 .

[2]  HassaneinKhaled,et al.  Online information quality and consumer satisfaction , 2015 .

[3]  Jamie Carlson,et al.  Developing a framework for understanding e‐service quality, its antecedents, consequences, and mediators , 2011 .

[4]  Ki Han Chung,et al.  The effect of site quality on repurchase intention in Internet shopping through mediating variables: The case of university students in South Korea , 2013, Int. J. Inf. Manag..

[5]  Li Zhao,et al.  Information quality and community municipal portal use , 2013, Gov. Inf. Q..

[6]  Martin J. Eppler Managing Information Quality , 2003 .

[7]  Ellen M. Whitener,et al.  Confusion of confidence intervals and credibility intervals in meta-analysis. , 1990 .

[8]  Vincent Cho,et al.  Comparing e-Learning tools' success: The case of instructor-student interactive vs. self-paced tools , 2011, Comput. Educ..

[9]  Younghwa Lee,et al.  The Technology Acceptance Model: Past, Present, and Future , 2003, Commun. Assoc. Inf. Syst..

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

[11]  Cheolho Yoon,et al.  Antecedents of customer satisfaction with online banking in China: The effects of experience , 2010, Comput. Hum. Behav..

[12]  Ping Zhang,et al.  Expectations and rankings of Web site quality features: results of two studies on user perceptions , 2001, Proceedings of the 34th Annual Hawaii International Conference on System Sciences.

[13]  Robert S. Taylor,et al.  Value-Added Processes in Information Systems , 1987 .

[14]  Paul Jen-Hwa Hu,et al.  Modeling Citizen Satisfaction with Mandatory Adoption of an E-Government Technology , 2011, J. Assoc. Inf. Syst..

[15]  C. Prahalad,et al.  The new meaning of quality in the information age. , 1999, Harvard business review.

[16]  Janjaap Semeijn,et al.  E‐services and offline fulfilment: how e‐loyalty is created , 2005 .

[17]  Rajeev Sharma,et al.  The Contingent Effects of Training, Technical Complexity, and Task Interdependence on Successful Information Systems Implementation , 2007, MIS Q..

[18]  N. Roberts,et al.  Value-added processes in information systems , 1986 .

[19]  Peter K. Mills,et al.  Perspectives on the Technology of Service Operations , 1982 .

[20]  Milena M. Head,et al.  Manipulating perceived social presence through the web interface and its impact on attitude towards online shopping , 2007, Int. J. Hum. Comput. Stud..

[21]  Richard Y. Wang,et al.  Quality information and knowledge , 1998 .

[22]  Marti A. Hearst,et al.  Empirically validated web page design metrics , 2001, CHI.

[23]  Varun Grover,et al.  Forecasting the Next 50 Years in Information Technology , 1996, DATB.

[24]  Sevgi Özkan,et al.  Multi-dimensional students' evaluation of e-learning systems in the higher education context: An empirical investigation , 2009, Comput. Educ..

[25]  Rong-An Shang,et al.  The effects of information overload on consumers' subjective state towards buying decision in the internet shopping environment , 2009, Electron. Commer. Res. Appl..

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

[27]  Peter B. Seddon A Respecification and Extension of the DeLone and McLean Model of IS Success , 1997, Inf. Syst. Res..

[28]  Robert Rosenthal,et al.  WRITING META-ANALYTIC REVIEWS , 1995 .

[29]  H. T. Reynolds,et al.  The analysis of cross-classifications , 1977 .

[30]  Ping Zhang,et al.  Satisfiers and dissatisfiers: a two-factor model for website design and evaluation , 2000 .

[31]  Guilherme D Pires,et al.  Testing of a model evaluating e-Government portal acceptance and satisfaction , 2010 .

[32]  M. Eid Determinants of E-Commerce Customer Satisfaction, Trust, and Loyalty in Saudi Arabia , 2011 .

[33]  Besiki Stvilia,et al.  Disorderly reasoning in information design , 2009 .

[34]  Barbara Wixom,et al.  Antecedents of Information and System Quality: An Empirical Examination Within the Context of Data Warehousing , 2005, J. Manag. Inf. Syst..

[35]  Albert L. Lederer,et al.  A Meta-Analysis of the Role of Environment-Based Voluntariness in Information Technology Acceptance , 2009, MIS Q..

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

[37]  Jinwoo Kim,et al.  Businesses as Buildings: Metrics for the Architectural Quality of Internet Businesses , 2002, Inf. Syst. Res..

[38]  Tom Stewart,et al.  Usability , 2009, Behav. Inf. Technol..

[39]  Li Jiang,et al.  Trust and Electronic Government Success: An Empirical Study , 2008, J. Manag. Inf. Syst..

[41]  Hsiu-Fen Lin,et al.  The Impact of Website Quality Dimensions on Customer Satisfaction in the B2C E-commerce Context , 2007 .

[42]  Ephraim R. McLean,et al.  Information Systems Success: The Quest for the Independent Variables , 2013, J. Manag. Inf. Syst..

[43]  Alan R. Dennis,et al.  Understanding Fit and Appropriation Effects in Group Support Systems via Meta-Analysis , 2001, MIS Q..

[44]  K. C. Ling,et al.  Evaluating Factors Influencing Consumer Satisfaction towards Online Shopping in China , 2012 .

[45]  Nicholas J. Ashill,et al.  An examination of the relationship between service quality dimensions, overall internet banking service quality and customer satisfaction: A New Zealand study , 2009 .

[46]  Qingxiong Ma,et al.  The Technology Acceptance Model: A Meta-Analysis of Empirical Findings , 2004, J. Organ. End User Comput..

[47]  Heiner Evanschitzky,et al.  E-satisfaction: a re-examination , 2004 .

[48]  Charles Chowa,et al.  Information System Success: Individual and Organizational Determinants , 2006, Manag. Sci..

[49]  Carlos Flavián Blanco,et al.  Effects of visual and textual information in online product presentations: looking for the best combination in website design , 2010, Eur. J. Inf. Syst..

[50]  Moshe Zviran,et al.  User satisfaction from commercial web sites: The effect of design and use , 2006, Inf. Manag..

[51]  M. Rosenberg,et al.  THE FILE‐DRAWER PROBLEM REVISITED: A GENERAL WEIGHTED METHOD FOR CALCULATING FAIL‐SAFE NUMBERS IN META‐ANALYSIS , 2005, Evolution; international journal of organic evolution.

[52]  D. Whetten An Examination of the Interface between Context and Theory Applied to the Study of Chinese Organizations , 2009, Management and Organization Review.

[53]  Jacob Cohen,et al.  A power primer. , 1992, Psychological bulletin.

[54]  Kallol Kumar Bagchi,et al.  Using SERVQUAL to assess the quality of e-learning experience , 2011, Comput. Hum. Behav..

[55]  Mu-Chen Chen,et al.  The impact of website quality on customer satisfaction and purchase intention: perceived playfulness and perceived flow as mediators , 2012, Inf. Syst. E Bus. Manag..

[56]  Qinghua Zhu,et al.  A meta-analysis of the impact of trust on technology acceptance model: Investigation of moderating influence of subject and context type , 2011, Int. J. Inf. Manag..

[57]  Peter B. Seddon,et al.  A Partial Test and Development of Delone and Mclean's Model of IS Success , 1996, Australas. J. Inf. Syst..

[58]  Yu-Kai Huang,et al.  Applying Importance-performance Analysis to Evaluate Logistics Service Quality for Online Shopping among Retailing Delivery , 2009, Int. J. Electron. Bus. Manag..

[59]  Matthew K. O. Lee,et al.  The structure of Web-based information systems satisfaction: Testing of competing models , 2008, J. Assoc. Inf. Sci. Technol..

[60]  Fatemeh Zahedi,et al.  The Measurement of Web-Customer Satisfaction: An Expectation and Disconfirmation Approach , 2002, Inf. Syst. Res..

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

[62]  Adel M. Aladwani An empirical test of the link between web site quality and forward enterprise integration with web consumers , 2006, Bus. Process. Manag. J..

[63]  Hsi-Peng Lu,et al.  The impact of individual differences on e-learning system satisfaction: A contingency approach , 2010, Br. J. Educ. Technol..

[64]  Ephraim R. McLean,et al.  A meta-analytic assessment of the DeLone and McLean IS success model: An examination of IS success at the individual level , 2009, Inf. Manag..

[65]  Ephraim R. McLean,et al.  Information Systems Success: The Quest for the Dependent Variable , 1992, Inf. Syst. Res..

[66]  Kallol Kumar Bagchi,et al.  An assessment of customers' e-service quality perception, satisfaction and intention , 2010, Int. J. Inf. Manag..

[67]  Elfi Furtmueller,et al.  Using grounded theory as a method for rigorously reviewing literature , 2013, Eur. J. Inf. Syst..

[68]  L. Hedges,et al.  The Handbook of Research Synthesis , 1995 .

[69]  Age , 2000, BMJ : British Medical Journal.

[70]  Diane M. Strong,et al.  Beyond Accuracy: What Data Quality Means to Data Consumers , 1996, J. Manag. Inf. Syst..

[71]  H. R. Rao,et al.  A multidimensional trust formation model in B-to-C e-commerce: a conceptual framework and content analyses of academia/practitioner perspectives , 2005, Decision Support Systems.

[72]  Blanca Hernández,et al.  Age, gender and income: do they really moderate online shopping behaviour? , 2011 .

[73]  Young Ha,et al.  Role of web site design quality in satisfaction and word of mouth generation , 2012 .

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

[75]  Peter A. Bamberger,et al.  From the Editors Beyond Contextualization: Using Context Theories to Narrow the Micro-Macro Gap in Management Research , 2008 .

[76]  Dianne Cyr,et al.  Beyond Trust: Web Site Design Preferences Across Cultures , 2005, J. Glob. Inf. Manag..

[77]  Soo Young Rieh Judgement of information quality and cognitive authority in the Web , 2002 .

[78]  Angelika Dimoka,et al.  On Product Uncertainty in Online Markets: Theory and Evidence , 2011, MIS Q..

[79]  Ting-Peng Liang,et al.  Effects of electronic commerce models and industrial characteristics on firm performance , 2004, Ind. Manag. Data Syst..

[80]  Chao-Min Chiu,et al.  Understanding e-learning continuance intention: An extension of the Technology Acceptance Model , 2006, Int. J. Hum. Comput. Stud..

[81]  S. Lennon,et al.  The effects of visual and verbal information on attitudes and purchase intentions in internet shopping , 2008 .

[82]  David M. Szymanski,et al.  E-satisfaction: an initial examination , 2000 .

[83]  Mei-Chen Lo,et al.  The assessment of the information quality with the aid of multiple criteria analysis , 2009, Eur. J. Oper. Res..

[84]  L. Stoel,et al.  Apparel retailers: website quality dimensions and satisfaction , 2004 .

[85]  Narayan Ramasubbu,et al.  Designing Web Sites for Customer Loyalty Across Business Domains: A Multilevel Analysis , 2006, J. Manag. Inf. Syst..

[86]  L. Hedges Estimation of effect size from a series of independent experiments. , 1982 .

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

[88]  Md. Nor Hayati Tahir,et al.  Website Quality and Consumer Online Purchase Intention of Air Ticket , 2009 .

[89]  Soo Young Rieh,et al.  Credibility: A multidisciplinary framework , 2007, Annu. Rev. Inf. Sci. Technol..

[90]  Wen-Yu Tsao,et al.  The fitness of product information: Evidence from online recommendations , 2013, Int. J. Inf. Manag..

[91]  J. R. Landis,et al.  The measurement of observer agreement for categorical data. , 1977, Biometrics.

[92]  Elmer V. Bernstam,et al.  Instruments to assess the quality of health information on the World Wide Web: what can our patients actually use? , 2005, Int. J. Medical Informatics.

[93]  Soo Young Rieh Judgment of information quality and cognitive authority in the Web , 2002, J. Assoc. Inf. Sci. Technol..

[94]  William R. King,et al.  A meta-analysis of the technology acceptance model , 2006, Inf. Manag..

[95]  Daniel Neagu,et al.  Information Quality Framework for e-Learning Systems , 2010 .

[96]  Michael Khaled Bliemel,et al.  Consumer Satisfaction with Online Health Information Retrieval: A Model and Empirical Study , 2007 .

[97]  Khaled Hassanein,et al.  Consumers' Satisfaction With Online Information Quality: The Moderating Roles Of Consumer Decision-Making Style, Gender And Product Involvement , 2013, ECIS.

[98]  Soo Young Rieh,et al.  Credibility: A multidisciplinary framework , 2007 .

[99]  Richard A. Spreng,et al.  A Reexamination of the Determinants of Consumer Satisfaction , 1996 .

[100]  C. Fornell,et al.  Why Do Customer Relationship Management Applications Affect Customer Satisfaction? , 2005 .

[101]  William J. Kettinger,et al.  Understanding the consequences of information systems service quality on IS service reuse , 2009, Inf. Manag..

[102]  D. Rubin,et al.  Comparing Effect Sizes of Independent Studies , 1982 .

[103]  Soo Young Rieh,et al.  Developing a unifying framework of credibility assessment: Construct, heuristics, and interaction in context , 2008, Inf. Process. Manag..

[104]  Mohamed Khalifa,et al.  Effects of Electronic Customer Relationship Management on Customer Satisfaction: A Temporal Model , 2005, Proceedings of the 38th Annual Hawaii International Conference on System Sciences.

[105]  Reijo Savolainen,et al.  Judging the quality and credibility of information in Internet discussion forums , 2011, J. Assoc. Inf. Sci. Technol..

[106]  Arun Rai,et al.  Assessing the Validity of IS Success Models: An Empirical Test and Theoretical Analysis , 2002, Inf. Syst. Res..

[107]  Joon Koh,et al.  A Comparison of Online Trust Building Factors between Potential Customers and Repeat Customers , 2004, J. Assoc. Inf. Syst..

[108]  Diane M. Strong,et al.  AIMQ: a methodology for information quality assessment , 2002, Inf. Manag..

[109]  Charles J. Kacmar,et al.  Factors of Information Credibility for an Internet Advice Site , 2006, Proceedings of the 39th Annual Hawaii International Conference on System Sciences (HICSS'06).

[110]  Robert E. Crossler,et al.  Privacy in the Digital Age: A Review of Information Privacy Research in Information Systems , 2011, MIS Q..

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

[112]  Glenn B. Voss,et al.  Determinants of online channel use and overall satisfaction with a relational, multichannel service provider , 2003 .

[113]  Mohamed Khalifa,et al.  Satisfaction with Internet-Based Services: The Role of Expectations and Desires , 2002, Int. J. Electron. Commer..

[114]  Prashant C. Palvia,et al.  Developing and validating an instrument for measuring user-perceived web quality , 2002, Inf. Manag..

[115]  L. Hedges,et al.  The Handbook of Research Synthesis , 1995 .

[116]  Richard A. Spreng,et al.  Modeling the determinants of customer satisfaction for business-to-business professional services , 1997 .

[117]  Rajeev Sharma,et al.  The Contingent Effects of Management Support and Task Interdependence on Successful Information Systems Implementation , 2003, MIS Q..

[118]  Kun Chang Lee,et al.  Transfer From Offline Trust to Key Online Perceptions: An Empirical Study , 2007, IEEE Transactions on Engineering Management.

[119]  Weng Marc Lim,et al.  E-shopping: An Analysis of the Uses and Gratifications Theory , 2012 .

[120]  P. Kalbfleisch Credibility for the 21st Century: Integrating Perspectives on Source, Message, and Media Credibility in the Contemporary Media Environment , 2003 .

[121]  Chandler Stolp,et al.  Summing Up: The Science of Reviewing Research , 1984 .

[122]  L. Stoel,et al.  Online apparel retailing: roles of e‐shopping quality and experiential e‐shopping motives , 2012 .

[123]  Ephraim R. McLean,et al.  Measuring information systems success: models, dimensions, measures, and interrelationships , 2008, Eur. J. Inf. Syst..

[124]  Peter B. Seddon,et al.  A Partial Test and Development of the DeLone and McLean Model of IS Success , 1994, ICIS.

[125]  Gurpreet Dhillon,et al.  A Framework and Guidelines for Context-Specific Theorizing in Information Systems Research , 2014, Inf. Syst. Res..

[126]  Spiros Gounaris,et al.  An examination of the effects of service quality and satisfaction on customers' behavioral intentions in e‐shopping , 2010 .

[127]  Dianne Cyr,et al.  Modeling Web Site Design Across Cultures: Relationships to Trust, Satisfaction, and E-Loyalty , 2008, J. Manag. Inf. Syst..

[128]  Khawaja Asjad Saeed,et al.  Toward an Integrative Framework for Online Consumer Behavior Research: A Meta-Analysis Approach , 2003, J. Organ. End User Comput..

[129]  Ephraim R. McLean,et al.  Information systems success revisited , 2002, Proceedings of the 35th Annual Hawaii International Conference on System Sciences.

[130]  S. E. Colesca,et al.  Adoption and use of E-Government services: The case of Romania , 2008 .

[131]  Fang Gao,et al.  An empirical study of online shopping customer satisfaction in China: a holistic perspective , 2008 .

[132]  Woong-Kyu Lee,et al.  The relationship of e-Learner's self-regulatory efficacy and perception of e-Learning environmental quality , 2008, Comput. Hum. Behav..

[133]  Sammy W. Pearson,et al.  Development of a Tool for Measuring and Analyzing Computer User Satisfaction , 1983 .

[134]  Jens-Erik Mai,et al.  The quality and qualities of information , 2013, J. Assoc. Inf. Sci. Technol..

[135]  G. Jin,et al.  Price, Quality and Reputation: Evidence from an Online Field Experiment , 2006 .

[136]  Miriam J. Metzger Making sense of credibility on the Web: Models for evaluating online information and recommendations for future research , 2007, J. Assoc. Inf. Sci. Technol..

[137]  Oded Nov,et al.  Information Quality in Wikipedia: The Effects of Group Composition and Task Conflict , 2011, J. Manag. Inf. Syst..

[138]  Gitte Lindgaard,et al.  What is this evasive beast we call user satisfaction? , 2003, Interact. Comput..

[139]  Chao-Min Chiu,et al.  Examining the integrated influence of fairness and quality on learners’ satisfaction and Web‐based learning continuance intention , 2007, Inf. Syst. J..

[140]  Mohamed Khalifa,et al.  Online consumer retention: contingent effects of online shopping habit and online shopping experience , 2007, Eur. J. Inf. Syst..

[141]  G. Johnson The essential impact of context on organizational behavior , 2006 .

[142]  Szu-Yuan Sun,et al.  Usability, quality, value and e-learning continuance decisions , 2005, Comput. Educ..

[143]  Jong-Chul Oh,et al.  A structural approach to examine the quality attributes of e‐shopping malls using the Kano model , 2012 .

[144]  John H. Heinrichs,et al.  Testing a MIMIC model of e‐shopping site usage , 2009 .

[145]  Mark I. H. Hwang,et al.  The use of meta-analysis in MIS research: promises and problems , 1996, DATB.

[146]  Monideepa Tarafdar,et al.  Determinants of Reach and Loyalty — A Study of Website Performance and Implications for Website Design , 2008, J. Comput. Inf. Syst..

[147]  Chulmo Koo,et al.  Website Quality, Expectation, Confirmation, and End User Satisfaction: The Knowledge-Intensive Website of the Korean National Cancer Information Center , 2011, Journal of medical Internet research.

[148]  United Arab Emirates,et al.  The role of information technology in e-learning systems success , 2012 .

[149]  Weiguo Fan,et al.  Examining the Success of Websites beyond E-Commerce: An Extension of the is Success Model , 2009, J. Comput. Inf. Syst..

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

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

[152]  Viswanath Venkatesh,et al.  Assessing a Firm's Web Presence: A Heuristic Evaluation Procedure for the Measurement of Usability , 2002, Inf. Syst. Res..

[153]  Chung-Hung Tsai,et al.  The E-Commerce Model of Health Websites: An Integration of Web Quality, Perceived Interactivity, and Web Outcomes , 2011, J. Networks.

[154]  Gitte Lindgaard,et al.  Aesthetics, Visual Appeal, Usability and User Satisfaction: What Do the User's Eyes Tell the User's Brain? , 2007 .