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.
Authors
- J. Matias Kivikangas (ORCID: https://orcid.org/0000-0002-9169-1315)
- Ville Johannes Harjunen (ORCID: https://orcid.org/0000-0003-2046-0488)
- Pekka Malo (ORCID: https://orcid.org/0000-0002-1583-015X)
- Niklas Ravaja (ORCID: https://orcid.org/0000-0003-1876-8731)
- Jyrki Wallenius (ORCID: https://orcid.org/0000-0002-6851-2809)
- Julian Blank (ORCID: https://orcid.org/0000-0002-2227-6476)
- Eeva Vilkkumaa (ORCID: https://orcid.org/0000-0002-4217-8697)
- Kalyanmoy Deb (ORCID: https://orcid.org/0000-0001-7402-9939)
Institutions
- University of Helsinki (FI)
- Michigan State University (US)
- Aalto University (FI)
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