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association
Association bias occurs when media reporting evaluates people, ideas, or policies by linking them to other entities — casting a positive or negative halo from the associated party onto the subject. Guilt by association is the classic form: a politician is linked to a discredited figure, a policy to a failed historical precedent, a movement to its most extreme members. Glory by association works in reverse: endorsement by a popular figure substitutes for evaluation of the idea itself.
Describing a climate scientist's research as 'funded by the same foundations as George Soros' to discredit findings without engaging with the science.
Repeatedly referencing that a policy is 'supported by China' to generate distrust regardless of the policy's merits.
Portraying a candidate positively by repeatedly mentioning their friendship with a beloved historical figure.
Binary (yes/no) questions an LLM must answer to identify this aspect:
Is a person or idea being evaluated based on their connection to another person, group, or symbol rather than on their own merits?
Type: binaryIs the association negative (guilt by association) or positive (glory by association)?
Type: binaryIs the association incidental, superficial, or tenuous rather than substantive?
Type: binaryDoes the framing invite the audience to transfer feelings about the associated party to the subject?
Type: binaryAssociation bias occurs when media reporting evaluates people, ideas, or policies by linking them to other entities — casting a positive or negative halo from the associated party onto the subject. Guilt by association is the classic form: a politician is linked to a discredited figure, a policy to a failed historical precedent, a movement to its most extreme members. Glory by association works in reverse: endorsement by a popular figure substitutes for evaluation of the idea itself.
Association activates automatic emotional transfer. Audiences don't evaluate every claim independently; instead, they absorb the emotional valence of the surrounding framing. Linking an idea to something already disliked or admired bypasses rational evaluation.
Separate the subject from their associations: what is the actual evidence about this person or idea? Is the association substantive or superficial? Ask whether the association is relevant to the specific claim being evaluated.
Standard in attack journalism and political media. Opposition research is specifically designed to produce associations. Corporate media may associate competitors' products with failures; political media links candidates to toxic figures.
Use these tools to detect, analyze, or train this aspect.