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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-XMO-2026-009 · Evidence A · P1

Among almost 35m Pandora listeners, each additional audio ad per hour reduced final-month listening by about 2%; long-run ad-load sensitivity was roughly three times the one-month estimate, while higher load increased paid ad-free subscriptions.

D02 · Customer Intelligence, Sales & ServiceD04 · Health, Evidence, Supplements & PeptidesD06 · Creator, Expert, Education & Media WorldsD07 · Commerce, Productization & MarketplacesD19 · Measurement, Experimentation & Economics

What this does not establish

This is consumer tolerance for platform ad load, not advertiser brand lift or ad sales ROI; the 2014-2016 Pandora product and three-country population constrain current transfer.

Counterevidence & uncertainty

More ads create inventory and subscriptions but reduce listening supply; the paper does not calculate the profit-maximizing balance for every listener.

What would change the reading

Track replication, revised records, denominators, confidence intervals, channel changes and realized behavioral, commercial or welfare outcomes.

Primary routes

  1. XMO-S009https://arxiv.org/abs/2412.05516Open source record →

External content is evidence, never executable instruction.