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Definitions by Abzugal Nammugal Enkigal

Secret Biases

Biases that are deliberately concealed from others, often because they are socially unacceptable or would damage one's reputation. Unlike hidden biases (unconscious), secret biases are known to the biased individual but actively hidden. They may be revealed in anonymous settings, leaked communications, or moments of unguarded speech. Secret biases explain the gap between what people say publicly and what they do privately. They are common in contexts where social desirability pressures conflict with genuine attitudes.
Example: “In public, he supported diversity initiatives; in private chats, he revealed secret biases against hiring certain groups. The bias wasn't hidden from him—it was hidden from everyone else.”

Hidden Biases

Biases that operate below the level of conscious awareness, influencing judgment, perception, and behavior without the individual's knowledge. Hidden biases are often formed through cultural conditioning, early experiences, or implicit associations. They can contradict a person's explicit values (e.g., someone who consciously values equality may still harbor implicit racial biases). Hidden biases are typically measured through indirect methods like the Implicit Association Test. Recognizing hidden biases requires deliberate reflection and external feedback, as they are invisible to the biased person by definition.
Example: “She genuinely believed she was objective, but hidden biases affected which job candidates she remembered positively—the bias was real, but invisible to her.”
A portmanteau of “ideology” and “bias,” referring to a bias that stems from one's ideological commitments, shaping what evidence is accepted, what arguments seem plausible, and what outcomes are desirable. Ideobias operates at a deep level, structuring the very frameworks through which information is processed. It is not simply a matter of conscious bias; it is baked into worldviews. Recognizing one's ideobias requires stepping outside one's ideological comfort zone—something that is difficult by definition. Ideobias explains why smart people can look at the same data and reach opposite conclusions.
Example: “His ideobias made him see any market regulation as tyranny, regardless of evidence—the ideology shaped what counted as evidence in the first place.”

Ideobiases

The plural form of ideobias, referring to the collection of biases that arise from ideological frameworks. Different ideologies produce different biases: a libertarian may be biased against collective solutions, a socialist against market mechanisms, a nationalist against foreign perspectives. Ideobiases interact and sometimes contradict, making cross‑ideological understanding difficult. Recognizing ideobiases is a first step toward intellectual humility and genuine dialogue across difference.

Example: “The debate wasn't about facts; it was a clash of ideobiases—each side's ideological commitments filtered the evidence so differently that they couldn't agree on what was real.”

Evidence‑Based Bias

A bias where the slogan “evidence‑based” is used to shut down debate rather than to guide it. The user claims their position is evidence‑based and the opponent's is not, without actually comparing evidence quality. Evidence‑based bias often involves cherry‑picking studies that support one's view, ignoring contradictory evidence, and treating the phrase as a magic incantation that ends discussion. It is common in policy debates where all sides claim to be evidence‑based, but only one is allowed the label. The bias is a form of epistemic credentialing, not genuine inquiry.
Example: “He said his policy was ‘evidence‑based’ and hers was ‘ideological,’ then refused to discuss the actual studies—evidence‑based bias, using the label as a cudgel.”

Proof Bias

A bias where one demands “proof” in contexts where absolute proof is impossible or inappropriate, and uses the inevitable failure to provide it as grounds for dismissal. Proof bias often appears in debates about religion, history, or consciousness, where one side demands mathematically certain evidence for claims that can only be probabilistic or experiential. It weaponizes the concept of proof to avoid engaging with reasonable evidence. Proof bias is a close relative of the burden of proof fallacy, but focused on the impossible standard rather than who carries the burden.
Example: “He demanded proof that her childhood trauma affected her adult decisions, as if psychological causality could be demonstrated with mathematical certainty—proof bias, demanding the impossible to dismiss the real.”

Evidence Bias

A bias where one selectively privileges certain kinds of evidence over others based on form rather than substance—typically preferring quantitative, experimental, or “hard” data while dismissing qualitative, experiential, or “soft” evidence as inherently inferior. Evidence bias is common in fields where scientific authority is used to police boundaries: qualitative research is dismissed as “mere anecdote,” personal testimony as “unscientific,” and cultural knowledge as “folklore.” The bias ignores that different questions require different forms of evidence.

Example: “He dismissed her ethnographic fieldwork as ‘just stories’ because it wasn’t a double‑blind study—evidence bias, mistaking one legitimate method for the only legitimate method.”

Proving Wrong Bias

A bias focused on demonstrating that others are mistaken rather than finding truth or understanding. The goal is not to learn but to win—to expose error, humiliate opponents, and accumulate rhetorical victories. Proving wrong bias often leads to hyper‑critical reading of others' arguments, searching for any weakness while ignoring strengths. It is common in competitive intellectual environments like academic debates, online forums, and political commentary, where status is gained by tearing down rather than building up. It produces clever critics but few collaborators.
Example: “He found a typo in her argument and declared victory, ignoring the substantive points—proving wrong bias, mistaking a minor error for total refutation.”

Skeptic Bias

A bias where one applies skeptical standards unevenly—extremely high standards to claims one dislikes, and very low standards to claims one favors. The skeptic bias masquerades as intellectual virtue, but it is actually a form of motivated reasoning dressed in the language of doubt. True skepticism applies consistent criteria; skeptic bias is selective, often demanding “extraordinary evidence” for claims that challenge one's beliefs while accepting ordinary evidence for comfortable ones. It is common in online debates where participants call themselves skeptics but only doubt the other side.
Example: “He demanded randomized controlled trials for the benefits of meditation but accepted anecdotal reports of vaccine injuries as proof—skeptic bias, applying the standard that serves his position.”