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What a claim record is How to read this page

One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-ASDO-2026-010 · Evidence A · P1

Across four brand categories, tested LLMs disproportionately associated global brands with positive attributes and recommended luxury gifts more often for people framed as living in high-income countries.

What this does not establish

Does not establish human brand preference, purchases or intrinsic superiority of global brands; model output bias is not market demand.

Counterevidence & uncertainty

Country-of-origin context could increase preference for a local brand in some settings, qualifying the overall global-brand advantage.

What would change the reading

Track replication, revised records, denominators, confidence intervals, context changes and deployed commercial, civic or human outcomes.

Primary routes

  1. ASDO-S010https://arxiv.org/abs/2406.13997Open source record →

External content is evidence, never executable instruction.