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Chronicles

The story behind the story

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Researchers say hate speech and misinformation on Twitter are up; CEO Linda Yaccarino says that's “incorrect” and touts improvements, like ad placement controls

Coupled with $13 billion of debt, the company is in more than a shaky position. … Twitter: @twitterbusiness : To our partners, we want to address a recent Bloomberg article which claims that harmful content viewed on Twitter has gone up over the past six months. This is an absolutely false assertion. 99.99% of Tweet impressions are healthy. Which means only a tiny amount of content... Linda Yaccarino / @lindayacc : A Bloomberg article today claims that harmful content viewed on Twitter is on the rise, but that's not true. Here's what is true - more than 99% of content users and advertisers see on Twitter is healthy. Which means only a small amount of content requires enforcement. But no... Aisha Counts / @aishacounts : Advertisers left Twitter because of the rise in harmful content. The company has made changes, but the damage may be done https://www.bloomberg.com/... Brad Stone / @bradstone : “Musk is not keeping his promises to advertisers, and their ads are appearing next to really harmful content.” Hard look at the state of play on this platform, by @aishacounts and Eari Nakano. Parmy Olson / @parmy : This has similar vibes to Mark Zuckerberg saying back in 2016 that “more than 99% of what people see [on Facebook] is authentic.” Either way go read this important story by @aishacounts and Eari Nakano. https://www.bloomberg.com/... Sarah Frier / @sarahfrier : Twitter has seen a dramatic spike in hateful, violent and misleading posts since Musk's takeover, according to several researchers. That's now a top challenge for CEO Yaccarino, who has to convince advertisers to spend here. https://www.bloomberg.com/... by @aishacounts & Eari Nakano @csmap_nyu : In order to track the spread of harmful content online, data access is essential. @j_a_tucker spoke to @Bloomberg about how Twitter's new API pricing makes it nearly impossible for independent researchers to conduct robust, data-driven studies. https://www.bloomberg.com/... @ttp_updates : If Twitter wants to prove that it's safe for advertisers, it should drop API restrictions and allow independent researchers to review incidents of hate speech. https://www.bloomberg.com/... Matt Navarra / @mattnavarra : Twitter's Surge in Harmful Content a Barrier to Advertiser Return Since Musk's takeover, a number of researchers see a rise in hate speech, violent content But Twitter's CEO calls the researchers' findings “incorrect, misleading and outdated.” https://www.bloomberg.com/... Forums: r/EnoughMuskSpam : Twitter's Surge in Harmful Content a Barrier to Advertiser Return See also Mediagazer

Bloomberg

Context & Ripple Effects

The fight over this Bloomberg article lands at the worst possible moment for Twitter's sales operation. Pathmatics tracking already showed about 70% of the platform's top 100 pre-takeover ad spenders had stopped spending by December, and an investor update put revenue down roughly 40% year over year as advertisers fled — many citing exactly the harmful-content rise the company now disputes.

Yaccarino's counterargument leans on Twitter's own metrics — 99.99% healthy impressions — plus ad placement controls pitched directly at partners. But the company has simultaneously restricted independent researchers' data access through new API pricing, so the outside studies that once audited its brand-safety claims have lost their raw material.

First-order effects

  • Advertisers weighing a return must now choose between Twitter's self-reported health figures and third-party research they can no longer independently verify, since API pricing changes have cut researchers off from the data.
  • For Yaccarino, whose remit includes sales under the newly announced split where [[a:842651|Musk takes product and engineering while she leads legal, sales, and trust-and-safety oversight]], publicly disputing the measurement is the core of her job: the pitch to partners is that placement controls, not content trends, define what brands see.

Second-order effects

  • With independent audits constrained, brand-safety verification shifts to vendors and advertisers' own tools — firms like the Pathmatics-measured spenders Mars and Jeep can benchmark impressions themselves rather than accept Twitter's 99.99% figure.
  • Every week the dispute stays unresolved extends the advertiser drought documented since late 2022, compounding the pressure of the company's roughly $13 billion debt load on cash flow.

Third-order effects

  • If platforms restrict researcher API access while disputing outside measurements, brand safety becomes a matter of platform self-attestation — a structural shift that pushes regulators and major buyers toward demanding standardized, third-party-audited transparency as a condition of spending.
  • The pattern points toward social platforms splitting into a sales-led trust function and a product-led owner, with the credibility gap between internal metrics and external research becoming the decisive variable in advertising recovery.

The trend: Platform trust is moving from independently verifiable measurement toward self-reported metrics, forcing advertisers and regulators to decide whether internal dashboards can substitute for open researcher access.

Discussion

  • @caseynewton.bsky.social Casey Newton on bluesky
    Yaccarino claps back-a-rino [embedded post]
  • @mnutty@mastodon.ie Martin Nutty on mastodon
    26) It's no surprise that advertisers have fled #Twitter.  #ElonMusk has admitted a 50% drop in revenues.  Those advertisers are not going to return soon knowing that their ad placements could pop up next to a racist post from the likes of Nick Fuentes.  —  Coupled with $13 billi…
  • @twitterbusiness @twitterbusiness on x
    To our partners, we want to address a recent Bloomberg article which claims that harmful content viewed on Twitter has gone up over the past six months. This is an absolutely false assertion. 99.99% of Tweet impressions are healthy. Which means only a tiny amount of content...
  • @lindayacc Linda Yaccarino on x
    A Bloomberg article today claims that harmful content viewed on Twitter is on the rise, but that's not true. Here's what is true - more than 99% of content users and advertisers see on Twitter is healthy. Which means only a small amount of content requires enforcement. But no...
  • @aishacounts Aisha Counts on x
    Advertisers left Twitter because of the rise in harmful content. The company has made changes, but the damage may be done https://www.bloomberg.com/...
  • @bradstone Brad Stone on x
    “Musk is not keeping his promises to advertisers, and their ads are appearing next to really harmful content.” Hard look at the state of play on this platform, by @aishacounts and Eari Nakano.
  • @parmy Parmy Olson on x
    This has similar vibes to Mark Zuckerberg saying back in 2016 that “more than 99% of what people see [on Facebook] is authentic.” Either way go read this important story by @aishacounts and Eari Nakano. https://www.bloomberg.com/...
  • @sarahfrier Sarah Frier on x
    Twitter has seen a dramatic spike in hateful, violent and misleading posts since Musk's takeover, according to several researchers. That's now a top challenge for CEO Yaccarino, who has to convince advertisers to spend here. https://www.bloomberg.com/... by @aishacounts & Eari Na…
  • @csmap_nyu @csmap_nyu on x
    In order to track the spread of harmful content online, data access is essential. @j_a_tucker spoke to @Bloomberg about how Twitter's new API pricing makes it nearly impossible for independent researchers to conduct robust, data-driven studies. https://www.bloomberg.com/...
  • @ttp_updates @ttp_updates on x
    If Twitter wants to prove that it's safe for advertisers, it should drop API restrictions and allow independent researchers to review incidents of hate speech. https://www.bloomberg.com/...
  • @mattnavarra Matt Navarra on x
    Twitter's Surge in Harmful Content a Barrier to Advertiser Return Since Musk's takeover, a number of researchers see a rise in hate speech, violent content But Twitter's CEO calls the researchers' findings “incorrect, misleading and outdated.” https://www.bloomberg.com/...
  • r/EnoughMuskSpam r on reddit
    Twitter's Surge in Harmful Content a Barrier to Advertiser Return