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An Effort Feedback Perspective on Persuasive Decision Aids for Multi-Attribute Decision-Making

Author

Listed:
  • Josef Frysak

    (Institute for Information Management and Control, Vienna University of Economics and Business, Welthandelsplatz 1, Building D2, Entrance C, Vienna 1020, Vienna, Austria)

  • Edward W. N. Bernroider

    (Institute for Information Management and Control, Vienna University of Economics and Business, Welthandelsplatz 1, Building D2, Entrance C, Vienna 1020, Vienna, Austria)

  • Konradin Maier

Abstract

Decision strategies and the level of cognitive effort humans devote to decision-making are highly sensitive. This study investigates the role of feedback interventions in decision aids (DAs) to direct the user’s attention and consequently increase the level of effort spent on the thinking in multi-attribute selection problems. Guided by four research hypotheses, we conducted an experiment with two groups, one with feedback enabled, the other one with it disabled, and provide post hoc click data analysis. The self-developed persuasive DA used in the experiment featured a continuous feedback mechanism based on the users investment of time. This DA led the users through a smartphone decision scenario with altering levels of complexity. Results show that normative effort feedback increases the decision maker’s willingness to spend more effort. We provide new evidence supporting the view that DAs should pay more attention to soft persuasion by guiding the decision maker towards working harder rather than only confronting the user with final recommendations.

Suggested Citation

  • Josef Frysak & Edward W. N. Bernroider & Konradin Maier, 2017. "An Effort Feedback Perspective on Persuasive Decision Aids for Multi-Attribute Decision-Making," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 16(01), pages 161-181, January.
  • Handle: RePEc:wsi:ijitdm:v:16:y:2017:i:01:n:s0219622016500486
    DOI: 10.1142/S0219622016500486
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    1. Herbert A. Simon, 1955. "A Behavioral Model of Rational Choice," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 69(1), pages 99-118.
    2. Simonson, Itamar & Nye, Peter, 1992. "The effect of accountability on susceptibility to decision errors," Organizational Behavior and Human Decision Processes, Elsevier, vol. 51(3), pages 416-446, April.
    3. E. M. Furems & O. I. Larichev & G. V. Roizenson & A. V. Lotov & K. Miettinen, 2003. "Human Behavior In A Multi-Criteria Choice Problem With Individual Tasks Of Different Difficulties," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 2(01), pages 29-40.
    4. Allan H. Murphy & Robert L. Winkler, 1977. "Reliability of Subjective Probability Forecasts of Precipitation and Temperature," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 26(1), pages 41-47, March.
    5. Bernroider, Edward W.N. & Schmöllerl, Patrick, 2013. "A technological, organisational, and environmental analysis of decision making methodologies and satisfaction in the context of IT induced business transformations," European Journal of Operational Research, Elsevier, vol. 224(1), pages 141-153.
    6. P. L. Yu & C. I. Chiang, 2002. "Decision Making, Habitual Domains And Information Technology," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 1(01), pages 5-26.
    7. H. Roland Weistroffer & Charles H. Smith & Subhash C. Narula, 2005. "Multiple Criteria Decision Support Software," International Series in Operations Research & Management Science, in: Multiple Criteria Decision Analysis: State of the Art Surveys, chapter 0, pages 989-1009, Springer.
    8. Gang Kou & Yanqun Lu & Yi Peng & Yong Shi, 2012. "Evaluation Of Classification Algorithms Using Mcdm And Rank Correlation," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 11(01), pages 197-225.
    9. Larry V. Hedges, 1981. "Distribution Theory for Glass's Estimator of Effect size and Related Estimators," Journal of Educational and Behavioral Statistics, , vol. 6(2), pages 107-128, June.
    10. Peter Todd & Izak Benbasat, 1991. "An Experimental Investigation of the Impact of Computer Based Decision Aids on Decision Making Strategies," Information Systems Research, INFORMS, vol. 2(2), pages 87-115, June.
    11. Fennema, M. G. & Kleinmuntz, Don N., 1995. "Anticipations of Effort and Accuracy in Multiattribute Choice," Organizational Behavior and Human Decision Processes, Elsevier, vol. 63(1), pages 21-32, July.
    12. Johanna Bragge & Pekka Korhonen & Hannele Wallenius & Jyrki Wallenius, 2010. "Bibliometric Analysis of Multiple Criteria Decision Making/Multiattribute Utility Theory," Lecture Notes in Economics and Mathematical Systems, in: Matthias Ehrgott & Boris Naujoks & Theodor J. Stewart & Jyrki Wallenius (ed.), Multiple Criteria Decision Making for Sustainable Energy and Transportation Systems, pages 259-268, Springer.
    13. Kou, Gang & Ergu, Daji & Shang, Jennifer, 2014. "Enhancing data consistency in decision matrix: Adapting Hadamard model to mitigate judgment contradiction," European Journal of Operational Research, Elsevier, vol. 236(1), pages 261-271.
    14. Lu, Hsi-Peng & Yu, Huei-Ju & Lu, Simon S. K., 2001. "The effects of cognitive style and model type on DSS acceptance: An empirical study," European Journal of Operational Research, Elsevier, vol. 131(3), pages 649-663, June.
    15. Ujwal Kayande & Arnaud De Bruyn & Gary L. Lilien & Arvind Rangaswamy & Gerrit H. van Bruggen, 2009. "How Incorporating Feedback Mechanisms in a DSS Affects DSS Evaluations," Information Systems Research, INFORMS, vol. 20(4), pages 527-546, December.
    16. Kou, Gang & Lin, Changsheng, 2014. "A cosine maximization method for the priority vector derivation in AHP," European Journal of Operational Research, Elsevier, vol. 235(1), pages 225-232.
    17. Todd, Peter M., 2007. "How much information do we need?," European Journal of Operational Research, Elsevier, vol. 177(3), pages 1317-1332, March.
    18. Don N. Kleinmuntz, 1985. "Cognitive Heuristics and Feedback in a Dynamic Decision Environment," Management Science, INFORMS, vol. 31(6), pages 680-702, June.
    19. Danièle Thomassin Singh & Pavan Pratap Singh, 1997. "Aiding DSS users in the use of complex OR models," Annals of Operations Research, Springer, vol. 72(0), pages 5-27, January.
    20. Han-Lin Li & Jia-Jane Shuai, 2004. "Time And Money Trade-Off In Competence Set Expansion," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 3(02), pages 251-263.
    21. Saaty, Thomas L., 1990. "How to make a decision: The analytic hierarchy process," European Journal of Operational Research, Elsevier, vol. 48(1), pages 9-26, September.
    22. Peter Todd & Izak Benbasat, 1999. "Evaluating the Impact of DSS, Cognitive Effort, and Incentives on Strategy Selection," Information Systems Research, INFORMS, vol. 10(4), pages 356-374, December.
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