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Canaries in the Coal Mine? Six Facts about the Recent Employment Effects of Artificial Intelligence


Sree VijaykumarThis paper provides some of the first concrete, large-scale, and near real-time evidence of generative AI's impact on the labor market, moving the conversation from speculation to empirical observation. It identifies a specific, vulnerable demographic—young, entry-level workers—as the "canaries in the coal mine," suggesting that AI's initial displacement effects are not uniform but are disproportionately affecting the newest entrants to the workforce. By distinguishing between automation and augmentation, the research offers a crucial nuance for business leaders and policymakers, highlighting that the nature of AI deployment is a key determinant of its labor market consequences. This work sets a new benchmark for data-driven analysis in this domain and provides a critical early warning for education, workforce development, and economic policy.

Editor's Note: The "canaries in the coal mine" are young, entry-level workers whose roles often depend on the "codified knowledge" acquired through formal education. This "book learning" can be articulated in rules and data, making it prime territory for LLMs trained on vast text corpora. In contrast, more experienced workers rely more on "tacit knowledge" - the intuition, social intelligence, and complex problem-solving skills gained through years of on-the-job experience, which current AI struggles to replicate.


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Reform UK's Nigel Farage hopes Trump playbook can propel him to power
Reform UK's Nigel Farage hopes Trump playbook can propel him to power
Nigel Farage has made a bold pitch to his Reform UK party, echoing themes that helped Donald Trump rise to power. He claimed during his party's two-day annual convention that the country was in crisis and called for slashing immigration, cracking down on crime, and ditching green energy targets. Farage, who played a major role in Brexit, has never held political power but hopes to become prime minister. Reform UK has only four lawmakers but has led opinion polls ahead of Labour and the Conservatives. Critics accuse Farage of stoking fears about migrants and spreading misinformation. Both major parties are struggling to respond to Reform's rise.


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It's official: RTO mandates are driving workers to leave their jobs - and helping employers avoid layoffs - Business Insider
It's official: RTO mandates are driving workers to leave their jobs - and helping employers avoid layoffs
Business leaders from across the country told the Federal Reserve's Beige Book that their RTO policies had "encouraged" a reduction in their workforces via attrition, rather leaders having to resort to layoffs.


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On Croatia's Coast, a Former Basketball Star Builds a Tribute to His Hero
On Croatia's Coast, a Former Basketball Star Builds a Tribute to His Hero
Marko Banic first met NBA legend Kobe Bryant when he was playing for Croatia's national team. Now he's dedicating his new real estate project to the former Laker.


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One of the world's most sacred places is soon to be a mega-resort
One of the world's most sacred places is soon to be a mega-resort
Egypt faces blacklash for its plan to turn Mount Sinai, a biblical site and home to the Bedouins, into luxury hotels and villas.




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Trump Downplays Post Threatening Chicago, Saying He Wants to 'Clean Up' City
Trump Downplays Post Threatening Chicago, Saying He Wants to 'Clean Up' City
The president had said on social media that Chicago was “about to find out why it’s called the Department of WAR,” drawing a fierce rebuke from Democrats.


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Wake Up Dead Man review: The 'funniest and most playful' Knives Out mystery yet
Wake Up Dead Man review: The 'funniest and most playful' Knives Out mystery yet
At over two hours, the film goes on a bit too long as confessions start piling up, but better to have too much of this romp than too little. And it doesn't even cover everything it could have. What about Hugh Grant's character, glimpsed as Blanc's life partner at the end of The Glass Onion, the previous Knives Out film? Sadly, he isn't mentioned at all. But Wake Up Dead Man functions perfectly well even when Blanc himself is nowhere around, which is a testament to Josh O'Connor and to the way Rian Johnson keeps this buoyant franchise alive.


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Ukraine's weapons makers want to sell arms abroad and argue it will help, not hurt, the fight against Russia - Business Insider
Ukraine's weapons makers want to sell arms abroad and argue it will help, not hurt, the fight against Russia
Since Russia's full-scale invasion in 2022, Ukraine has effectively frozen international arms exports, tightening approval rules to make sure every available shell, drone, and missile stayed in Ukraine. Industry leaders say it's so restrictive that exporting is practically


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Trump quietly preparing to travel next month to South Korea, where he could sit down with China's leader | CNN Politics
Trump quietly preparing to travel next month to South Korea, where he could sit down with China's leader | CNN Politics
President Donald Trump and his top advisers are quietly preparing to travel to South Korea in October for the gathering of Asia-Pacific Economic Cooperation trade ministers, three Trump administration officials told CNN.




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FCC taking steps that would allow US prisons to jam prisoners' cellphone signals
FCC taking steps that would allow US prisons to jam prisoners' cellphone signals
Federal officials are moving a step closer to allowing state and federal prisons to jam cellphone signals from devices smuggled to inmates.


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Ruth Paine, Who Gave Lodging to Marina Oswald, Dies at 92
Ruth Paine, Who Gave Lodging to Marina Oswald, Dies at 92
Her knowledge of Lee Harvey Oswald and his wife made her a noteworthy witness during the Warren Commission’s investigation into the assassination of President John F. Kennedy.


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Reuters withdraws Putin-Xi immortality video after Chinese legal objections
Reuters withdraws Putin-Xi immortality video after Chinese legal objections
Reuters on Sept. 5 withdrew a video in which Russian President Vladimir Putin and Chinese President Xi Jinping were shown discussing whether humans could live to 150 years old, after China's state broadcaster revoked permission to use the footage.


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I Had the Right Answer in a Room Full of Decision-Makers - But No One Backed Me Until I Did This
I Had the Right Answer in a Room Full of Decision-Makers - But No One Backed Me Until I Did This
Technical skills will get you in the room - but it's your ability to translate complexity into clarity that drives real influence and impact.




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Under Trump, the Federal Trade Commission is abandoning its ban on noncompetes
Federal Trade Commission Chair Andrew Ferguson has called his agency's rule banning noncompetes unconstitutional. Still, he says protecting workers against noncompetes remains a priority.


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Rising premiums add to pressure on households already feeling the pinch from the high price of goods - FT
Rising premiums add to pressure on households already feeling the pinch from the high price of goods
US health insurers, reeling from slumping share prices, are raising insurance premiums by the most in 15 years, adding to fears that American consumers are struggling under the weight of high costs.


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Debate Flares Over an Unproven Link Between Tylenol and Autism
Debate Flares Over an Unproven Link Between Tylenol and Autism
Studies over the last decade of acetaminophen use in pregnancy — including a recent scientific review — have yielded mixed results but have not found a causal connection.


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300 South Koreans detained at Hyundai plant in US to be released, says Seoul
300 South Koreans detained at Hyundai plant in US to be released, says Seoul
The immigration raid also appears to fly in the face of officials’ recent push for South Korean investment in the US. South Korea and the US recently brokered a trade agreement, part of which is a $250bn fund to assist South Korean companies come into American markets.




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Microsoft Azure services disrupted by Red Sea cable cuts
Microsoft Azure services disrupted by Red Sea cable cuts
The incident happened about a month after Yemen's internationally recognised government warned that the Iran-backed Houthi movement might sabotage the cables and attack ships on the Red Sea. The Houthis denied that they had targeted cables.


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Sudanese villagers dig with hands to reach landslide victims, group says
Sudanese villagers dig with hands to reach landslide victims, group says
People have no access to tools or machinery to conduct their rescue efforts, Save the Children says.


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Opinion | Why the Court Let Google Off Easy
Opinion | Why the Court Let Google Off Easy
The message to other companies is plain: It pays to break the law.


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ICE Is Said to Have Begun Operation in the Boston Area
ICE Is Said to Have Begun Operation in the Boston Area
The immigration crackdown is expected to last several weeks, sources with knowledge of the operation said.




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By blowing up a suspected cartel boat, the US signaled it's bringing War on Terror tactics to the drug war - Business Insider
By blowing up a suspected cartel boat, the US signaled it's bringing War on Terror tactics to the drug war
The US sent a message this week that it is willing to unleash tactics once reserved for distant battlefields deadly strikes against suspected terror targets much closer to home as it turns up the pressure on drug cartels.


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Egypt-Israel Tensions Rise Over Attack on Gaza City
Egypt-Israel Tensions Rise Over Attack on Gaza City
A large-scale Israeli assault on the city in northern Gaza could push hundreds of thousands of Palestinians southward toward Egypt’s border.


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These Stressed-Out Adults Are Turning to Adult Pacifiers
These Stressed-Out Adults Are Turning to Adult Pacifiers
For thousands of young adults in China, the solution isn't therapy, exercise, or even melatonin-it's adult-sized pacifiers.


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Maryland Gov. Wes Moore, Pressed About a Possible 2028 Run, Focuses on Re-election
Maryland Gov. Wes Moore, Pressed About a Possible 2028 Run, Focuses on Re-election
Mr. Moore said in a TV interview that he “is not running for president.” The first-term governor, who has traded barbs with President Trump, said he was excited about seeking a second term.


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Gavin Newsom's Responsible Retaliation Against Trump - Intelligencer
Gavin Newsom's Responsible Retaliation Against Trump
Find this story in your accounts Saved for Later section.


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Bribery scandal ensnares close associates of Argentina's president Milei
Bribery scandal ensnares close associates of Argentina's president Milei
Argentines have been captivated by a growing corruption scandal involving President Javier Milei's close associates. Allegations suggest that Milei's powerful sister, Karina, profited from a kickback scheme in Argentina's disability agency. These claims have surfaced during a time of extreme fiscal austerity, threatening the government's reputation ahead of national midterms. The scandal broke when leaked audio implicated top officials in accepting bribes. Milei denies the allegations and has dismissed the recordings as false. The situation has intensified, with press freedom groups criticizing the government's response and Karina Milei becoming a focal point of public outrage.


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Gaza-bound Sumud flotilla nearing Tunisia, likely to arrive off Gaza's coast by September 17
Gaza-bound Sumud flotilla nearing Tunisia, likely to arrive off Gaza's coast by September 17
The flotilla is believed to be seeking to reach the eastern Mediterranean off the coast of Gaza sometime around September 15 to 20.


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Loss of koala habitat shows 'total failure' of nature laws, conservationists say
Loss of koala habitat shows 'total failure' of nature laws, conservationists say
More habitat has been given up legally in 2025 so far than any other year since the animals were listed as threatened, analysis shows


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Cable gave way before deadly Lisbon funicular crash, initial report finds | CNN
Cable gave way before deadly Lisbon funicular crash, initial report finds | CNN
A preliminary investigation indicates that a connecting cable broke before Wednesday's deadly funicular crash in the Portuguese capital of Lisbon that killed at least 16 people and injured several others.


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Why more and more people are tuning the news out: 'Now I don't have that anxiety'
Why more and more people are tuning the news out: 'Now I don't have that anxiety'
Emotional toll of constant negative news and unlimited access to 'doomscrolling' has led to record-high news avoidance


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Does Bitcoin Belong on Your Balance Sheet?
Does Bitcoin Belong on Your Balance Sheet?
What leaders need to understand about the asset and the network to right-size their company's exposure.


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Opinion | New Tech Can Change a City. New York Learned That the Hard Way With Uber.
Opinion | New Tech Can Change a City. New York Learned That the Hard Way With Uber.
The city embraced new technology without much thought to the consequences and regretted it.


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Brazilians Protest as Bolsonaro Coup Trial Nears Verdict
Brazilians Protest as Bolsonaro Coup Trial Nears Verdict
Tensions are heating up in Brazil as the nation enters the final week of former President Jair Bolsonaro’s trial on attempted coup charges.


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Blackwater founder and Maga disciple Erik Prince pitching services in Ukraine
Blackwater founder and Maga disciple Erik Prince pitching services in Ukraine
The former Google chief executive Eric Schmidt openly touted that the war in Ukraine had turned him into an arms dealer, founding his venture White Stork, which is producing drones. Gen David Petraeus, the former director of the CIA and a chief warfighter for the Pentagon in the Iraq and Afghanistan conflicts, has an eye on Ukraine and has advised the burgeoning American drone and security contractor Vector.


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RFK Jr., Rejecting Vaccine Data, Fuels Distrust of Public Health Agencies
RFK Jr., Rejecting Vaccine Data, Fuels Distrust of Public Health Agencies
By promoting suspicions about the institutions he oversees, critics say Robert F. Kennedy Jr. is jeopardizing public health. He says he is pursuing transparency.


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Our writer let an AI interview him for a job. It wasn't fun
Our writer let an AI interview him for a job. It wasn't fun
If an employer asks you do to this, demand a trial run so you can learn the rules of this strange new world


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Inside the lucrative, disturbing world of humans training AI chatbots - Business Insider
Inside the lucrative, disturbing world of humans training AI chatbots
Serhan Tekkl listened intently on a Zoom call as his friend on the screen recounted the first time she had ever felt sad. A 28-year-old mixed media artist, Tekkl had not planned on having a profound conversation that April afternoon while sitting in a coffee shop near his apartment in Istanbul, but that was the nature of freelancing as an AI trainer.


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Experimental brain stimulation may help turn off the 'fire alarm' of chronic pain | CNN
Experimental brain stimulation may help turn off the 'fire alarm' of chronic pain | CNN
Edward Mowery lived with excruciating pain for years: Picture being put into a hot frying pan, he said, and then someone holding you down on that pan forever. The fiery, shooting pain got so bad that he quit his job, stopped playing sports and had to abandon his beloved death metal band just as the group was taking off.


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Google's AI cites web pages written by AI, study says
Google's AI cites web pages written by AI, study says
Researchers also found that more than half of citations didn't rank in top 100 for term


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Marilyn Monroe's Los Angeles Home Is Saved From Demolition
Marilyn Monroe's Los Angeles Home Is Saved From Demolition
A judge denied a neighbor’s petition to raze the Spanish-style hacienda, which the City Council had declared a cultural landmark.


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The World's Smartest Nations: Ranking Intelligence in 2025 - TradingPlatforms.co.uk
The World's Smartest Nations: Ranking Intelligence in 2025 - TradingPlatforms.co.uk
Defining how 'smart' a country is goes beyond stereotypes or single measures, reflecting how effectively nations learn, create, and apply knowledge. Strong education systems equip young people with essential skills, scientific research drives discovery, and cognitive ability underpins innovation and problem-solving. To capture this more complete picture, TradingPlatforms analysed the latest OECD PISA 2022 results


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US treasury secretary denies Trump tariffs are tax on Americans
US treasury secretary denies Trump tariffs are tax on Americans
“Are these numbers proof that the tariffs are failing to produce the manufacturing jobs that President Trump promised?” Welker asked Bessent, to which he replied: “It’s been a couple of months. And with the manufacturing sector … we can’t snap our fingers and have factories built.”


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Is there a cognitive triad that typifies adult ADHD?
If you are an adult with ADHD who is a perfectionist, driven by your emotions, and seeks approval from others, you might want to read this. You're not alone.


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Hope for diabetes: CRISPR-edited cells pump out insulin in a person - and evade immune detection
Hope for diabetes: CRISPR-edited cells pump out insulin in a person - and evade immune detection
Nature - Edits create cells that don't trigger an immune response, allowing implant recipient to forego immune-suppressing drugs.


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The World No Longer Takes Trump Seriously - The Atlantic
The World No Longer Takes Trump Seriously
The leaders of Russia, China, and North Korea are not good men. They preside over brutal autocracies replete with secret police and prison camps. But they are, nevertheless, serious men, and they know an unserious man when they see one. For nearly a decade, they have taken Donald Trumps measure, and they have clearly reached a conclusion: The president of the United States is not worthy of their respect.


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The cheapest and most expensive car repairs right now
The cheapest and most expensive car repairs right now
Auto repair costs just keep rising, but there are some cheap repairs you can get done right now — and some that will make your eyes water


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Natron's liquidation shows why the US isn't ready to make its own batteries
Natron's liquidation shows why the US isn't ready to make its own batteries
The sodium-ion battery startup went from announcing a $1.4 billion factory to filing for liquidation in just over a year. Natron's troubled journey illustrates the challenges in making batteries in the U.S.


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'The Conjuring: Last Rites' Sets a Surprise Box Office Record
'The Conjuring: Last Rites' Sets a Surprise Box Office Record
The horror sequel took in roughly $83 million over the weekend in the United States and Canada, about 65 percent more than anticipated.


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Unions warn government not to water down workers' rights bill
Unions warn government not to water down workers' rights bill
"In some of our recent polling of members, 92% of employers said they were worried about this legislation. We have never got to that level in a poll," said Craig Beaumont, director of policy at the FSB.


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Oil Producers Announce New Increase in Output
Oil Producers Announce New Increase in Output
In a show of confidence in the market, the group, led by Saudi Arabia, said it would begin unwinding a further set of agreed cuts.



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