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Crowd control: Reducing individual estimation bias by sharing biased social information.
Bertrand Jayles1,2, Clément Sire3, Ralf H J M Kurvers1
1Center for Adaptive Rationality, Max Planck Institute for Human Development, Berlin, Germany.
Plos Computational Biology
|November 29, 2021
Summary
Cognitive biases like underestimation can be reduced by restructuring how social information is shared. Presenting multiple estimates effectively counters this bias, improving judgment accuracy.
Area of Science:
- Cognitive psychology
- Behavioral economics
- Social decision-making
Background:
- Cognitive biases are prevalent in humans and animals, sometimes amplified by social interactions.
- A common bias is the tendency to underestimate large quantities, which persists even with random social information sharing.
Purpose of the Study:
- To investigate if restructuring social information sharing can reduce the underestimation bias.
- To determine how the number of shared estimates impacts social influence and accuracy.
- To explore the mechanisms behind integrating multiple social estimates.
Main Methods:
- Estimation experiments involving participants estimating quantities before and after receiving group estimates.
- Testing a novel social information sharing method exploiting the value-underestimation relationship.
- Computational modeling to analyze integration mechanisms and social influence.
Main Results:
- Restructured social interactions successfully countered the underestimation bias.
- Sharing more than one estimate significantly reduced the underestimation bias.
- Observed tendencies include herding, trusting larger estimates more, and reduced influence from disparate information.
Conclusions:
- Knowledge of cognitive biases can be leveraged to mitigate their negative impacts and enhance judgment accuracy.
- This approach offers a method for combating biases that threaten collective systems.
- Understanding social information integration is key to improving decision-making accuracy.
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