Effects of many conflicting objectives on decision-makers’ cognitive burden and decision consistency

Practical planning and decision-making problems are often better and more accurately formulated with multiple conflicting objectives rather than a single objective. This study investigates a situation relevant for Multiple Criteria Decision Making (MCDM) as well as Evolutionary Multi-objective Optimization (EMO), where the decision-maker needs to make a series of choices between nondominated options characterized by multiple objectives. The cognitive capacity of humans is limited, which leads to cognitive burden that influences human decision-makers’ decisions. We measure how the varying number of objectives influences cognitive burden in a laboratory study, and the impacts that this burden has on the decision-makers’ behavior and the consistency of their decisions. We use psychophysiological, behavioral, and self-report methods. Our results suggest that a higher number of objectives (i) increases cognitive burden significantly, (ii) leads to adopting strategies in which only a limited number of objectives is considered, and (iii) decreases decision consistency. • Multiobjective decision support methods often consider a high number of objectives. • For decision-makers, this creates cognitive load that is experienced negatively. • To avoid this negative feeling, people only consider a few objectives out of many. • Ignoring objectives reduces decision consistency, indicating lower decision quality. • Limitations of human cognition should be considered when building decision models.

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Publication Details

Journal
European Journal of Operational Research
Published
2024-11-06
DOI
https://doi.org/10.1016/j.ejor.2024.10.039
Citations
8
Primary Topic
Complex Systems and Decision Making
Type
article
Field-Weighted Citation Impact
3.92
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article

Effects of many conflicting objectives on decision-makers’ cognitive burden and decision consistency

J. Matias Kivikangas, Ville Johannes Harjunen, Pekka Malo, Niklas Ravaja et al.
8 citations
European Journal of Operational Research
Complex Systems and Decision Making
3.92
article

Effects of many conflicting objectives on decision-makers’ cognitive burden and decision consistency

J. Matias Kivikangas, Ville Johannes Harjunen, Pekka Malo, Niklas Ravaja, Jyrki Wallenius, Julian Blank, Eeva Vilkkumaa, Kalyanmoy Deb
article en
8 citations

Abstract

Practical planning and decision-making problems are often better and more accurately formulated with multiple conflicting objectives rather than a single objective. This study investigates a situation relevant for Multiple Criteria Decision Making (MCDM) as well as Evolutionary Multi-objective Optimization (EMO), where the decision-maker needs to make a series of choices between nondominated options characterized by multiple objectives. The cognitive capacity of humans is limited, which leads to cognitive burden that influences human decision-makers’ decisions. We measure how the varying number of objectives influences cognitive burden in a laboratory study, and the impacts that this burden has on the decision-makers’ behavior and the consistency of their decisions. We use psychophysiological, behavioral, and self-report methods. Our results suggest that a higher number of objectives (i) increases cognitive burden significantly, (ii) leads to adopting strategies in which only a limited number of objectives is considered, and (iii) decreases decision consistency. • Multiobjective decision support methods often consider a high number of objectives. • For decision-makers, this creates cognitive load that is experienced negatively. • To avoid this negative feeling, people only consider a few objectives out of many. • Ignoring objectives reduces decision consistency, indicating lower decision quality. • Limitations of human cognition should be considered when building decision models.

European Journal of Operational ResearchVol. 322(1)
University of Helsinki (FI), Michigan State University (US), Aalto University (FI)
Peace, Justice and strong institutions
Openalex Percentile: Top 6%
Complex Systems and Decision Making
3.92
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