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Shorter planning depth and higher response noise during sequential decision-making in old age
Johannes Steffen1, Dimitrije Marković2, Franka Glöckner2
1Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Dresden, Germany.
Older adults exhibit reduced forward planning depth and increased response noise in complex decisions. This suggests a shift towards simpler, heuristic strategies with age, impacting model-based decision-making.
Area of Science:
- Cognitive Neuroscience
- Decision Science
- Aging Research
Background:
- Forward planning is essential for optimizing outcomes in sequential decision-making.
- Age-related changes in cognitive functions may influence planning abilities.
- Older adults might reduce planning depth to manage decision-making costs.
Purpose of the Study:
- To investigate age-related differences in forward planning depth.
- To test the hypothesis that older adults exhibit shorter planning depths.
- To explore the impact of cognitive covariates on age-related planning differences.
Main Methods:
- Developed a novel sequential decision-making task.
- Assessed forward planning in younger (<40 years) and older (>60 years) adults.
- Utilized reinforcement learning modeling to infer planning depths from choices.
Main Results:
- Older adults demonstrated significantly shorter planning depths compared to younger adults.
- Older adults exhibited higher response noise, indicating less consistent decision-making.
- Age-related planning depth differences were only partially explained by working memory and processing speed.
Conclusions:
- Findings indicate age-related shifts away from model-based decision-making in older adults.
- Older adults appear to employ heuristic, lower-cost strategies more frequently.
- Cognitive aging impacts forward planning, necessitating adaptive decision-making strategies.
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