Topic summary

⁠0%1 analyzed article/video

BS Summary: These Personalized Ads results contain 11 faulty reasoning types, including Negativity Bias, Overconfidence Bias, and Availability Heuristic, with Anecdotal as the most egregious example at 2.3% saturation with 79 hits. Analysis detected 418 faulty-reasoning hits from 3,396 analyzed words across 1 article, generating a BS Score of 0% and a BS Rank of ⁠0% (0 of 11,953 topics). This Personalized Ads is better (less manipulative) than 100.00% of the peer group.

Personalized Ads

Topic ranking list

Percentile	Topic	BS Score
⁠0%	Holocaust	1%
⁠0%	Self-Driving Cars	1%
⁠0%	Self Driving Cars	1%
⁠0%	Survival Stories	1%
⁠0%	Gender Identity	1%
⁠100%	Radio Roundup / Week In Review	60%
⁠100%	E-Bikes / Rad Power Bikes	60%
⁠100%	E Bikes Rad Power Bikes	60%
⁠100%	The Last Word With Lawrence O'donnell	69%
⁠100%	The Last Word With Lawrence Odonnell	69%
⁠0%	Personalized Ads (selected)	0%

Topic details

Total words: 3,396

Article count: 1

Authors

Elyse Betters Picaro

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Attribute Prevalence (Top 48)

Personalized Ads attribute prevalence percentages (biases/fallacies), sorted highest to lowest.

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Personalized Ads vs sitewide

Personalized Ads attribute percentages, with an overlaid sitewide baseline for those same attributes.

Analyzed articles and videos

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12 YouTube default settings to change right now for a more enjoyable experience⁠^2%

ZDNET⁠^60%By Elyse Betters Picaro⁠^0%7/14/2026, 12:20:00 PM