Abstract
I describe below the manner in which workload measurement can be used to validate models that predict workload. These models in turn can be employed to predict the decisions that are made, which select a course of action that is of lower effort or workload, but may also be of lower expected value (or higher expected cost). We then elaborate on four different contexts in which these decisions are made, with non-trivial consequences to performance and learning: switching attention, accessing information, studying material, and behaving safety. Each of these four is illustrated by a series of examples.
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Young, M., Brookhuis, K., Wickens, C., Hancock, P.: State of science: mental workload in ergonomics. Ergonomics 58(1), 1–17 (2015). doi:10.1080/00140139.2014.956151
Wickens, C.D., Tsang, P.: Workload. In: Boehm-Davis, D., Durso, F., Lee, J. (eds.) Handbook of Human-Systems Integration. American Psychological Association
Moray, N.: (ed.): Human Workload: Its Theory and Measurement. Plenum Press
Wickens, C., Sebok, A.: Flight deck models of workload and multi-tasking: an overview of validation. In: Vidulich, M., Tsang, P., Flach, J. (eds.) Advances in Aviation Psychology, vol. 1, pp. 69–84. Dorset Press, Dorset (2014)
Salvucci, D.D., Taatgen, N.A.: The Multi-tasking Mind. Oxford University Press, Oxford (2011)
Wickens, C.D.: Multiple resources and mental workload. Hum. Factors Golden Anniv. Spec. Issue 3, 449–455 (2008)
Halford, G.S., Wilson, W.H., Phillips, S.: Processing capacity defined by relational complexity: implications for comparative, developmental, and cognitive psychology. Behav. Brain Sci. 21, 803–831 (1998)
Engle, R.W.: Working memory capacity as executive attention. Curr. Dir. Psychol. Sci. 11(1), 19–23 (2002)
Hart, S.G., Wickens, C.D.: Cognitive workload. In: NASA Human Systems Integration Handbook, chap. 6 (2010). Workload. Ergonomics 58, 1–17
Hancock, P.A., Desmond, P.: Stress, Workload and Fatigue. Erlbaum, Mahwah (2001)
Shugan, S.M.: The cost of thinking. J. Consum. Res. 7, 99–111 (1980)
Kahneman, D.: Thinking, Fast and Slow. Farrar, Straus, Giroux, New York (2011)
Trafton, J.G., Monk, C.: Task interruptions. Rev. Hum. Factors Ergon. 3 111–126 (2007). http://rev.sagepub.com/content/3/1/111.short
Salvucci, D.: Multitasking. In: Lee, J., Kirlik, A. (eds.) The Oxford Handbook of Cognitive Engineering. Press, Oxford U (2013)
Dismukes, R.K.: Remembrance of things future: prospective memory in the laboratory, workplace and everyday settings. In: Harris, D. (ed.) Reviews of Human factors and Ergonomics, vol. 6. Human Factors and Ergonomics Society, Santa Monica (2010)
Janssen, C.P., Brumby, D.P.: Strategic adaptation to performance objectives in a dual-task setting. Cogn. Sci. 34, 1548–1560 (2010)
Kool, W., McGuire, J.T., Rosen, Z.B., Botvinick, M.M.: Decision making and the avoidance of cognitive demand. J. Exp. Psychol. Gen. 139(4), 665–682 (2010)
Wickens, C.D., Gutzwiller, R., Santamaria, A.: Discrete task switching in overload: a meta-analyses and a model. Int. J. Hum.-Comput. Stud. 79, 79–84 (2015). http://doi.org/10.1016/j.ijhcs.2015.01.002
Wickens, C.D., Gutzwiller, R.S., Vieane, A.Z., Clegg, B.A., Sebok, A., Janes, J.: Time sharing between robotics and process control: validating a model of attention switching. Hum. Factors 58, 322–343 (2016)
Flin, R., Slaven, G., Stewart, K.: Emergency dcision makig in the offshore oild and gas industry. Hum. Factors 38, 262–277 (1996)
Wickens, C.D., Alexander, A.L.: Attentional tunneling and task management in synthetic vision displays. Int. J. Aviat. Psychol. 19, 182–189 (2009)
Wickens, C.D.: Noticing events in the visual workplace: the SEEV and NSEEV models. In: Hoffman, R., Parasuraman, R. (eds.) Handbook of Applied Perception. Cambridge University Press, Cambridge (2014)
Sanders, A.F., Houtmans, M.J.M.: Perceptual processing models in the functional visual field. Acta Physiol. 58, 251–261 (1985)
Wickens, C.D.: Cognitive factors in display design. J. Wash. Acad. Sci. 83(4), 179–201 (1993)
Norman, D.A.: The Psychology of Everyday Things. Basic, New York (1988)
Yang, J., Wickens, C., Park, T., Siah, K., Fong, L.: Effects of information access cost and accountability on medical residents’ information retrieval strategy and performance during prehandover preparation: evidence from interview and simulation study. Hum. Factors 57, 1459–1471 (2015)
Mehta, R., Parasuraman, R.: Effects of mental fatigue on the development of physical fatigue: a neurorergonomics approach. Hum. Factors 56, 645–656 (2014)
Koriat, A., Bjork, R.A.: Illusions of competence in monitoring ones own knowledge during study. J. Exp. Psychol.: Learn. Mem. Cogn. 31, 187–194 (2005)
Dunlosky, J., Rawson, K., Marsh, E., Nathan, M., Willingham, D.: Improving students’ learning with effective lerning techniques. Psychol. Sci. Public Interest 14, 4–58 (2013)
Putnam, A., Sungkhasettee, V., Roediger, H.: Optimizing learning in college: tips from cognitive psychology. Psychol. Sci. 11, 652–660 (2016)
Healy, H., Bourne, L. (eds.): Training Cognition: Optimizing Efficiency, Durability, and Generalizability. CRC Press, Boco Ratan (2012)
Kornell, N., Rhodes, M., Castel, A., Tasuber, S.: The ease-of-processing heuristic and stability bias. Psychol. Sci. 22, 787 (2011)
Slamecka, N.J., Graf, P.: The generation effect: delineation of a phenomenon. J. Exp. Psychol.: Hum. Learn. Mem. 4, 592–604 (1978)
Callender, A., McDaniel, M.: The limited benefits of rereading educational texts. Contemp. Educ. Psychol. 34, 30–41 (2009)
Karpicke, J.: Retrieval based learning: active retrieval promotes meaningful learning. Curr. Dir. Psychol. Sci. 21, 157–163 (2012)
Karpicke, J., Roediger, H.L.: The critical importance of retrieval for learning. Science 319, 996–998 (2008)
Wickens, C.D., Hutchins, S., Carolan, T., Cummings, J.: Effectiveness of part task training and increasing difficulty training strategies: a meta-analysis approach. Hum. Factors 55(2), 461–470 (2013)
Wightman, D., Lintern, G.: Part task training for tracking and manual control. Hum. Factors 27, 267–284 (1985)
Paas, F., Renkl, A., Sweller, J.: Cognitive load theory and instructional design: recent developments. Educ. Psychol. 38, 1–4 (2003)
Paas, F., van Gog, T.: Principles for designing effective and efficient training for complex cognitive skills. In: Durso, F. (ed.) Reviews of Human Factors and Ergonomics, vol. 5, pp. 166–194. Human Factors and Ergonomics Society, Santa Monica (2009)
Mayer, R.E., Griffith, I., Jurkowitz, N., Rothman, D.: Increased interestingness of extraneous details in a multimedia science presentation leads to decreased learning. J. Exp. Psychol.: Appl. 14, 329–339 (2008)
Thaler, R., Sunstein, C.: Nudge: Improving Decision Making About Health, Wealth and Happiness. Yale University Press, New Haven (2012)
Hertwig, R., Erev, I.: The description-experience gap in risky choice. Trends Cogn. Sci. 9, 1–7 (2009)
Parasuraman, R., Sheridan, T.B., Wickens, C.D.: A model for types and levels of human interaction with automation. IEEE Trans. Syst. Man Cybern. Part A Syst. Hum. 30(3), 286–297 (2000)
Onnasch, L., Wickens, C., Li, H., Manzey, D.: Human performance consequences of stages and levels of automation: an integrated meta-analysis. Hum. Factors 56(3), 476–488 (2014)
Sebok, A., Wickens, C.D.: Implementing lumberjacks and black swans into model-based tools to support human-automation interaction. Hum. Factors 59, 189–202 (2017)
Longo, L.: A defeasible reasoning framework for human mental workload representation and assessment. Behav. Inf. Technol. 34(8), 758–786 (2015)
Longo, L.: Formalising human mental workload as a defeasible computational concept. Ph.D. thesis, Trinity College Dublin (2014)
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Wickens, C.D. (2017). Mental Workload: Assessment, Prediction and Consequences. In: Longo, L., Leva, M. (eds) Human Mental Workload: Models and Applications. H-WORKLOAD 2017. Communications in Computer and Information Science, vol 726. Springer, Cham. https://doi.org/10.1007/978-3-319-61061-0_2
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