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A Distributed Cognition Framework to Compare E-Commerce Websites Using Data Envelopment Analysis
Authors: C. lo Storto
Abstract:
This paper presents an approach based on the adoption of a distributed cognition framework and a non parametric multicriteria evaluation methodology (DEA) designed specifically to compare e-commerce websites from the consumer/user viewpoint. In particular, the framework considers a website relative efficiency as a measure of its quality and usability. A website is modelled as a black box capable to provide the consumer/user with a set of functionalities. When the consumer/user interacts with the website to perform a task, he/she is involved in a cognitive activity, sustaining a cognitive cost to search, interpret and process information, and experiencing a sense of satisfaction. The degree of ambiguity and uncertainty he/she perceives and the needed search time determine the effort size – and, henceforth, the cognitive cost amount – he/she has to sustain to perform his/her task. On the contrary, task performing and result achievement induce a sense of gratification, satisfaction and usefulness. In total, 9 variables are measured, classified in a set of 3 website macro-dimensions (user experience, site navigability and structure). The framework is implemented to compare 40 websites of businesses performing electronic commerce in the information technology market. A questionnaire to collect subjective judgements for the websites in the sample was purposely designed and administered to 85 university students enrolled in computer science and information systems engineering undergraduate courses.Keywords: Website, e-commerce, DEA, distributed cognition, evaluation, comparison.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1063016
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[1] R. Agarwal, and V. Venkatesh, "Assessing a firm's Web presence: A heuristic evaluation procedure for the measurement of usability", Information Systems Research, vol. 13, pp. 168-186, 2002.
[2] A.R. Andreasen, "A Taxonomy of Consumer Satisfaction/Dissatisfaction Measures", Journal of Consumer Affairs, vol. 11, n. 2, pp.11-24, 1977.
[3] R.D. Banker, A. Charnes, and W.W. Cooper, "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis", Management Science, vol. 30, n. 9, pp. 1078-1092, 1984.
[4] P. Barber, Applied Cognitive Psychology: An Information-Processing Framework, New York: Methuen, 1988.
[5] C. Bauer, and A. Scharl, "Quantitative evaluation of Web site content and structure", Internet Research: Electronic Networking Applications and Policy, vol. 10, n. 1, pp 31-43, 2000.
[6] W. Bearden, and J. Teel, "Selected determinants of consumer satisfaction and complaint reports", Journal of Marketing Research, vol. 20, pp. 21-28, 1983.
[7] J.R. Bettman, An Information Processing Theory of Consumer Choice, Addison-Wesley, Reading, MA, 1979.
[8] P.H. Bloch, D.L. Sherrell, and N.M. Ridgway, "Consumer search: an extended framework", Journal of Consumer Research, vol. 13, n. 1, pp. 119-126, 1986.
[9] J. Bloomfield, "Visual Search in Complex Fields: Size Differences Between Target Disc and Surrounding Discs", Human Factors, vol. 14, n. 2, pp. 139-148, 1972.
[10] E. Boling, "Usability testing for web sites", available on Internet http://www.indiana.edu/iirg/ARTICLES/usability/usability.main.htm, 1995.
[11] K.B. Bowen, "Website Evaluation: Experimental and Quasiexperimental Design Issues", available on Internet http://trochim.human.cornell.edu/webeval/webexper/webexper.htm, 1986.
[12] A. Boyd, "The goals, questions, indicators, measures (GQIM) approach to the measurement of customer satisfaction with e-commerce Web sites" Aslib Proceedings, vol 54, n. 3, pp. 177-187, 2002.
[13] J.M. Carroll, Interfacing Thought: Cognitive Aspects of Human- Computer Interaction, Cambridge, MA: The MIT Press, 1987.
[14] A. Charnes, W.W. Cooper, and E. Rhodes, "Measuring Efficiency of Decision Making Units", European Journal of Operations Research, vol. 2, n. 6, pp. 429-444, 1978.
[15] A. Clark, Being There: putting brain, body, and world together again, Cambridge, Mass., The MIT Press, 1997.
[16] G. Cooper, "Cognitive load theory as an aid for instructional design", Australian Journal of Educational Technology, vol. 6, n. 2, pp. 108-113, 1990.
[17] J. Cox, and B.G. Dale, "Key quality factors in Web site design and use: An examination", International Journal of Quality & Reliability Management, vol. 19, n. 7, pp 862-888, 2002.
[18] M.E. Crosby, M.K. Iding, and D.N. Chin, "Research on Task Complexity as a Foundation for Augmented Cognition", Proceedings of the 36th Hawaii International Conference on System Sciences (HICSS-03), 2003.
[19] Cunliffe D., "Developing usable Web sites: A review and model", Internet Research: Electronic Networking Application and Policy, vol. 10, n. 4, pp 295-307, 2000.
[20] R.L. Daft, and R.H. Lengel, "Organizational Information Requirements, Media Richness and Structural Design", Management Science, vol. 32, pp. 554-571, 1986.
[21] R.L. Daft, and K.E. Weick, "Toward A Model of Organizations as Interpretation Systems", Academy of Management Review, vol. 9, pp. 284-295, 1984.
[22] A. Day, "A model for monitoring Web site effectiveness", Internet Research: Electronic Networking Applications and Policy, vol. 7, n. 2, pp. 1-9, 1997.
[23] G.M. Dran, P. Zhang, and R. Small, "Quality Web sites: an application of the Kano model to Web-site design", Proceedings of the Fifth Americas Conference on Information Systems, Milwaukee USA, 1999.
[24] C. Drury, M. Clement, and R. Clement, "The Effect of Area, Density, and Number of Background Characters on Visual Search", Human Factors, vol. 20, n. 5, pp. 597-602, 1978.
[25] K.D. Eason, "Towards the experimental study of usability", Behaviour and Information Technology, vol. 3, n. 2, 1984, pp. 133-143.
[26] R. East, Consumer Behavior: Advances and Applications in Marketing, London: Prentice Hall, 1997.
[27] S. Eilon, The Art of Reckoning: Analysis of Performance Criteria, London: Academic Press, 1984.
[28] J.F. Engel, R.D. Blackwell, and P.W. Miniard, Consumer Behavior, Fort Worth, TX: Dryden Press, 1995.
[29] S.E. Engel, and R.E. Granda, "Guidelines for Man/Display Interfaces", IBM Technical Report TR 00.2720, December, Poughkeepsie, NY: IBM, 1975.
[30] M.W. Eysenck, and M.T. Keane, Cognitive psychology: A Student-s Handbook (3rd ed.), Hove, UK: Erlbaum Taylor & Francis, 1995.
[31] M.J. Farrell, "The Measurement of Productive Efficiency", Journal of Royal Statistical Society, A(CXX), pp. 253-281, 1957.
[32] G.T. Fitzelle Jr., and W.M.K. Trochim, "Survey Evaluation of Web Site Instructional Technology: Does It Increase Student Learning?", available on Internet http://trochim.human.cornell.edu/webeval(webques/webques.htm, 1996.
[33] N.V. Flor, and E. Hutchins, "Analyzing Distributed Cognition in Software Teams: A Case Study of Collaborative Programming During Adaptive Software Maintenance", in J. Koenemann-Belliveau, T. Moher., and S. Robertson (eds.) Empirical Studies of Programmers: Fourth Workshop, Norwood, NJ: Ablex, 1992, pp. 36-64.
[34] J.R. Galbraith, Designing Complex Organizations, Reading, MA: Addison-Wesley, 1973.
[35] G. Gay, M. Stefanone, M. Grace-Martin, and H. Hembrooke, "The Effects of Wireless Computing in Collaborative Learning Environments", International Journal of Human-Computer Interaction, vol. 13, n. 2, pp. 257-276, 2001.
[36] P. Guriting, and N.O. Ndubisi, "Borneo online banking: evaluating customer perceptions and behavioural intention", Management Research News, vol. 29 n. 1/2, pp. 6-15, 2006.
[37] J.A. Howard, and J.N. Sheth, The theory of buyer behavior, New York: John Wiley & Sons, Inc, 1969.
[38] E. Hutchins, Cognition in the Wild, Cambridge: The MIT Press, 1995a.
[39] E. Hutchins, "How a cockpit remembers its speeds", Cognitive Science, vol. 19, pp. 126-189, 1995b.
[40] E. Hutchins, and T. Klausen, "Distributed Cognition in an Airline Cockpit", in D. Middleton, and Y. Engeström (eds.) Communication and Cognition at Work, Cambridge, Mass: Cambridge University Press, 1996, pp.15-54.
[41] S.L. Jarvenpaa, and P.A. Todd, "Consumer Reactions to Electronic Shopping on the World Wide Web", Journal of Electronic Commerce, vol. 1, n. 2, pp. 59-88, 1997.
[42] P.W. Jordan, An Introduction to usability, London: Taylor&Francis, 1998.
[43] J. Karat, "Evolving the scope of user-centered design", Comm. ACM, vol. 40, pp. 33-38, 1997.
[44] D. Kirsch, and P. Maglio, "On distinguishing epistemic from pragmatic action", Cognitive Science, vol. 18, pp. 513-549, 1994.
[45] D. Kirsh, "Adapting the Environment Instead of Oneself", Adaptive Behavior, vol. 4, n. 3/4, pp. 415-452, 1996.
[46] D. Kolb, Learning Styles Inventory, Boston: McBer & Co, 1984.
[47] P. Kotzé, "Defining and specifying graphs using formal model-based techniques", South African Computer Journal, vol. 26, pp. 217-221, 2000.
[48] S. Laforet, and X. Li, "Consumers- attitudes towards online and mobile banking in China", International Journal of Bank Marketing, vol. 23, n. 5, pp. 362-380, 2005.
[49] J. Lave, Cognition in practice: Mind, mathematics and culture in everyday life, Cambridge: Cambridge University Press, 1988.
[50] A. Lecerof, and F. Paterno, "Automatic support for usability evaluation", IEEE Transaction on Software Engineering, vol. 24, n. 10, pp. 863 - 888, 1998.
[51] P.H. Lindsay, and D.A. Norman, Human Information Processing: An Introduction to Psychology, 2nd ed., New York: Academic Press, 1977.
[52] G.L. Lohse, and P. Spiller, "Quantifying the effect of the user interface design features on cyberstore traffic and sales", CHI-98 Conference Proceedings, Los Alamitos, CA: ACM Press, 1998.
[53] E.T. Loiacono, "WebQual: a Web quality instrument", Proceedings of the Fifth Americas Conference on Information Systems, Milwaukee, USA, 1999.
[54] R. Merwe, and J. Bekker, "A framework and methodology for evaluating e-commerce Web sites", Internet Research: Electronic Networking Applications and Policy, vol. 13, n. 5, pp. 330-341, 2003.
[55] L. Mich, M. Franch, and L. Gaio, "Evaluating and designing Web site quality", IEEE MultiMedia, vol. 10, n. 1, pp 34-43, 2003.
[56] G.E. Miles, A. Howes, and A. Davies, "A framework for understanding human factors in web-based electronic commerce", International Journal of Human Computer Studies, vol. 52, pp. 131-163, 2000.
[57] G.A. Miller, "The magical number seven, plus or minus two: Some limits on our capacity for processing information", Psychological Review, vol. 63, pp. 81-97, 1956.
[58] S.Y. Mousavi, R. Low, and J. Sweller, "Reducing cognitive load by mixing auditory and visual presentation models", Journal of Educational Psychology, vol. 87, n. 2, pp. 319-334, 1995.
[59] A. Newell, and H. Simon, Human Problem Solving, Prentice Hall, 1972.
[60] F. Nicosia, Consumer Decision Processes: Marketing and Advertising Implications, Prentice Hall, 1966.
[61] J. Nielsen, Usability Engineering, Boston, MA: Academic Press, 1993.
[62] J. Nielsen, Multimedia and hypertext: the Internet and beyond, Boston: AP Professional, 1995.
[63] J. Nielsen, Designing Web Usability: The Practice of Simplicity, Indianapolis, IN: New Riders Publishing, 2000.
[64] J.W. Palmer, "Web site usability, design, and performance metrics", Information Systems Research, vol. 13, n. 2, pp 151-167, 2002.
[65] H.E. Pashler, The Psychology of Attention, Massachusetts: A Bradford Book, The MIT Press, 1998.
[66] N.L. Ping Zhang, "An assessment of human-computer interaction research in management information systems: topics and methods", Computers in Human Behavior, vol. 20, pp. 125-147, 2004.
[67] M. Polanyi, Personal Knowledge: Toward a Post-Critical Philosophy, Chicago, IL: University of Chicago Press, 1958.
[68] R. Radha, and C. Murphy, "Searching Versus Browsing in Hypertext", Hypermedia, vol. 4, n. 1, pp. 1-31, 1992.
[69] Y. Rogers, "New Theoretical approaches for Human-Computer Interaction", Annual Review of Information, Science and Technology, vol. 38, pp. 87-143, 2004.
[70] Y. Rogers, and J. Ellis, "Distributed Cognition: an alternative framework for analysing and explaining collaborative working", Journal of Information Technology, vol. 9, pp. 119-128, 1994.
[71] J.M. Scandura, "Deterministic theorizing in structural learning: Three levels of empiricism", Journal of Structural Learning, vol. 3, pp. 21-53, 1971.
[72] L. Schiffman, D. Bednall, E. Cowley, A. O-Cass, J. Watson, and L. Kanuk, Consumer behaviour (2nd ed). Australia: Pearson Education Australia Pty Ltd, 2001.
[73] H.A. Simon, "Rational decision-making in business organizations", American Economic Review, vol. 69, pp. 495-501, 1979.
[74] H.A. Simon, Models of My Life, Cambridge, MA: MIT Press, 1996.
[75] S. Singh, G. Erwin, and P. Kotzé, "Electronic Business Accepted Practices (e-BAP): Standardion of HCI for E-Commerce in South Africa", Technical Report, UNISA-TR-2001-22, 2001.
[76] R. Solso, Cognitive Psichology, Allyn & Bacon Editions, 1991.
[77] N. Staggers, and A.F. Norcio, "Mental models: concepts for human- computer interaction research", International Journal of Machine Studies, vol. 38, pp. 587-605, 1993.
[78] L.A. Suchman, Plans and situated actions: The problem of human computer interaction, Cambridge: Cambridge University Press, 1987.
[79] J. Sweller, "Cognitive load during problem solving: Effects on learning", Cognitive Science, vol. 12, pp. 257-285, 1988.
[80] J. Sweller, "Cognitive Load Theory, learning difficulty, and instructional design", Learning and Instruction, vol. 4, pp. 295-312, 1994.
[81] L.Y. Toh, and S. Pendse, "An empirical evaluation of Web page design and consumer behaviour", Proceedings of the 1st Annual Collected Workshop on Electronic Commerce, Adelaide Australia, 1997.
[82] A.M. Treisman, and C. Celade, A features integration theory of attention, Cognitive Psychology, vol. 12, pp. 96-136, 1980.
[83] W.M.K. Trochim, and D. Hover, "Mapping Student Views of the Benefits of a Course Website", available on Internet http://trochim.human.cornell.edu/webeval/mapuser/mapuser.htm, 1996.
[84] T.S. Tullis, "A method for evaluating Web page design concepts", Proceedings of the ACM SIGCHI Conference on Human Factors in Computing Systems, Los Angeles USA, 1998.
[85] K. Weick, Sensemaking in Organizations, SAGE Publications, 1995.
[86] W.L. Wilkie, Consumer Behaviour, 3rd ed, John Wiley and Sons, 1994.
[87] M. Wolfinbarger, and M.C. Gilly, "ComQ: Dimensionalizing, measuring and predicting quality of the e-tail experience", Proceedings of the American Marketing Association Conference, February 22-25, vol.13, 2002.
[88] J. Zhang, "The Interaction of Internal and External Representations in a Problem Solving Task", Proceedings of the Thirteenth Annual Conference of Cognitive Science Society, Hillsdale, NJ: Erlbaum, 1991.
[89] J. Zhang, and Norman D.A., "Representations in distributed cognitive tasks", Cognitive Science, vol. 18, pp. 87-122, 1994.