Endnotes
1 https://bhr.stern.nyu.edu/ftc-whitepaper
2 https://www.techtransparencyproject.org/articles/guns-drugs-andskin-bleaching-youtube-kids-still-poses-risks-children; https://www.
theguardian.com/technology/2022/may/05/youtube-kids-shows-videospromoting-drug-culture-firearms-toddlers
3 https://www.washingtonpost.com/technology/2022/03/16/facebookyoutube-russian-bans/
4 https://www.nytimes.com/2017/10/23/technology/youtube-russia-rt.html
5 https://www.dni.gov/files/documents/ICA_2017_01.pdf
6 https://www.politico.com/news/magazine/2022/03/29/law-counterputins-propaganda-unused-00020805
7 https://time.com/6156927/youtube-russia-ukraine-disinformation/
8 In April, Roskomnadzor accused YouTube of spreading “fake” videos to
discredit the Russian military. But rather than shut down the platform,
the regulator imposed only mild discipline, such as fining Google and
arranging for Russian search engines to attach a warning to YouTube
videos saying that the company was violating Russian law. Separately,
some digitally sophisticated Russians were able to use virtual private
networks (VPNs) or the anonymizing website Tor to access versions
of Facebook and Twitter.
9 Zelensky: https://www.youtube.com/watch?v=VLJGVJrprs0; Navalny’s
allies: https://www.youtube.com/watch?v=p2gNZrfmcVU. In an April
2022 interview with CNN, a top Navalny lieutenant called YouTube
Russia’s main source of “the actual real news.” As of mid-May,
YouTube said it had removed more than 8,000 channels and more
than 60,000 videos related to the war for violating its content policies
on misinformation, hate speech, and graphic violence, among others.
10 https://www.pnas.org/content/118/32/e2101967118
11 https://www.theguardian.com/technology/2022/may/22/youtubeukraine-invasion-russia-video-removals
12 https://www.washingtonpost.com/technology/2022/03/16/facebookyoutube-russian-bans/
13 YouTube has stumbled during the Russian invasion. Early in the war, it
excluded independent broadcaster Echo of Moscow before criticism
prompted it to restore the station.
14 https://www.poynter.org/fact-checking/2022/an-open-letter-toyoutubes-ceo-from-the-worlds-fact-checkers/?s=03
15 https://www.pewresearch.org/internet/2021/04/07/social-media-usein-2021/
16 https://blog.youtube/press/
17 YouTube’s near-monopolistic position in the long-form video
market: https://www.semanticscholar.org/paper/A-LongitudinalAnalysis-of-YouTube's-Promotion-of-Faddoul-Chaslot/
e9b8266ec5d94660dde5f89b4e01586dcddf2515
18 https://abc.xyz/investor/static/pdf/20220202_alphabet_10K.
pdf?cache=fc81690\. TikTok has carved out a significant portion of
the short-video market, especially among younger users: https://www.
emarketer.com/content/tiktok-youtube-marketers.
19 In December 2017, YouTube said it would expand its content moderator
workforce to 10,000: https://blog.youtube/news-and-events/expandingour-work-against-abuse-of-our/. Today, the company told us, that figure
stands at 20,000.
20 https://www.theguardian.com/technology/2017/mar/25/google-youtubeadvertising-extremist-content-att-verizon
21 https://blog.google/threat-analysis-group/tag-bulletin-q1-2022/
22 https://blog.youtube/inside-youtube/inside-responsibility-whats-nexton-our-misinfo-efforts/
23 https://chequeado.com/investigaciones/the-international-scheme-ofdoctors-for-the-truth-a-denialist-trademark-registered-by-natalia-prego/
24 https://www.ellinikahoaxes.gr/2020/10/18/fuellmich-video-with-falsecoronavirus-info/
25 https://www.nytimes.com/2019/08/11/world/americas/youtube-brazil.
html
26 Ethiopia: https://www.accord.org.za/conflict-trends/the-interaction-ofmass-media-and-social-media-in-fuelling-ethnic-violence-in-ethiopia/;
Phillipines: https://www.wired.com/story/youtube-philippines-election/.
27 https://bhr.stern.nyu.edu/polarization-report-page
28 https://www.npr.org/2021/04/13/986678544/exploring-youtube-andthe-spread-of-disinformation
29 https://www.wired.com/story/why-isnt-susan-wojcicki-getting-grilledby-congress/
30 https://www.lawfareblog.com/documents-senate-intelligencecommittee-publishes-two-reports-internet-research-agency
31 Wojcicki does occasionally surface publicly, as in a 2019 interview with
“60 Minutes” and, in 2021, a Business Insider profile and at the Atlantic
Council, a think tank in Washington.
32 https://tcrn.ch/3EWYVlz
33 https://www.washingtonpost.com/technology/2021/08/25/youtubecontent-moderation-strategy/
34 https://www.nytimes.com/2018/03/10/opinion/sunday/youtube-politicsradical.html
35 https://www.tubefilter.com/2018/01/11/youtube-most-watch-timedriven-by-recommendations/
36 https://christchurchattack.royalcommission.nz/the-report/
37 https://blog.youtube/inside-youtube/the-four-rs-of-responsibility-raiseand-reduce/
38 In a blog post, YouTube explained that it uses algorithms called
“classifiers” to identify “borderline content.” The classifiers rely on
human evaluators who use publicly available guidelines to rate channels and videos based on factors such as accuracy, deceptiveness,
intolerance, and “potential to cause harm.”
39 https://arxiv.org/abs/2003.03318
40 https://www.pnas.org/content/118/32/e2101967118
41 In 2021, researchers at NYU’s Center for Social Media and Politics
published a study finding that YouTube’s diminished recommendations
of conspiratorial and “politically extreme” videos had a salutary ripple
effect on other platforms: Sharing of such YouTube videos decreased
on both Twitter and Reddit. But the researchers also determined
that, in the wake of YouTube’s intervention, sharing of videos from
conspiracy-oriented YouTube channels increased significantly on
Reddit, with no meaningful change on Twitter. Other academics
are skeptical that YouTube’s algorithms play a role in radicalization,
emphasizing that the supply of extremist content merely corresponds
to user demand.
42 “There has been, and there continues to be, user radicalization on
YouTube,” according to a research team based at the Swiss Federal
Institute of Technology in Lausanne. After studying user behavior as
seen in more than 72 million comments on two million YouTube videos
in 2020, ranging from mildly conservative to the far-right fringe, the
Swiss-based group found that “users consistently migrate from milder
to more extreme content.” But the researchers couldn’t determine the
mechanism causing this migration.
43 https://www.adl.org/resources/reports/exposure-to-alternativeextremist-content-on-youtube
HOW YOUTUBE SPREADS HARMFUL CONTENT – AND WHAT CAN BE DONE ABOUT IT
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