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Process control and risky decision-making: moderation by general mental ability and need for cognition
Dina Burkolter1, Annette Kluge
1Experimental Psychology, Faculty of Behavioural and Social Sciences, University of Groningen, Grote Kruisstraat 2/1, NL-9751 TS Groningen, The Netherlands. d.burkolter@rug.nl
Analyzing individual differences like general mental ability and need for cognition can improve understanding of process control performance. Moderator analysis reveals how these traits interact with risky decision-making to impact performance outcomes.
Area of Science:
- Cognitive Psychology
- Human Factors Engineering
- Industrial-Organizational Psychology
Background:
- Human factors and ergonomics research often overlooks individual differences, particularly trait variables.
- Understanding these variables is crucial for optimizing performance in complex tasks.
- Previous research has not fully explored the moderating effects of individual differences on process control performance.
Purpose of the Study:
- To investigate the role of individual differences, specifically general mental ability (GMA) and need for cognition (NC), as moderators of process control performance.
- To examine how risky decision-making (RDM) interacts with GMA and NC to influence performance.
- To demonstrate the utility of moderator analysis in understanding trait variables and performance.
Main Methods:
- Fifty engineering students participated in a 3-hour computer-based process control simulation.
- Risky decision-making was assessed using a computerized gambling task.
- General mental ability and need for cognition were measured via questionnaires.
- Moderator analyses were conducted to examine the interaction effects.
Main Results:
- Risky decision-making, in interaction with general mental ability, significantly predicted process control performance.
- Risky decision-making, in interaction with need for cognition, also significantly predicted process control performance.
- These interaction effects explained variance in performance beyond the main effects of the individual variables.
Conclusions:
- The analysis of moderator effects is a promising approach for enhancing the understanding of trait variables in human factors research.
- Individual differences, such as GMA and NC, significantly influence how individuals engage in risky decision-making and perform in process control tasks.
- Moderator analyses provide a valuable framework for uncovering complex relationships between individual characteristics and performance outcomes.
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