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Learning in Interactive Decision-Making: The Interplay Between Cognitive Abilities and the Strategic Environment.
Joshua Zonca1,2, Lilia Del Mauro1, Aldo Rustichini3
1Department of Psychology, University of Milano-Bicocca, Milan, Italy.
Open Mind : Discoveries in Cognitive Science
|February 5, 2025
Summary
Strategic sophistication, the ability to optimize decisions based on others' actions, is enhanced by learning environments interacting with cognitive abilities. Higher cognitive reflection aids learning complex strategies but doesn't prevent misapplication in different contexts.
Area of Science:
- Cognitive Science
- Behavioral Economics
- Game Theory
Background:
- Human intelligence involves strategic sophistication, crucial for predicting others' actions and beliefs in interactive settings.
- Behavioral research shows deviations from optimal strategies, but factors enhancing strategic sophistication remain understudied.
- The interplay between learning environments and individual cognitive abilities in strategic learning is not well understood.
Purpose of the Study:
- To investigate how learning environments and individual cognitive abilities interact to shape learning in strategic interactions.
- To determine if and how exogenous (learning environment) and endogenous (cognitive abilities) factors influence strategic sophistication.
- To examine context-specific learning and knowledge transfer in interactive games.
Main Methods:
- A novel mouse-tracking study was employed to collect choice and process data.
- The learning environment was manipulated in interactive games.
- Individual cognitive abilities were assessed and correlated with learning outcomes.
Main Results:
- The interplay between cognitive abilities and the learning environment significantly modulates learning in strategic settings.
- The learning environment dictates what is learned and whether it is applied or transferred to new contexts.
- Higher cognitive reflection is necessary for learning sophisticated strategies (second-order beliefs) and transferring knowledge, but does not prevent misapplication across dissimilar contexts.
Conclusions:
- Learning in strategic environments is a complex interplay of environmental factors and individual cognitive traits.
- Cognitive reflection plays a critical role in acquiring and applying strategic knowledge, particularly in complex scenarios.
- Understanding these interactions is key to promoting or hindering learning in interactive decision-making.
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