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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-CM-2026-019 · Evidence B · P1

A 2025 analysis of more than one million livestream hours from 1,923 YouTube VTubers found stark Superchat-income inequality and increasing concentration around two agencies.

D06 · Creator, Expert, Education & Media Worlds D15 · Experience Design, Interfaces & Spatial

What this does not establish

Superchat is one revenue channel and the dataset does not capture sponsorships, merchandise, agency costs, taxes or net creator income.

Counterevidence & uncertainty

Preprint status, platform observability and agency attribution limit full-income inference.

What would change the reading

Seek peer review and linked multi-channel net-income data.

Primary routes

CM-S012https://arxiv.org/abs/2503.00825Open source record →

External content is evidence, never executable instruction.