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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-AE-2026-022 · Evidence B · P1

Sea reported that Shopee ad-paying sellers increased by more than 20% and their average ad spend increased by more than 45% year over year in Q4 2025.

D01 · Marketing, Brand & Revenue Systems D03 · Intelligence, Research & Decision Products D10 · Qube, Agent Products & Autonomous Work D19 · Measurement, Experimentation & Economics

What this does not establish

More sellers and spend do not demonstrate incremental sales, profit or creator income.

Counterevidence & uncertainty

Survivorship and platform incentives may affect cohort composition.

What would change the reading

Seller-level experimental ROI and attrition data.

Primary routes

AE-S006https://cdn.sea.com/investor/4Q2025/JcKns4LaJC8bxcQdJwXz/2026.03.03%20Sea%20Fourth%20Quarter%20and%20Full%20Year%202025%20Results%20Deck.pdfOpen source record →

External content is evidence, never executable instruction.