Media & Influence / Insight 10
Reach, persuasion, and safety risk coexist in the same feeds.
The conclusion
What the evidence supports
Participation environments need responsible safeguards alongside reach planning.
- The systems that deliver scale can also deliver harmful recommendations and collect sensitive child data.
- A large experimental preprint and binding U.S. policy changes identify concrete recommendation and privacy risks.
- Scope: Varies by supporting evidence; Varies by supporting evidence.
Lead evidence
Fifteen percent of YouTube recommendations to age-13 accounts were rated harmful versus 8.17% for adult accounts, appearing after an average 3:06 of passive scrolling.
Experimental recommendation data shows younger accounts receiving more harmful content, establishing an age-linked feed risk.
Trace the claim
Evidence ledger
Fifteen percent of YouTube recommendations to age-13 accounts were rated harmful versus 8.17% for adult accounts, appearing after an average 3:06 of passive scrolling.
Population Younger-account video recommendations; Younger accounts; Platform environments tested; The public article does not report a fieldwork window; treat it as an undated experimental audit of 3,000 videos published as a preprint. snapshot..
Methodology Experimental audit of 3,000 videos published as a preprint.
Limitations Preprint evidence has not completed peer review and platform results can change.
Locator Abstract, harmful recommendation findings.
The FTC barred covered services from conditioning participation on unnecessary data collection and required opt-in consent for targeted-advertising disclosures.
Population Online services directed to children; Under 13; United States; The public article does not report a fieldwork window; treat it as an undated primary regulatory announcement. snapshot..
Methodology Primary regulatory announcement.
Limitations Policy requirements describe obligations, not children's lived experience.
Locator FTC release, final-rule protections paragraphs.
Pressure test
Nuance and counterpoint
The audit is a preprint and platform behavior can change; regulation also varies outside the United States.
Connected context
Related culture shapers and spaces
Responsible action
Agency implication
Audit adjacency, targeting, data collection, age treatment, and escalation paths before optimizing reach.
Open the Reach Them strategy