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Nerd City & Other Creators Call Out YouTube Bots for Demonetizing LGBTQ+ Content

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  • A group of YouTubers said they have worked since June to compile evidence that certain words or phrases within video titles lead to automatic demonetization by the platform’s machine learning program.
  • As a result, those YouTubers also claim the platform’s bots are routinely demonetizing LGBTQ+ content.
  • A day after the videos documenting this evidence were posted, YouTube directly responded to them and said that “the right teams are reviewing your concerns in detail,” also promising to follow up on the claims.

YouTubers Create Monetization/Demonetization Word List

In a series of videos released Sunday, a group of YouTubers detailed 15,000 keywords that they tested against YouTube bots and claimed many of those words—including some LGBTQ+ terms—lead to automatic demonetization.

Particularly, the project looks at those keywords and determines whether or not each caused a video to be demonetized when used in the title of a video. The research, which was conducted from June to July, was a collaboration between creators Nerd City, YouTube Analyzed(who does not work for YouTube), and Sealow. 

“Robot law enforcement on YouTube just resulted in two years of gay people being treated like it’s the 1300’s,” Nerd City said in his video.

The report, published as a Google spreadsheet, classifies words in one of two categories: green meaning monetized and yellow meaning demonetized. However, YouTube Analyzed said the way monetization is decided is more like a 0-1 scale. 

Thus, certain words near the middle of that scale might be green one day and yellow the next. To provide context, he placed an asterisk next to words that yielded mixed results.

To create the list, they uploaded two-second clips they said had no demonetizable audio or video. Then, they experimented with keywords, replacing demonetized words with “happy” or “friend” to see it if that would monetize the video.

As such, they found a grab bag of results. For example, “antivaxx” sometimes resulted in demonetization, but never “antivax” or “anti-vaxxer.” 

Additionally, “North Carolina” was demonetizable but not “North Korea.” YouTube Analyzed actually explained this by saying that if a word has too much negative association with it, the bot might be prone to flagging the word. He argued “North Carolina” might have been flagged because news surrounding transgender bathroom laws made headlines in July as he was compiling the list. 

Other words like “restaurant,” “you,” “sunglasses,” “photos,” “profit,” and even “Shrek” reportedly caused their videos to get demonetized. 

While more expected terms like slurs, cuss words, and other words like “Hitler” were also flagged, other controversial words like “incel” and phrases like “how to murder” weren’t demonetized. YouTube Analyzed suggests, unlike the “North Carolina” example, if the bots haven’t seen a word or phrase used enough, they might not catch it.

LGBTQ+ Video Demonetization

The creators also found that common LGBTQ+ terminology tended to be demonetized, and some media outlets have called this project the most conclusive evidence that YouTube is demonetizing LGBTQ+ videos.

Again, however, the system yielded highly variable results. For example, “gay” was demonetizable, but YouTube Analyzed noted the word is context-sensitive. The term “lesbian” was sometimes green but “lesbians” was always yellow. Also, “transgender” was monetizable but not always “trans.”

Additionally, the word “homophobia” was ad-friendly, but not “homosexual,” while terms like “straight” and “heterosexual” were both always green.

Some of the titles they tried included “Lesbian princess” andKids Explain Gay Marriage,” a reference to a Jimmy Kimmel skit posted on YouTube. Both were demonetized but later monetized when replacing “lesbian” and “gay” with “happy.”

As to why these videos are being demonetized, Sealow posits a couple of possible reasons. The first is similar to the “North Carolina” example where, politics and negative press could influence certain words. In the case of LGBTQ+ content, bots could interpret certain terms negatively if they are regulating a high number of homophobic or hateful content.

Sealow also worries that if videos with words like “gay” are manually demonetized by people with biases, then bots will also develop the tendency to demonetize those videos regardless of the content.

According to Nerd City, YouTube is possibly outsourcing some 10,000 workers from a company called Lionbridge, which employs people from a number of countries that have anti-LGBTQ+ laws, including Somalia, Afghanistan, and Indonesia. 

He then asks: if there’s no standardized policy in place for LGBTQ+ content could reviewers keep a video demonetized based on their own bias?

It is unclear how many workers—if any—are from those countries or if such a bias is actually being taken into account; however, former workers with Lionsbridge have reportedly complained of unclear guidelines. 

Past Accusations Against LGBTQ+ Creators

Some YouTubers like Petty Paige have now resorted to censoring words like trans and homosexual to stay monetized, and a wide range of LGBTQ+ creators have called this trend an open secret.

In December, Mexican YouTuber Lusito Comunica asked YouTube Chief Product Officer Neal Mohan about this directly, saying three of his videos with LGBTQ+ titles were demonetized.

“I can just tell you categorically that there is no list of words or keywords or terms or anything like that that is going to go into our classifiers making an apriori decision on whether our videos are monetized or not,” Mohan said. 

“There’s nothing in terms of how our monetization algorithms work that should be based on any kind of predescribed or predetermined list,” he continued.

In his video, Sealow refutes that point, saying, “Given our testing results, it’s made clear that these comments are not accurate.” He notes that while the current situation for LGBTQ+ may be improved from two years ago, most would still call it unacceptable.

He also said he finds Mohan’s comments troubling because as CPO, Mohan has the power to fix this problem.

Later, in August, Alfie Deyes posed a similar question to YouTube’s CEO Susan Wojcicki. 

“We do not automatically demonetize LGBTQ content,” she said. Then, later adding, “There’s no policies that say if you put certain words in the title that that will be demonetized.” 

Deyes then reiterated his question, asking if any words specifically from the LGBTQ+ are flagged, to which she says, “There shouldn’t be.”

Nerd City then focused on the word “policy” in his video, saying Wojcicki lied by omission. 

“It’s sneaky language from a very smart woman who talks to a lot of lawyers,” he said. “There’s no policy to demonetize gay words, but there is a protocol where bots are doing exactly that.”

Also in August, a group of YouTubers sued the platform and claimed among other things, that YouTube is demonetizing their content. 

In 2018, YouTube took steps to expand its reviewing process, adding those previously-mentioned 10,000 workers to combat what Wojcicki called bad actors,”or people who attempt to exploit the platform’s monetization system. Those “bad actors” are actually part of why YouTube says it hasn’t released its algorithm data.

YouTube’s Mystery Algorithm

The report represents an attempt to better warn creators about why their videos may be demonetized, but demonetization involves other factors, as well. As they continue to attempt to learn more about the mysterious algorithm, that list changes every day. 

Because of that, all of them note the information they presented is not necessarily complete. Nerd City has argued that YouTube should publish details on how its algorithm works, saying more openness could allow creators to make more money because they would then be able to see what does and does not get monetized.

He also deconstructs the “bad actors” argument, saying people would just report misleading content anyway.

Notably, the FairTube Campaign is urging YouTube to at least send creators a reason why their specific videos were demonetized, that way they can then learn and take steps to make sure future videos are ad-friendly.

YouTube Responds

Monday, the YouTube Team Twitter account respond to this series of videos, saying, “Wanted to let you know that we’ve watched your video and the right teams are reviewing your concerns in detail. We want to make sure that we give you some clear answers, so we’ll follow back up when the teams have been able to take a good, hard look.”

Later, a YouTube spokesperson then released a statement saying there is no list of words that deem a video not ad-friendly. 

“We’re proud of the incredible LGBTQ+ voices on our platform and take concerns like these very seriously,” the spokesperson said. “We do not have a list of LGBTQ+ related words that trigger demonetization and we are constantly evaluating our systems to help ensure that they are reflecting our policies without unfair bias.”

That spokesperson also said YouTube tests samples of LGBTQ+ content when there are new monetization classifers to make sure LGBTQ+ videos aren’t more likely to be demonetized.

See what others are saying: (The Verge) (INSIDER) (Mashable)

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Twitter CEO Jack Dorsey Says Trump Ban Was the “Right Decision” But Sets “Dangerous” Precedent

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  • While defending Twitter’s decision to permanently ban President Donald Trump, CEO Jack Dorsey noted the “dangerous” precedent such a move set.
  • “Having to take these actions fragment the public conversation,” Dorsey said in a lengthy Twitter thread on Wednesday. “They divide us. They limit the potential for clarification, redemption, and learning.”
  • Dorsey’s message came the same day Twitter fully reinstated Rep. Lauren Boebert’s (R-Co.) account, hours after locking it for violating Twitter rules. A Twitter spokesperson later described the lock as an “incorrect enforcement action.”

Dorsey Describes Trump Ban as a Double-Edged Sword

In a lengthy Twitter thread published Wednesday, CEO Jack Dorsey defended his platform’s decision to permanently ban President Donald Trump, while also noting the “dangerous” precedent such a unilateral move sets.

Twitter made the decision to ban Trump on Jan. 8, two days after pro-Trump insurrectionists stormed the U.S. Capitol complex in an assault that left multiple dead.

“I do not celebrate or feel pride in our having to ban [Trump] from Twitter, or how we got here,” Dorsey said in the first of 13 tweets. 

Nonetheless, Dorsey described Trump’s ban as “the right decision for Twitter.”

“Offline harm as a result of online speech is demonstrably real, and what drives our policy and enforcement above all,” he added.

“That said, having to ban an account has real and significant ramifications,” Dorsey continued.

“[It] sets a precedent I feel is dangerous: the power an individual or corporation has over a part of the global public conversation.”

Dorsey described most bans as a failure of Twitter to “promote healthy conversation,” though he noted that exceptions to such a mindset also exist. Among other failures, Dorsey said extreme actions like a ban can “fragment public conversation,” divide people, and limit “clarification, redemption, and learning.”

Dorsey: Trump Bans Were Not Coordinated

Dorsey continued his thread by addressing claims and criticism that Trump’s ban on Twitter violated free speech.

“A company making a business decision to moderate itself is different from a government removing access, yet can feel much the same,” he said.

Indeed, multiple legal experts have stated that Trump’s ban on social media does not amount to First Amendment violations, as the First Amendment only addresses government censorship. 

“If folks do not agree with our rules and enforcement, they can simply go to another internet service,” Dorsey added. However, Dorsey noted that such a concept has been challenged over the past week. 

Trump has now been banned or suspended from a number of platforms, including Facebook, Instagram, and YouTube. On Wednesday, Snapchat announced plans to terminate Trump’s account in the “interest of public safety.” Previously, Snapchat had only suspended his account, but as of Jan. 20, it will be permanently banned. 

Addressing criticism of the swift bans handed down by these platforms in the wake of the Capitol attack, Dorsey said he doesn’t believe Trump’s bans on social media were coordinated.

“More likely: companies came to their own conclusions or were emboldened by the actions of others,” he said.

Twitter Reverses Course of Locking Rep. Lauren Boebert’s Account

Dorsey’s thread regarding the fragile nature of regulating users’ privileges on the platform seemed to play out earlier the same day.

On Wednesday, newly-elected Rep. Lauren Boebert (R-Co.) posted a screenshot to Instagram showing that her Twitter account had been locked for six days. The screenshot stated that she had violated Twitter’s rules and would be unable to tweet, retweet, or like until her account was unlocked. 

Hours later, Twitter reversed course and fully reinstated her account. 

“In this instance, our teams took the incorrect enforcement action. The Tweet in question is now labeled in accordance with our Civic Integrity Policy. The Tweet will not be required to be removed and the account will not be temporarily locked,” a spokesperson for the platform told Insider.

It is unknown what tweet caused that initial ban, as Twitter refused to say. 

The latest tweet from Boebert’s account to be tagged with a fact check warning is from Sunday. In that tweet, she baselessly and falsely accuses the DNC of rigging the 2020 Election, a claim that largely inspired the Capitol attacks. 

See what others are saying: (Business Insider) (CNN) (Associated Press)

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Uber and Lyft Drivers Sue To Overturn California’s Prop 22

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  • A group of Uber and Lyft drivers filed a lawsuit Tuesday against California’s controversial Prop 22, a ballot measure that was approved by nearly 59% of state voters in the 2020 election. 
  • While Prop 22 does promise drivers wage guarantees and health insurance stipends, it also eliminated some protections as well as benefits like sick pay and workers’ compensation.
  • In their lawsuit, the drivers argue that Prop 22 “illegally” prevents them from being able to access the state’s workers’ compensation program. 

What’s in the Lawsuit?

In a lawsuit filed Tuesday, a group of Uber and Lyft drivers asked California’s Supreme Court to overturn the state’s controversial Prop 22 ballot measure.

The drivers behind the lawsuit, along with Service Employees International Union, allege that Prop 22 “illegally” bars them from being able to participate in the state’s workers’ compensation program. 

Additionally, they argue that the measure violates California’s constitution by“stripping” the state legislature of its ability to protect who unionize. 

“Every day, rideshare drivers like me struggle to make ends meet because companies like Uber and Lyft prioritize corporate profits over our wellbeing,” Plaintiff Saori Okawa said in a statement. 

Conversely, Uber driver and Prop 22 activist Jim Pyatt denounced the lawsuit, saying,“Voters across the political spectrum spoke loud and clear, passing Prop 22 in a landslide. Meritless lawsuits that seek to undermine the clear democratic will of the people do not stand up to scrutiny in the courts.”

California ballot measures have been occasionally repealed in the past; however, most of the time, they’ve only been repealed following subsequent ballot measures. If this lawsuit fails, such an initiative would likely be the last option for overturning Prop 22.

What is Prop 22?

Prop 22, which was approved by 59% of state voters in the 2020 Election, exempts app-based transportation and delivery companies from having to classify their drivers as employees. Rather, those drivers are listed as “independent contractors,” also known as gig workers. 

Notably, Prop 22 was supported by major industry players like DoorDash, Uber, Lyft, and Instacart, which launched a massive $200 million lobbying and advertising campaign.

While those companies did promise wage guarantees and health insurance stipends for drivers, Prop 22 also eliminated a number of protections and benefits drivers would have seen under an “employee” status, including sick pay and workers’ compensation. 

Because of that, many opponents have argued that the measure incentivizes companies to lay off their employees in favor of cheaper labor options.

Last week, it was reported that grocery stores like Albertsons, Vons, and Pavilions began laying off their delivery workers in favor of switching to ”third-party logistics providers.” According to Albertson’s, unionized delivery workers were not included in the layoffs. 

In recent coverage from KPBS, one San Diego Vons delivery worker detailed a situation in which he and delivery workers were called into a meeting with management. 

“I thought they were going to give us a bonus or a raise or something like that,” he said. 

Ultimately, that employee was told he would be losing his job in late February, even though he had been with the company for two-and-a-half years. 

“I didn’t want to tell them,” the employee said of his parents, one of whom is disabled. “I’m the breadwinner for the family.”

See what others are saying: (The Verge) (The Washington Post) (CNN)

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Daniel Silva Blames Cory La Barrie for His Own Death in New Legal Filing

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  • Popular Tattoo artist Daniel Silva said the death of YouTuber Cory La Barrie was due to La Barrie’s “own negligence,” in response to a wrongful death lawsuit from his family.
  • La Barrie died last May after Silva lost control of the sports car they were in, crashing into a street sign and tree. 
  • La Barrie’s family has accused Silva of negligence, saying his excessive speeding caused the crash. They also claim he was under the influence, though he was never formally charged with a DUI. 
  • According to TMZ, Silva filed documents saying La Barrie “assumed the risk of death when he jumped into Daniel’s car that fateful night back in May.”

Corey La Barrie’s Death

Popular tattoo artist Daniel Silva has blamed YouTuber Corey La Barrie for his own death in response to a wrongful death lawsuit from La Barrie’s family, according to TMZ.

The tabloid says he filed legal documents saying, “the car crash that led to Corey’s death was due to his own negligence, and he assumed the risk of death when he jumped into Daniel’s car that fateful night back in May.”

La Barrie died on May 10, his 25th birthday, after Silva was speeding and lost control of the sports car they were in, crashing into a street sign and tree.

Police say Silva tried to leave the scene but was stopped by witnesses. He was later arrested and charged with murder. Silva eventually reached an agreement with prosecutors to plead no contest to vehicular manslaughter with gross negligence.

In August, Silva was sentenced to 364 days in jail, with credit for 216 days served because of California sentencing guidelines, even though it had only been 108 days since the crash at the time.

He also earned five years of probation, 250 hours of community service, and a suspended prison sentence of four years, which would be imposed if he violates the terms of his probation.

Wrongful Death Suit

Silva still faces the family’s lawsuit, which they filed the same month their son died.

In it, La Barrie’s family has accused Silva of negligence, saying his excessive speeding caused the crash. They also claim he was driving under the influence.

It’s worth noting that people close to Silva have disputed that claim and he was never charged with a DUI. However, the first police statement about the crash labeled it aDUI Fatal Traffic Collision.” Witnesses have said the two were partying earlier that night, though

See what others are saying: (TMZ) (USA Today) (Variety)

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