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Balance between breadth and depth in human many-alternative decisions.
Alice Vidal1,2, Salvador Soto-Faraco1,3, Rubén Moreno-Bote1,4
1Center for Brain and Cognition, and Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain.
Humans balance resource allocation in complex choices by prioritizing breadth with low budgets and depth with high budgets. This study reveals near-optimal strategies and biases in decision-making under constraints.
Area of Science:
- Cognitive Science
- Decision Science
- Behavioral Economics
Background:
- Everyday decisions involve allocating finite resources (e.g., time, attention) to evaluate multiple options.
- Balancing breadth (sampling many options) versus depth (sampling few options) is crucial for maximizing utility.
Purpose of the Study:
- To investigate how humans practically balance breadth and depth in many-alternative decisions under resource constraints.
- To identify human strategies and deviations from optimal resource allocation.
Main Methods:
- Developed a novel experimental paradigm simulating a many-alternative choice scenario.
- Participants allocated a finite budget to sample apricot suppliers to estimate fruit quality.
Main Results:
- Low budget capacity led to breadth-seeking (sampling many suppliers).
- High budget capacity shifted behavior towards depth-seeking (sampling few suppliers intensively).
- Sampling increased with capacity via a power law; richer environments favored depth.
Conclusions:
- Human resource allocation in complex choices exhibits rich, near-optimal behavior with identifiable biases.
- Individuals adapt their breadth-depth strategy based on resource availability and environmental richness.
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