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To make artificial intelligence systems more powerful, tech companies need online data to feed the technology. Here’s what to know.

Online data has long been a valuable commodity. For years, Meta and Google have used data to target their online advertising. Netflix and Spotify have used it to recommend more movies and music. Political candidates have turned to data to learn which groups of voters to train their sights on.

Over the last 18 months, it has become increasingly clear that digital data is also crucial in the development of artificial intelligence. Here’s what to know.

The more data, the better.

The success of A.I. depends on data. That’s because A.I. models become more accurate and more humanlike with more data.

In the same way that a student learns by reading more books, essays and other information, large language models — the systems that are the basis of chatbots — also become more accurate and more powerful if they are fed more data.

Some large language models, such as OpenAI’s GPT-3, released in 2020, were trained on hundreds of billions of “tokens,” which are essentially words or pieces of words. More recent large language models were trained on more than three trillion tokens.

Online data is a precious and finite resource.

Tech companies are using up publicly available online data to develop their A.I. models, faster than new data is being produced. According to one prediction, high-quality digital data will be exhausted by 2026.

Tech companies are going to great lengths to obtain more data.

In the race for more data, OpenAI, Google and Meta are turning to new tools, changing their terms of service and engaging in internal debates.

At OpenAI, researchers created a program in 2021 that converted the audio of YouTube videos into text and then fed the transcripts into one of its A.I. models, going against YouTube’s terms of service, people with knowledge of the matter said.

(The New York Times has sued OpenAI and Microsoft for using copyrighted news articles without permission for A.I. development. OpenAI and Microsoft have said they used news articles in transformative ways that did not violate copyright law.)

Google, which owns YouTube, also used YouTube data to develop its A.I. models, wading into a legal gray area of copyright, people with knowledge of the action said. And Google revised its privacy policy last year so it could use publicly available material to develop more of its A.I. products.

At Meta, executives and lawyers last year debated how to get more data for A.I. development and discussed buying a major publisher like Simon & Schuster. In private meetings, they weighed the possibility of putting copyrighted works into their A.I. model, even if it meant they would be sued later, according to recordings of the meetings, which were obtained by The Times.

One solution may be ‘synthetic’ data.

OpenAI, Google and other companies are exploring using their A.I. to create more data. The result would be what is known as “synthetic” data. The idea is that A.I. models generate new text that can then be used to build better A.I.

Synthetic data is risky because A.I. models can make errors. Relying on such data can compound those mistakes.

This will support a sub-fund of newly launched FARO Alternative Investments and will “target global companies with strong brand recognition and high business potential.”

MILAN – In a multi-tasking move, Marco Bizzarri is taking on another additional role in the investment sphere.

After setting up his Nessifashion holding, which is buying a stake in fashion brand Elisabetta Franchi, on Monday the former Gucci president and chief executive officer revealed he would lead an advisory company called FOREL. This will support a sub-fund of the newly launched FARO Alternative Investments. The FARO Fashion, Luxury and Design sub-fund will “target global companies with strong brand recognition and high business potential,” said FARO in a statement.

“The FOREL team includes industry experts and private equity professionals who boast a vast network of information and talent, a deep understanding of the industry and a concrete vision of its future evolution,” FARO said.

FARO Alternative Investments SCSp SICAV-RAIF is a Luxembourg-based umbrella fund managed by Crestbridge Management Company S.A.R.L with FARO Value S.p.A. S.B. operating as lead advisor.

FARO aims to fundraise 1 billion euros.

FARO Alternative Investments was founded by four partners: Augusto Balestra, serving as chief executive officer, Sergio Serra, Mario Gardini, and Giancarlo Galeone, chairman.

Gardini is a longtime friend of Bizzarri and co-founder of Orienta Capital Partners, which focuses on majority buyout operations and specializes in investments in small- and medium-sized companies with strong growth potential.

As reported, Bizzarri has been an investor in Orienta since 2021. Bizzarri and Gardini worked together early in their careers in Bologna at both Arthur Andersen and Mandarina Duck in the 1990s.

Bizzarri enthused about the format of FARO. “It’s a scalable model that can add as many dedicated sub-funds and advisories as needed or wanted.” He said he was happy to bring his “network of contacts and relationships built over the years working in fashion.” He added that Gardini and his team “have the technical knowledge and experience in private equity, while I bring the ‘soft’ skills.”

The new fund comprises two other sub-funds: FARO Real Economy and FARO Innovation, and each is managed by one or more specialized advisory companies, led by experienced executives in their respective areas.

“We are working on a robust pipeline of investment opportunities, with the aim of overturning the usual paradigm of capital-seeking employment,” said Giancarlo Galeone, chairman of FARO Value. “FARO Value and its advisory companies are joined by a common vision to leverage specialized know-how to collaborate with high-potential companies as business partners.”

The FARO Real Economy sub-fund will invest in multiple sectors including agri-food, cosmetics, mechanical and aerospace, among others, targeting small and medium-sized enterprises in Europe with high growth potential. The sub-fund is supported by three advisory companies, including Orienta, IC-Flex led by Monique Deloire and IRTOP Consulting led by Anna Lambiase.

The FARO Innovation sub-fund invests globally in fintech, artificial intelligence, space tech and other disruptive industries, as well as in top venture capital funds in Silicon Valley.

JPMorgan chief says inflation could be ‘stickier’ than markets expect in annual letter to investors

JPMorgan Chase chief executive Jamie Dimon has warned that US inflation and interest rates could remain higher than markets expect because of high government spending.

In his annual letter to shareholders, the head of the largest US bank by assets said JPMorgan had gamed out strategies for interest rates going above 8 per cent and as low as 2 per cent.

“It is important to note that the economy is being fuelled by large amounts of government deficit spending and past stimulus,” Dimon wrote. “There is also a growing need for increased spending as we continue transitioning to a greener economy, restructuring global supply chains, boosting military expenditure and battling rising healthcare costs.

“This may lead to stickier inflation and higher rates than markets expect,” he added.

Dimon’s comments on Monday come as financial markets have steadily pared back their expectations for how many rate cuts the US Federal Reserve will make this year. Investors are now forecasting at most three cuts from the current 23-year high of 5.25-5.5 per cent, down from six cuts previously.

The letter from one of the banking industry’s longest-serving chief executives is widely read across Wall Street. He often uses the missive to opine on issues well beyond JPMorgan’s business.

Dimon, 68, warned that a boom in private credit could become an “unexpected risk in the markets”, arguing that the fast-growing industry was full of “very smart and creative” operators but “not all players are that good”.

“And problems in the private credit market caused by the bad players can leak on to the good ones, even though private credit money is locked up for years,” Dimon said. “If investors feel mistreated, they will cry foul, and the government will respond by putting a laser focus on the business.”

He said it was a “reasonable assumption that at some point regulations will focus on the private markets as they do on the public markets”.

Dimon warned that recent geopolitical events “may very well be creating risks that could eclipse anything since World War II”, pointing to Russia’s invasion of Ukraine and the current violence in the Middle East.

“The fallout from these events should also lay to rest the idea that America can stand alone,” Dimon said. “Of course, US leaders must always put America first, but global peace and order are vital to American interests.”

Dimon is a self-described Democrat but has said in recent years that his views have become less aligned with the party. He had a one-on-one lunch at the White House last month with vice-president Kamala Harris, the Financial Times reported.

On artificial intelligence, Dimon said JPMorgan was “completely convinced the consequences will be extraordinary” and likened its potential impact to that of the printing press, electricity and the internet.

With trillions of dollars set to pass on to children, advisers are putting greater emphasis on planning for the next generation

The transfer of trillions of dollars of wealth to the next generation — at hundreds of millions of family businesses around the world — has the potential to put trade deals, revenues and jobs at risk if it is not properly managed, according to industry figures.

“While some families have been preparing their next generation for decades to assume leadership roles, others lack adequate plans for succession,” warns Rebecca Gooch, global head of insights at Deloitte Private, a division of the Big Four consultancy group. “Given that 90 per cent of businesses, globally, are family-owned, it could cause disruptions in the financial system if succession planning is not adequately addressed.”

Gooch suggests companies could underperform or go bust without proper succession planning — with wider repercussions for the economies and industries that depend on these family groups for job creation, innovation and trade.

Jason Hollands, managing director of corporate affairs at wealth manager Evelyn Partners, says: “You need the best people to step up and take over. That means you need to plan carefully rather than scrabble around for successors. It can make the difference between success or failure.”

Hannes Hofmann, global head of the family office group at Citi Private Bank, also points out that “wealth has become more complex, which means there could be disruption if planning is not carried out properly.”

An estimated $18.3tn of collective wealth will be transferred to the next generation by 2030, a report by data provider Wealth-X has calculated — a result of the last of the baby boomers, which the US Census Bureau defines as those born between 1946 and 1964, retiring and passing on their assets.

That report — Preservation and Succession: Family Wealth Transfer 2021 — focused on individuals with a net worth of more than $5mn, which totalled about 3mn individuals, holding assets worth more than $62tn worldwide.

But even the wealthiest families get this transfer process wrong, and end up losing what they had built up. “There’s a well-known proverb: ‘shirtsleeves to shirtsleeves in three generations’, also known as ‘the third-generation curse’,” says Gooch. “This underscores concerns about potential erosion of family wealth over time. Consequently, there’s a growing focus among families to plan for succession.”

The importance of successful transfers to the wider financial system is highlighted by research from media and data company Visual Capitalist in December which showed 90 per cent of all enterprises, globally, are controlled by families. They run to the hundreds of millions, judging by data from Statista, which estimated the total number of companies worldwide at 333mn in 2021, slightly up on the 328mn in the previous two years.

Euan West, who leads KPMG’s private enterprise business in the UK, says: “The most successful family businesses are those who commit a reasonable amount of time to succession planning. We often find the most difficult step is between the second and third generation as the family is that bit further removed from the founder at that point.”

One business approaching a transfer from the second to the third generation is the Rigby Group, a technology and real estate company based in Stratford-upon-Avon in the UK. It is headed by co-chief executives Steve and James Rigby, having been founded in 1975 by father Peter, who now chairs the group.

Steve, aged 51, has no doubts the company, which employs 8,500 people in Europe and has an annual turnover of £4bn, can make the transition to the next generation. “The business has been professionalised in the past two decades and we are confident that a handover can be smooth,” he says.

“It’s not like the television series Succession [which starred Brian Cox as the patriarch of a family media group likened to the Murdoch empire] where there are squabbles and infighting. That was good television, but very over dramatised.”

Even so, he admits the next generation is likely to take a different approach to life and business. “My brother and I have six children between us. Some of them may wish to come through and take part in the business, but others might not. My generation often followed in the footsteps of the father or parent. But the next generation wants more work-life balance. That may mean the business is taken over by an external manager rather than the children.”

Another second-generation family business is Nurole, a London-based online board-level recruitment platform with 30 employees. Oliver Cummings, aged 39, runs the company as chief executive, having taken over from his mother Susie, who founded the business in 2014.

“I think there is a saying, if you have one family member succeeding another family member as chief executive, you get a less good outcome,” says Cummings, who started his career at US investment bank Goldman Sachs before joining the family business.

“Appointing the right people is critical for a business, but there are two types of succession: an executive or management succession; and a shareholder succession. As far as management is concerned, I have a very good senior leadership team that could take over.”

Nicholas Bewes, aged 57, chief executive of a small third-generation family-owned property investment company, Howard Group, which is based in Cambridge in the UK, agrees that there is a distinction between handing over management and ownership.

“It is not an assumption that family members will end up in senior positions or run the business, but all families are different. I know one family business where the son took over at 21. We would not do that.”

Neil Davy, chief executive of Family Business UK (FBUK), a not-for-profit organisation set up in 2001 to bring companies together, says the group’s more than 200 members are largely prepared for succession, as well as technological change — another vital requirement for success and profitability.

He adds that FBUK’s members — which have annual revenues of between £4mn and £5.5bn and include the 12th generation C Hoare & Co, the UK’s oldest bank, founded in 1672 by Sir Richard Hoare — would not survive if they failed to plan for the next generation and adapt to new technology.

Patricia Milner, who advises family businesses on succession and tax at London law firm Withers, agrees with Davy. “Some of the best businesses have been successful for generations. Sometimes they are fifth or sixth generation. They’ve had to be ready for succession and embrace technology to be competitive. A business does not last for hundreds of years unless it is well run and prepared for change.”

New funders’ contributions dip following concerns over antisemitism and free speech at University of Pennsylvania

Gifts to one of the most prestigious US business schools have fallen since Hamas’s attack on Israel sparked tensions between donors and universities over antisemitism and freedom of speech on campuses.

Erika James, dean of the Wharton School at the University of Pennsylvania, told the Financial Times that contributions from new funders had dropped in recent months, while being offset by extra revenues from tuition and income from the school’s other activities.

She would not give precise figures ahead of the university’s financial year which ends in June, but said: “There has been a dip in donations. In any year, one [income source] will underperform. Now philanthropy is coming back. We weathered the storm.”

She has also launched a fresh round of discussions with donors, stressing Wharton’s commitment to “creating knowledge useful to society” and redoubling courses on conflict management, productive engagement and civil discourse.

The University of Pennsylvania, where Wharton is based, was at the centre of criticism over claims of antisemitism faced by students even ahead of October 7, with concerns raised by some donors about a Palestinian literature festival affiliated with Penn that invited speakers critical of Israel.

The business school, which has a strong reputation in finance, has many wealthy and powerful alumni who built careers in investment banks on Wall Street or in private equity and hedge funds, and have since October 7 threatened to withdraw funding to their alma mater.

Outspoken critics included Marc Rowan of Apollo Global, businessmen Ron Lauder and Jonathon Jacobson, former Utah Republican governor Jon Huntsman and venture capitalist David Magerman.

The Wharton Board of Advisors, an alumni body chaired by Rowan, in December proposed a code of conduct that sought to further regulate speech at Penn. Faculty groups have since pushed back against what they described as inappropriate interference by a small group of wealthy benefactors.

Alumni pressure helped trigger a shake-up leading to the resignation of Scott Bok as chair of the board of trustees, and the departure of Liz Magill as president after she struggled at a congressional hearing in December to muster a clear response when asked whether calling for the genocide of Jews violated the campus codes of conduct.

Claudine Gay, Harvard’s president, has since also resigned following criticism of her performance at the committee, as well as questions about academic plagiarism. Both universities are among those which have been sued for allegedly failing to protect against antisemitism on campus.

In another potential sign of the fallout from October 7, Harvard reported a small drop in undergraduate student applications for the coming academic year. However, demand rose to record levels at the University of Pennsylvania.

James said that existing donors who had already made commitments to Wharton had not stopped providing funding, mirroring the views of a longtime university trustee who told the FT that most existing large funding pledges were multiyear commitments so cash collections in the current year would be unlikely to be affected.

The University of Pennsylvania declined to comment.

This is the first time the station will be transformed into an expansive public art space.

MILAN — Moncler is taking over Milan’s main Centrale railway station with a large-scale public exhibition dubbed “An Invitation to Dream.”

“Dreams are what have been moving myself and Moncler forward since Day One, because we never stop dreaming about what is possible, and how we can inspire and be inspired by others around the world,” said Remo Ruffini, chairman and chief executive officer of Moncler.

The immersive exhibition is curated by Jefferson Hack, filmed and photographed by Jack Davison and will run during Milan Design Week, from April 15 to 21. Hack’s Dazed Media publishes AnOther Magazine, Dazed, and Nowness. The London-based Davison has in the past worked with Craig Green, who has over the years been a Moncler Genius designer, and Bally.

The project asked creative minds “to inspire us, or even help us, to dream like them,” stated Moncler.

In addition to Ruffini himself, the exhibition will feature Daniel Arsham, Dr. Deepak Chopra, Isamaya Ffrench, Laila Gohar, Jeremy O. Harris, Francesca Hayward, Julianknxx, Ruth Rogers, Rina Sawayama, Sumayya Vally and Zaya.

“The curated community represent some of the finest creative visionaries across culture who dare to dream for us,” said Hack. “They are today’s reality-shapers and they were invited to participate as their work carries with it new hopes and possibilities. It’s the deeply transformative aspects in their work and practice that makes them essential artists of our time and essential for us to bring into this project.”

The city’s landmark station, where an average of 300,000 people converge every day, symbolizes “the pursuit of new dreams and the journey of turning them into reality,” said Moncler. This is the first time the station will be transformed into an expansive public art space.

All the billboard and screen-based advertising sites in the train station “will be re-wired to create a Dreamscape: a new landscape of images and quotations from our visionaries, where large-scale text pieces and slow-motion portraits soar above the noise of the station as powerful, silent invocations, inspiring the public to dream,” explained Moncler.

The exhibition of hand-printed lithographic prints by Davison “grounds the experience, with the idea of slowing down time, capturing intimacy and conveying the humanity of the subject — all instrumental in setting the intention of this project.”

Following the exhibition in Milan, Moncler will extend “An Invitation to Dream” as part of a global summer campaign.

Moncler in February 2019 staged a Genius presentation in a storied site linked to the station, at Magazzini Raccordati on Milan’s Via Ferrante Aporti 9, marked by a series of warehouses and tunnels that connect different train tracks and platforms.

The designers at the time ranged from Green, Richard Quinn and Matthew Williams to Pierpaolo Piccioli, Hiroshi Fujiwara and Palm Angels‘ Francesco Ragazzi, among others.

The Fashion Scholarship Fund will honor the chairman and CEO of LVMH Fashion Group at a New York event Monday night.

Like the late, great Karl Lagerfeld, one of his mentors, Michael Burke, chairman and chief executive officer of LVMH Fashion Group, has a gift for trenchant quotes that can take your breath away.

Asked to articulate his approach to mentorship, he replied: “It’s not about replicating yourself; it’s about the other person — what makes that person authentic.

“It’s all about being yourself, and knowing how to deal with making decisions at the end of the day,” he explained. “You can ask for opinions, you can ask for help, you can ask for studies, you can ask for analysis — many things to help you make that decision. But at the end of the day, you’re alone when you make that decision.”

At an event in New York City Monday night, the Fashion Scholarship Fund will honor Burke, who mentored the late Virgil Abloh and teamed with the American designer to raise $25.3 million for his namesake Post-Modern Scholarship Fund.

During the event, more than $1.4 million in scholarships will be awarded to 130 FSF scholars, including this year’s Virgil Abloh Post-Modern Scholarship Fund Scholars.

Paloma Elsesser, a plus-size model and body-positivity advocate, will be the host of the cocktail event, which will also recognize Tracee Ellis Ross, an actress and CEO and founder of Pattern Beauty, and Pete Nordstrom, president and chief brand officer of Nordstrom Inc.

All three honorees are being recognized for their long-standing commitment to supporting and fostering the next generation of fashion talent, and for advocating for diversity and inclusion in the fashion industry.

In an interview with WWD, Burke elaborated on the crucial role of mentorship for fashion’s creative and business leaders — and also recounted the backstory of the record-breaking sneaker auction he and Abloh cooked up.

Designed by Abloh in collaboration with Nike, 200 pairs of Air Force 1 sneakers came housed in Louis Vuitton pilot cases in monogram-embossed orange leather, with 3D tags in orange leather with a white swoosh on top.

Burke and Abloh engineered the auction for maximum returns, deliberately restricting popular shoe sizes to make the sneakers rarer and stoke bidding among rabid collectors in search of “verticals.”

Burke explained that fervent collectors of vintage Champagnes, for example, often seek bottles from multiple years. Likewise, serious sneakerheads snap up complete size ranges of coveted models, typically displaying the boxes or shoes in a vertical stack, biggest to smallest.

“Sotheby’s had never seen that many new clients on any of their sites — ever. It was the highest recruiting sales event in their history, all products combined,” Burke enthused.

The auction house reeled in eight times the pre-event high estimate of $3 million. Every penny went to Abloh’s scholarship fund as Vuitton, Nike and Sotheby’s donated everything and waived all fees.

The project, one of the last ones Burke and Abloh worked on before his passing at the age of 41 in November 2021, was to mark the 200th anniversary of the birth of Louis Vuitton, whose family packing and trunk-making business would ultimately become the world’s biggest luxury fashion and leather goods brand.

Burke has mentored many artistic directors and CEOs during his long, celebrated career at LVMH Moët Hennessy Louis Vuitton, leading such brands as Fendi, Bulgari and Louis Vuitton. He has probably been most closely linked with Abloh, Lagerfeld and Nicolas Ghesquière, who just logged a decade as creative director of women’s collections at Vuitton.

After a stellar 10-year tenure as Vuitton’s chairman and CEO, Burke in February took over from Sidney Toledano as head of LVMH Fashion Group, a division that comprises Celine, Loewe, Fendi, Givenchy, Kenzo, Marc Jacobs, Pucci, Stella McCartney, Patou and Off-White.

Asked to identify the key mentors of his storied career, Burke cited three: LVMH chairman and CEO Bernard Arnault for “strategic thinking,” the late Michel Lefebvre of French real estate firm Ferinel for leadership, and Lagerfeld on how to “live a life influenced by aesthetics.”

Lefebvre taught Burke about “leading people, not managing people,” for example. “Creatives have to lead their studios; managers have to lead their organizations.”

And in Burke’s view, the spectrum of personalities can be broad, but the key to being an effective leader is being true to yourself.

“You can be a hermit or a popular hero, or anything in between,” he said. “True leadership is not about imitating somebody else. True leadership is being true to yourself, and yet aiming for the best for your organization. Your style has to be yours. If you’re not authentic, you will not have trust, and if you don’t have trust, people will not follow you. So it’s truly getting to know who you are.”

According to Burke, what’s particular about mentorships in fashion is that they must stretch over a long period.

“It can take decades,” he said. “It’s weird because on the one hand, fashion is extremely quick, and by definition, it’s ever changing. And yet your success can only be measured over decades.”

Abloh’s namesake scholarship fund was created through a partnership with the Fashion Scholarship Fund to further the education of academically promising students of Black, African American or African descent.

Established in 1937, the Fashion Scholarship Fund has given more scholarships to underrepresented students the past five years, with the number of scholars of color rising from 22 percent to 62 percent. Those who demonstrate financial need have increased from 11 percent to 31 percent, and those who are first-generation college students have increased from 4 percent to 15 percent.

All of the students receiving scholarships will receive from $5,000 to $25,000.

This year’s event will be held at The Glasshouse, as reported. Filmmaker Spike Lee is to hand the award to Burke.