Nonlinear Dynamics, Psychology, and Life Sciences, Vol. 17, Iss. 1, Jan, 2013, pp. 23-47 @2013 Society for Chaos Theory in Psychology & Life Sciences Cusp Catastrophe Models for Cognitive Workload and Fatigue: A Comparison of Seven Task Types Abstract: The study introduces a nonlinear paradigm that addresses several unresolved problems
concerning cognitive workload and fatigue: (a) how to separate the effects of workload versus
fatigue, (b) whether the upper boundaries of cognitive channel capacity are fixed or variable,
and how multitasking produces a bottleneck phenomenon, (c) that prolonged time on task can produce
performance decrements but also produce improvements in task performance associated with practice
and automaticity, and that (d) task switching can alleviate fatigue but could be mentally costly.
This study describes two cusp catastrophe models that have become useful for separating the workload
and fatigue performance phenomena and explores the role of task switching and multitasking in both
performance phenomena. In the experiment, 105 undergraduates completed seven computer-based tasks
seven times under one of four experimental conditions: tasks fully alternated, tasks aggregated with
the multitask module performed first, aggregated with the multitask module performed last, and where
the participants chose the task order themselves. Results supported both the cusp models such that
fatigue effects were stronger for tasks with higher memory or attentional demand, and were often
counteracted by practice effects; spelling ability acted as a compensation variable in most cases,
and the intervening amount of work done acted as the bifurcation variable. For cognitive workload,
catastrophic shifts in performance were noted between the single tasks and the multitask, with
relative difficulty of the single task acting as the load (asymmetry) variable and the
flexible task ordering condition as the bifurcation variable. Keywords: cusp catastrophe, cognitive workload, cognitive fatigue, task switching, memory |