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Can AI ‘sorcery’ solve the ‘productivity paradox’ that has gripped the economy for 25 years? A Shakespearean sea change is underfoot

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The late plays by William Shakespeare are alternately called his “romances” or his “problem plays,” because of their ambiguity in tone, as they alternate from passages of magical realism to stark scenes that grapple with complex social issues. At times, they point the way toward the prestige TV of the early 21st century where, for instance, The Sopranos could range from broad comedy to intense violence to avant-garde dream sequences, all in one episode. It’s from the romances that we get phrases that stick with us today, like the description from The Tempest of a “sea change into something rich and strange.”

Full disclosure: The author’s brother is an eminent Shakespearean scholar, often quoted in The New York Times, although never previously in Fortune, and so I asked him to explain what this particular term means. “Toward the end of his career,” Drew Lichtenberg of the Shakespeare Theatre Company in Washington DC, said in a statement to Fortune, “Shakespeare started writing genre-defying plays with sudden and miraculous changes of fortune.” Shakespeare used the phrase “sea change” to describe a “magical storm at sea that has the power to snuff out life or restore it in less than a second.”

What do Shakespeare’s plays of miraculous changes of fortune have to do with, well, Fortune? Bank of America Institute has projected a “sea change” in the economy. It sees a pivotal transformation in worker productivity at America’s largest companies, driven by lessons from post-pandemic inflation and supercharged by a wave of artificial intelligence and automation. The institute worked hand in hand with projections from Bank of America Research to project a rewiring of the fundamental valuation landscape of the S&P 500, with profound implications for investors and the “quality premium” that U.S. stocks traditionally command.

Fortune talked to BofA Research’s Head of US Equity & Quantitative Strategy, Savita Subramanian, to dig into this change, potentially to something rich and strange. It’s not quite that mystical, she said, but she still thinks it’s a big deal.

Finally, a productivity surge?

Subramanian explained that what her team has projected isn’t as exciting or dramatic as having actual wizards working at the gears of the economy. The more prosaic insight, she says, is that the combination of AI technology and lessons learned from the inflation wave of the 2020s mean that worker productivity is finally showing signs of increasing. That’s the sea change taking place.

At its heart, her work is all about the famous “productivity paradox” identified by Nobel prize-winning economist Robert Solow. “You can see the computer age everywhere but in the productivity statistics,” he said in 1987, long before the productivity crisis of the 21st century set in. As Fortune‘s Jeremy Kahn has discussed, workers still don’t seem to be getting more productive despite the bevy of new technologies at their disposal. In fact, McKinsey’s Chris White and Olivia White argued in 2024 that productivity has been dismal for nearly a generation, hovering around 1% a year, with a dip after the Great Financial Crisis. Subramanian agrees, telling Fortune that if you look at productivity measures, “they haven’t really improved all that much since 2001.”

Subramanian wrote on Aug. 8 that the end goal of the massive AI spending that’s rippling through the economy is a “sea-change” in the scale and scope of efficiency gains—and this productivity cycle is already under way. Post-pandemic wage inflation forced companies “to do more with fewer people,” she added, and now AI tools are due to kick that up a notch.

But the official stats don’t show a complete understanding of how productivity really functions, Subramanian explained. So BofA took sales, adjusted for inflation, and then divided sales by the number of people working at S&P 500 companies, showing real sales growth versus number of people, what she called a “decent proxy” for productivity, “because if you’re productive, you are doing things more efficiently, you need less labor. And this is more labor efficiency than anything else.”

Look at what she found.

This means companies are learning to do more with less, and that is kind of magical. Companies have had to do harder work to generate earnings and keep margins healthy, often by replacing their people with processes. “A process is almost free and it’s replicable for eternity,” she said, adding that she thinks this is why the companies exercising efficiency gains have tended to outperform. It’s not only about AI displacing workers, but a fundamental shift in how business is being done.

‘It feels like sorcery’

This discussion may seem on its face to be more boring than a tempest and a wizard, she said, but there is something supernatural about the current moment. “I think people love this AI technology because it feels like sorcery,” she said, before adding, “the truth is it hasn’t really changed the world that much yet, but I don’t think it’s something to be dismissed.”

Overall, Subramanian finds the S&P 500 has shifted from its 1980s model of asset- and labor-intensive manufacturing to asset- and labor-light innovation, namely tech and health care firms. Showing her work, she calculates that the S&P 500 firms with a focus on innovation, measured through high research and development expenditures, trade at structurally higher multiples of 29x forward earnings per share. More capital-intensive manufacturers, on the other hand, trade at a 21x multiple. The current AI boom is actually a bit risky, she wrote, because the massive data center investments represent a shift from an asset-light to an asset-heavier focus.

To be sure, BofA finds that the S&P 500 is now statistically expensive on 19 out of the 20 metrics that they track, including P/E, price to book, price to cash flow, and market cap/GDP. That’s where the sea change matters, because if the shift from manufacturing to innovation is real, then valuations have to shift as well. Hence the “innovation premium” from BofA’s research.

Excluding Tesla, Subramanian talks about the other members of the “Magnificent Seven” as evidence of firms losing some of their innovation premium as a result of a shift toward asset-heaviness. As a basket of stocks, Microsoft, Google, Amazon, Meta, Nvidia and Apple’s average shareholder yield (i.e., dividends plus net buybacks) has dropped by over 1% since 2015.

There are other shifts afoot as well, she told Fortune. “We seem to be at least pausing on this globalization theme,” she said, citing China’s admission to the World Trade Organization in 2001 as a big driver of margin expansion, enabling cost-cutting as a huge lever to keep margins expanding. (It was also the year when worker productivity froze in its tracks.)

In the globalization regime, “you didn’t have to think too hard to make money and expand your margins,” she said. It was “very easy and fungible and frictionless” for companies to buy things from different places and contain costs. She also cited the low-interest-rate environment that persisted for much of the past few decades, enabling lots of “financial engineering.”

For example, Subramanian said it was common to see companies that knew they would miss their earnings estimates borrowing money and buying back stock to hit their targets, adding the caveat that “there are good reasons to do share buybacks and bad reasons to do share buybacks.” This all “really created a lot of bizarre behavior.”

Warren Buffett’s long-time fondness for stock buybacks has even come under fire from other investors, with Jeremy Grantham writing in 2023 that it facilitates stock manipulation and should be illegal. BofA Research found in July 2025, however, that stock buybacks had decelerated a bit, albeit they remained high by historical standards.

The situation now is harder in many ways, but companies aren’t able to financially engineer their way to earnings growth, she added. Now that’s a sea change.

One final note on the Shakespearean romances, from Drew Lichtenberg: that appellation came about in the late 1700s, nearly two centuries after Shakespeare’s lifetime, with the birth of the romantic movement. The word “romantic” had previously existed, but it didn’t have its current meaning until Samuel Taylor Coleridge elevated it to mean something that connects back directly to nature and the divine genius of humanity’s self-expression. This was largely a response to the Enlightenment’s elevation of reason and logic and its ultimate achievement: the Industrial Revolution that unleashed modern capitalism on the world. A sea change, indeed.



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Procurement execs often don’t understand the value of good design, experts say

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Behind every intricately designed hotel or restaurant is a symbiotic collaboration between designer and maker.

But in reality, firms want to build more with less—and even though visions are created by designers, they don’t always get to see them to fruition. Instead, intermediaries may be placed in charge of procurements and overseeing the financial costs of executing designs.

“The process is not often as linear as we [designers] would like it to be, and at times we even get slightly cut out, and something comes out on the other side that wasn’t really what we were expecting,” said Tina Norden, a partner and principal at design firm Conran and Partners, at the Fortune Brainstorm Design forum in Macau on Dec. 2.

“To have a better quality product, communication is very much needed,” added Daisuke Hironaka, the CEO of Stellar Works, a furniture company based in Shanghai. 

Yet those tasked with procurement are often “money people” who may not value good design—instead forsaking it to cut costs. More education on the business value of quality design is needed, Norden argued.

When one builds something, she said, there are both capital investment and a lifecycle cost. “If you’re spending a bit more money on good quality furniture, flooring, whatever it might be, arguably, it should last a lot longer, and so it’s much better value.”

Investing in well-designed products is also better for the environment, Norden added, as they don’t have to be replaced as quickly.

Attempts to cut costs may also backfire in the long run, said Hironaka, as business owners may have to foot higher maintenance bills if products are of poor design and make.

AI in interior and furniture design

Though designers have largely been slow adopters of AI, some luminaries like Daisuke are attempting to integrate it into their team’s workflow.

AI can help accelerate the process of designing bespoke furniture, Daisuke explained, especially for large-scale projects like hotels. 

A team may take a month to 45 days to create drawings for 200 pieces of custom-made furniture, the designer said, but AI can speed up this process. “We designed a lot in the past, and if AI can use these archives, study [them] and help to do the engineering, that makes it more helpful for designers.” 

Yet designers can rest easy as AI won’t ever be able to replace the human touch they bring, Norden said. 

“There is something about the human touch, and about understanding how we like to use our spaces, how we enjoy space, how we perceive spaces, that will always be there—but AI should be something that can assist us [in] getting to that point quicker.”

She added that creatives can instead view AI as a tool for tasks that are time-consuming but “don’t need ultimate creativity,” like researching and three-dimensionalizing designs.

“As designers, we like to procrastinate and think about things for a very long time to get them just right, [but] we can get some help in doing things faster.”



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Binance has been proudly nomadic for years. A new announcement suggests it’s chosen an HQ

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For years, Binance has dodged questions about where it plans to establish a corporate headquarters. On Monday, the world’s largest crypto exchange made an announcement that indicates it has chosen a location: Abu Dhabi, the capital of the United Arab Emirates.

In its announcement, Binance reported that it has secured three global financial licenses within Abu Dhabi Global Market, a special economic zone inside the Emirati city. The licenses regulate three different prongs of the exchange’s business: its exchange, clearinghouse, and broker dealer services. The three regulated entities are named Nest Exchange Limited, Nest Clearing and Custody Limited, and Nest Trading Limited, respectively.

Richard Teng, the co-CEO of Binance, declined to say whether Abu Dhabi is now Binance’s global headquarters. “But for all intents and purposes, if you look at the regulatory sphere, I think the global regulators are more concerned of where we are regulated on a global basis,” he said, adding that Abu Dhabi Global Market is where his crypto exchange’s “global platform” will be governed.

A company spokesperson declined to add more to Teng’s comments, but did not deny Fortune’s assertion that Binance appears to have chosen Abu Dhabai as its headquarters.

Corporate governance

The Abu Dhabi announcement suggests that Binance, which has for years taken pride in branding itself as a company with no fixed location, is bowing to the practical considerations that go with being a major financial firm—and the corporate governance obligations that entails.

When Changpeng Zhao, the cofounder and former CEO of Binance, launched the company in 2017, he initially established the exchange in Hong Kong. But, weeks after he registered Binance in the city, China banned cryptocurrency trading, and Zhao moved his nascent trading platform. Binance has since been itinerant. “Wherever I sit is going to be the Binance office,” Zhao said in 2020.

The location of a company’s headquarters impacts its tax obligations and what regulations it needs to follow. In 2023, after Binance reached a landmark $4.3 billion settlement with the U.S. Department of Justice, Zhao stepped down as CEO and pleaded guilty to failing to implement an effective anti-money laundering program.

Teng took over and promised to implement the corporate structures—like a board of directors—that are the norm for companies of Binance’s size. Teng, who now shares the CEO role with the newly appointed Yi He, oversaw the appointment of Binance’s first board in April 2024. And he’s repeatedly telegraphed that his crypto exchange is focused on regulatory compliance.

Binance already has a strong footprint in the Emirates. It has a crypto license in Dubai, received a $2 billion investment from an Emirati venture fund in March, and, that same month, said it employed 1,000 employees in the country. 



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Leaders in Congress outperform rank-and-file lawmakers on stock trades by up to 47% a year

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Stocks held by members of Congress have been beating the S&P 500 lately, but there’s a subset of lawmakers who crush their peers: leadership.

According to a recent working paper for the National Bureau of Economic Research, congressional leaders outperform back benchers by up to 47% a year.

Shang-Jin Wei from Columbia University and Columbia Business School along with Yifan Zhou from Xi’an Jiaotong-Liverpool University looked at lawmakers who ascended to leadership posts, such as Speaker of the House as well as House and Senate floor leaders, whips, and conference/caucus chairs.

Between 1995 and 2021, there were 20 such leaders who made stock trades before and after rising to their posts. Wei and Zhou observed that lawmakers underperformed benchmarks before becoming leaders, then everything suddenly changed.

“Importantly, whilst we observe a huge improvement in leaders’ trading performance as they ascend to leadership roles, the matched ‘regular’ members’ stock trading performance does not improve much,” they wrote.

Leadership’s stock market edge stems in part from their ability to set the regulatory or legislation agenda, such as deciding if and when a particular bill will be put to a vote. Setting the agenda also gives leaders advanced knowledge of when certain actions will take place.

In fact, Wei and Zhou found that leaders demonstrate much better returns on stock trades that are made when their party controls their chamber.

In addition, being a leader also increases access to non-public information. The researchers said that while companies are reluctant to share such insider knowledge, they may prioritize revealing it to leaders over rank-and-file lawmakers.

Leaders earn higher returns on companies that contribute to their campaigns or are headquartered in their states, which Wei and Zhou said could be attributable to “privileged access to firm-specific information.”

The upper echelon also influences how other members of Congress vote, and the paper found that a leader’s party is much more likely to vote for bills that help firms whose stocks the leader held, or vote against bills that harmed them. And stocks owned by leadership tend to see increases in federal contract awards, especially sole-source contracts, over the following one to two years.

“These results suggest that congressional leaders may not only trade on privileged knowledge, but also shape policy outcomes to enrich themselves,” Wei and Zhou wrote.

Stock trades by congressional leaders are even predictive, forecasting higher occurrences of positive or negative corporate news over the following year, they added. In particular, stock sales predict the number of hearings and regulatory actions over the coming year, though purchases don’t.

Investors have long suspected that Washington has a special advantage on Wall Street. That’s given rise to more ETFs with political themes, including funds that track portfolios belonging to Democrats and Republicans in Congress.

And Paul Pelosi, former House Speaker Nancy Pelosi’s husband, even has a cult following among some investors who mimic his stock moves.

Congress has tried to crack down on members’ stock holdings. The STOCK Act of 2012 requires more timely disclosures, but some lawmakers want to ban trading completely.

A bipartisan group of House members is pushing legislation that would prohibit members of Congress, their spouses, dependent children, and trustees from trading individual stocks, commodities, or futures.

And this past week, a discharge petition was put forth that would force a vote in the House if it gets enough signatures.

“If leadership wants to put forward a bill that would actually do that and end the corruption, we’re all for it,” said Rep. Anna Paulina Luna, R-Fla., on social media on Tuesday. “But we’re tired of the partisan games. This is the most bipartisan bipartisan thing in U.S. history, and it’s time that the House of Representatives listens to the American people.”



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