Abstract
We use eye-tracking to better understand the notion of expertise in conceptual modeling of complex systems. This research-in-progress paper describes an ongoing experiment to exploit the capacity of eye-tracking to explore the significance of expertise as a mediating factor in conceptual modeling. The proposed methodology highlights the applicability, validity, and potential of well-established eye-tracking methods to measure the effects of expertise. By identifying the differences in the strategies that novices and experts use to search, detect, and diagnose errors, we anticipate being able to help define training curricula appropriate for each level to improve performance and model result quality.
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References
Brocke, V.J., Riedl, R., Léger, P.: Application strategies for neuroscience in information systems design science research. J. Comput. Inf. Syst. 53(3), 1–13 (2013)
Yeung, N., Botvinick, M.M., Cohen, J.D.: The neural basis of error detection: conflict monitoring and the error-related negativity. Psychol. Rev. 111(4), 931 (2004)
Moody, D.: The “physics” of notations: towards a scientific basis for constructing visual notations in software engineering. IEEE Trans. Softw. Eng. 35(5), 756–778 (2009)
Recker, J., Safrudin, N., Rosemann, M.: How novices design business processes. Inf. Syst. 37, 557–573 (2012)
Hill, N., Schneider, W.: Brain changes in the development of expertise: neuroanatomical and neurophysiological evidence about skills-based adaptations. In: Ericsson, K., Charness, N., Feltovich, P., Hoffman, R. (eds.) The Cambridge Handbook of Expertise and Expert Performance, pp. 653–682. CUP, Cambridge, UK (2006)
Larkin, J., Simon, H.: Why a diagram is (sometimes) worth ten thousand words. Cogn. Sci. 11(1) (1987)
Holmqvist, K., Nyström, M., Andersson, R., Dewhurst, R., Jarodzka, H., Van de Weijer, J.: Eye tracking: a comprehensive guide to methods and measures. OUP Oxford, UK (2011)
Hungerford, B., Hevner, A., Collins, R.: Reviewing software diagrams: a cognitive study. IEEE Trans. Softw. Eng. 30(2), 82–96 (2004)
Léger, P.M., Riedl, R., vom Brocke, J.: Emotions and ERP information sourcing: the moderating role of expertise. Ind. Manag. Data Syst. 114(3), 456–471 (2014)
Bruer, J.: The Mind’s Journey from Novice to Expert. James S. McDonnell Foundation, Saint Louis, MO (2010)
Davis, C., Hufnagel, E.: Through the eyes of experts: a socio-cognitive perspective on the automation of fingerprint work. MIS Q. 31(4), 681–703 (2007)
Masson, S., Potvin, P., Riopel, M., Brault Foisy, L-M.: Differences in brain activation between novices and experts in science during a task involving a common misconception in electricity. Mind Brain Educ. 8(1), 44–55 (2014)
Bánáthy, B.: An information typology for the understanding of social systems. Syst. Res. Behav. Sci. 16(6), 479–494 (1997)
Gegenfurtner, A., Lehtinen, E., Säljö, R.: Expertise differences in the comprehension of visualizations: a meta-analysis of eye-tracking research in professional domains. Educ. Psychol. Rev. 23(4), 523–552 (2011)
Jarodzka, H., Scheiter, K., Gerjets, P., Van Gog, T.: In the eyes of the beholder: how experts and novices interpret dynamic stimuli. Learn. Instr. 20(2), 146–154 (2010)
Law, B., Atkins, M., Kirkpatrick, A., Lomax, A.: Eye gaze patterns differentiate novice and experts in a virtual laparoscopic surgery training environment. In: Proceedings of the 2004 symposium on Eye tracking research & applications, pp. 41–48. ACM (2004)
Yusuf, S., Kagdi, H., Maletic, J.I.: Assessing the comprehension of UML class diagrams via eye tracking. In: Program Comprehension, ICPC’07. 15th IEEE International Conference on Program Comprehension (ICPC), pp. 113–122. IEEE (2007)
Hevner, A., Davis, C., Collins, R., Gill, T.: A neurodesign model for IS research. Informing Sci. Int. J. Emerg. Transdiscipline 17, 103–132 (2014)
Léger, P.M., Sénecal, S., Courtemanche, F., de Guinea, A.O., Titah, R., Fredette, M., Labonte-LeMoyne, É.: Precision is in the eye of the beholder: application of eye fixation-related potentials to information systems research. J. Assoc. Inf. Syst. 15(10), 651 (2014)
Riedl, R., Léger, P.M.: Fundamentals of NeuroIS. Springer, Berlin (2016)
Fuller, R., Davis, C.: Requirements elicitation techniques as communication channels: a framework to widen the window of understanding. In: Information Systems Analysis and Design: Foundations, Methods and Practices, Advances in Management Information Systems (AMIS) Monograph Series (2009)
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Davis, C.J., Hevner, A.R., Labonte-LeMoyne, É., Léger, PM. (2018). Expertise as a Mediating Factor in Conceptual Modeling. In: Davis, F., Riedl, R., vom Brocke, J., Léger, PM., Randolph, A. (eds) Information Systems and Neuroscience. Lecture Notes in Information Systems and Organisation, vol 25. Springer, Cham. https://doi.org/10.1007/978-3-319-67431-5_10
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DOI: https://doi.org/10.1007/978-3-319-67431-5_10
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