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How to stop AI becoming the enemy of younger workers
'Seniority-biased' hiring patterns in South Korea carry a lesson for the rest of the world Viewed from afar, South Korea looks like a clear winner from the rise of AI. Some of its biggest companies are booming because of the global appetite for chips and data centres. Samsung Electronics and SK Hynix, its leading chipmakers, have both topped $1tn in market capitalisation. And because these companies have powerful unions, their workers are securing a share of the surge in profits. In May, for example, Samsung and its union came to a profit-sharing agreement that is expected to award employees in the memory chip division an average bonus of nearly $400,000. Little wonder that South Korea is one of the few large countries where optimists about AI outnumber pessimists, according to polling by the Pew Research Center. But there is more to the story. South Korea has long been an economy with deep fractures: between "insiders" with secure jobs in large, productive companies and "outsiders" with insecure jobs in small and medium-sized companies (SMEs). So far, the benefits of AI seem to be following and even deepening these faultlines. The Samsung profit-sharing agreement, for example, does not benefit the workers of the company's subcontractors, who typically receive lower pay and less security. Then there are those "outsiders" who have yet to get a foothold in the labour market. A study of administrative data by economists Jinsu Han and Samil Oh of the Bank of Korea found that 211,000 youth jobs (aged 15 to 29) disappeared over the past three years, while employment for workers in their fifties increased by 209,000 over the same period. Youth employment fell particularly sharply in AI-exposed sectors: by 11.2 per cent in computer programming and system integration and management, 20.4 per cent in publishing, 8.8 per cent in professional services and 23.8 per cent in information services. The economists concluded that the labour market was "undergoing a seniority-biased technological change" because AI "more readily replaces tasks performed by junior workers that rely on codified, textbook knowledge, while it tends to augment tasks requiring career-based tacit knowledge and social or interpersonal skills, which are more common among senior workers". There have been hints of this "seniority-biased" pattern emerging in the US, too, especially in the software profession. But the trends in South Korea look particularly stark. Is this a warning for other economies? I think so. But South Korea's "insider-outsider" labour market structures have probably played a part too. Jiyeun Chang, senior research fellow at the Korea Labor Institute, tells me that "incumbent workers in large firms enjoy strong employment protection, so when firms adjust to new technology the adjustment falls disproportionately on the hiring margin -- that is, on young people trying to enter". Indeed, young people in South Korea were struggling in the labour market even before ChatGPT's release in late 2022. A report by the OECD that year found that the large companies that once drove job creation were shifting towards "a more capital and technology-intensive product mix" and relying more on outsourcing, but that graduates who were unsuccessful in their attempts to get hired by the big companies or the public sector tended to "queue for such jobs rather than fill labour shortages at SMEs". SMEs, meanwhile, were "trapped in a vicious circle": not productive enough to offer good pay, and therefore unable to attract high-quality workers who could boost productivity. The good news for South Korea is that the government has money to spare thanks to rising tax revenues from the semiconductor boom. It is forming plans for a "Future Response Fund" to invest in mega-projects, address inequality and provide employment support for people in their twenties and thirties. One obvious option would be to use some of the windfall money to subsidise companies to hire and train young people, even if their labour can't easily be monetised until they have acquired more expertise. A more imaginative policy agenda could extend security, training and capital to "outsiders" such as the self-employed. In the right conditions, couldn't South Korea's tech-savvy youth create companies of their own that use AI to do new things? Start-ups that could one day even disrupt those corporate giants that denied them a foot in the door? New eras require new mantras. For young people who are struggling to get hired the traditional way, this might end up being theirs: if you can't join them, beat them.
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Lessons from S Korea: How to stop AI being the enemy of young workers
Seoul has money to spare thanks to tax revenues from the semiconductor boom. How it uses this to tackle rising AI-related youth unemployment could provide a blueprint for governments around the world. Viewed from afar, South Korea looks like a clear winner from the rise of AI. Some of its biggest companies are booming because of the global appetite for chips and data centres. Samsung Electronics and SK Hynix, its leading chipmakers, have both topped $US1 trillion ($1.4 trillion) in market capitalisation. And because these companies have powerful unions, their workers are securing a share of the surge in profits.
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South Korea's semiconductor boom masks a troubling trend: AI eliminated 211,000 jobs for young workers aged 15-29 over three years, while employment for workers in their fifties increased by 209,000. The shift reveals how AI-driven automation disproportionately replaces entry-level tasks while augmenting roles requiring experience, creating stark generational divides in the labor market.
South Korea appears to be thriving in the AI era. Samsung Electronics and SK Hynix, the nation's leading chipmakers, have both surpassed $1 trillion in market capitalisation as global demand for chips and data centres accelerates
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. In May, Samsung reached a profit-sharing agreement with its union that awarded employees in the memory chip division an average bonus of nearly $400,0001
. Yet beneath this prosperity lies a troubling reality for young workers trying to enter the labor market.A study of administrative data by Bank of Korea economists Jinsu Han and Samil Oh revealed that 211,000 youth jobs for workers aged 15 to 29 disappeared over the past three years
1
. During the same period, employment for workers in their fifties increased by 209,000, creating a stark generational divide1
. Youth employment fell particularly sharply in AI-exposed sectors: down 11.2 per cent in computer programming and system integration, 20.4 per cent in publishing, 8.8 per cent in professional services, and 23.8 per cent in information services1
.The economists concluded that South Korea's labor market is experiencing seniority-biased technological change because AI more readily replaces entry-level tasks performed by junior workers that rely on codified, textbook knowledge
1
. Meanwhile, AI tends to augment tasks requiring career-based tacit knowledge and social or interpersonal skills, which are more common among senior workers1
. Similar patterns have emerged in the US software profession, though South Korea's trends appear particularly stark1
.Related Stories

Source: Financial Review
South Korea's deep economic fractures between "insiders" with secure jobs in large, productive companies and "outsiders" with insecure positions in small and medium-sized companies are widening
1
. Samsung's profit-sharing agreement doesn't benefit subcontractor workers who receive lower pay and less security1
. Jiyeun Chang, senior research fellow at the Korea Labor Institute, explains that incumbent workers in large firms enjoy strong employment protection, so when firms adjust to new technology, the burden falls disproportionately on young people trying to enter the workforce1
.The government has money to spare thanks to rising tax revenues from semiconductor production
2
. South Korea is forming plans for a Future Response Fund to invest in mega-projects, address inequality, and provide employment support for people in their twenties and thirties1
. One option involves using windfall money for hiring subsidies to encourage companies to train young workers, even if their labor can't easily be monetised until they acquire expertise1
. A more imaginative approach could extend security, training, and capital to outsiders such as the self-employed, enabling tech-savvy youth to create AI-powered startups1
. How Seoul addresses these challenges could provide a blueprint for governments worldwide facing similar AI-driven shifts2
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