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Cognitive Metabiases of Wiki

Biases in how the Wikipedia community collectively thinks about the cognitive biases present in the wiki system. These are flawed assumptions or beliefs regarding the nature and remediation of bias on the platform. A prime example is the Bias Neutralization Fallacy: the belief that the collective, consensus-driven editing process inherently cancels out individual cognitive biases, akin to a "wisdom of the crowd" effect for truth. This metabias ignores how systemic biases (like contributor demographics) can be reinforced, not mitigated, by group consensus. Another is the Source Fetishism Metabias, where the community believes that any statement backed by a "reliable source" is therefore free from cognitive bias, ignoring the biases embedded within the media and academic publishing industries themselves.
Cognitive Metabiases of Wiki Example: When faced with criticism that Wikipedia's coverage of feminist theory is skewed, a longtime administrator responds, "Our NPOV policy and reliance on peer-reviewed journals correct for any individual editor's bias." This reflects a Cognitive Metabias of Wiki. They assume the process (policy + academic sourcing) is a perfect antidote to bias, failing to see that the pool of academic sources itself may have a systemic bias, and that the consensus of a homogenous editor pool can amplify, not correct, that skew.
by Abzugal Nammugal Enkigal February 4, 2026
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