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Who "believes" in the Gambler's Fallacy and why?
George D Farmer1, Paul A Warren1, Ulrike Hahn2
1Division of Neuroscience and Experimental Psychology, University of Manchester.
Human perception of randomness, like the Gambler's Fallacy (GF), may be rational under experiential constraints. This study shows how limited exposure to random sequences influences judgments of randomness.
Area of Science:
- Cognitive Psychology
- Decision Science
- Human Perception
Background:
- Humans can discern patterns but often exhibit systematic biases in randomness perception.
- The Gambler's Fallacy (GF) exemplifies this, where individuals incorrectly predict outcomes after a streak.
- Recent theories propose GF arises from experiential constraints, not just cognitive bias.
Purpose of the Study:
- To test an experiential account of randomness perception and the Gambler's Fallacy.
- To investigate how varying exposure to random sequences affects judgments and generation of randomness.
- To determine if apparent biases reflect rational adaptation to environmental statistics under constraints.
Main Methods:
- Participants were exposed to identical 200-outcome random sequences from a Bernoulli process (p=0.5).
- Exposure was manipulated into chunks of 100, 10, or 5 outcomes.
- Pre- and post-exposure tasks included generating random sequences and judging sequence randomness.
Main Results:
- The manipulation of experiential constraints led to systematic differences in post-exposure behavior.
- Data strongly supported the experiential account of randomness perception.
- Findings indicate that perceived biases align with environmental statistics under limited experience.
Conclusions:
- The Gambler's Fallacy and similar biases may be rational responses to environmental statistics under experiential limitations.
- Human cognition can be understood as rational under constraints, rather than solely driven by bias.
- This perspective offers deeper insights into human decision-making and pattern recognition.
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