Journal of Operations Management · 2006 · 69 citations · 14 references
ManagementDecision SciencesDecision MakingOperations ResearchSchedulingCognitive LoadCognitive WorkloadTask SchedulingWorkload AnalysisField Data CollectionOperator Cognitive WorkloadOperator WorkloadPlanning Support SystemsTask ComplexityWorkloadWorkload Modeling
Planning task complexity has risen, yet its impact on planners’ action variety remains unclear, with cognitive load studies indicating routine actions reduce variety while control theory argues for greater variety to handle complexity. This study examines how task complexity in a chemical plant influences planners’ action variety. Using a single work‑center resource structure and real MRP data, the authors analyze planners’ actions in a tractable setting. Results show that higher task complexity, absent time pressure, increases planners’ action variety.
Abstract The complexity of planning tasks have increased over the past decade. There is relatively poor understanding what the implications are of increased task complexity in planning and scheduling operations. Previous work in the behavioral sciences have investigated the concept of cognitive load, addressing both task complexity and task workload or stress, and have concluded that decision makers tend to resort to routine action and reduce the variety in their actions with increasing complexity and workload. Alternatively, control theory suggests that a higher variety of actions is needed to deal with more complex problems. In this paper, we investigate the effects of task complexity in a chemical plant on the variety of actions deployed by the planners. The single work center resource structure and the availability of actual planning data from an MRP‐application database allows us to both use field data and study a situation which is simple enough to measure the main effect. Our results suggest that increased task complexity without time pressure does indeed lead to increased action variety deployed by the planners.
14
Bounded Rationality: The Adaptive Toolbox
Gerd Gigerenzer, Reinhard Selten · RePEc: Research Papers in Economics · 2001 · 1.3K citations
Business, Economics, Psychology +17
A Cognitive Model of Planning*
Barbara Hayes‐Roth, Frederick Hayes‐Roth · Cognitive Science · 1979 · 1.2K citations · Full text
Bounded Rationality: The Adaptive Toolbox
Esther‐Mirjam Sent · Journal of Economic Issues · 2002 · 1.1K citations
Business, Economics, Psychology +17