Weekend reading links

1. McKinsey is facing new challenges following the expansion of its digital practice.

In the 2010s, as many chief executives grew increasingly nervous that their companies would be the next victims of digital disruption, McKinsey invested to broaden its offerings. Between 2013 and 2023 it acquired at least 16 specialist technology consultancies, giving it the ability to assist clients not only with their digital strategies, but everything from developing prototypes of new products to building whizzy data-crunching tools. That points to the final source of the firm’s recent expansion, as it has pushed more widely into implementing its own advice. Having counselled a client to spruce up its technology, sharpen its operations or squeeze its suppliers, McKinsey will often now hold their hands through the process. That has meant muscling in on a segment of the consulting market traditionally dominated by Accenture and the “big four” professional-services giants, which charge considerably lower rates, notes Tom Rodenhauser of Kennedy Intelligence. To compete, McKinsey has had to rethink how it charges clients (fees are now often tied to the results of a project) and whom it hires (focusing less on generalists, more on geeks and grizzled executives).

And there's the threat from the newbies like Palantir.

As bosses look to AI to transform their businesses, they are asking McKinsey and other consultancies for help. But they are also turning to less conventional partners. Palantir, an analytics firm, offers tools to feed enterprise data into AI models, and embeds its so-called forward-deployed engineers with its clients to get them up and running. Its revenue is still small (just under $3bn in 2024) but is growing at a blistering pace (48%, year on year, in the second quarter of 2025). Although it began by serving governments, it now makes over two-fifths of its revenue from businesses. Its market value has septupled over the past year, to more than $400bn. Analysts at UBS, a bank, describe Palantir as “McKinsey meets Databricks”, alluding to a software firm whose tools also help enterprises connect their data with AI models. That sounds a lot like QuantumBlack, McKinsey’s own AI unit and the crown jewel of its digital practice. Other AI companies are taking inspiration from Palantir, too. OpenAI, maker of ChatGPT, has begun offering a consulting-like service to help businesses deploy its models.

2. Impact of Trump tariffs on India's $86.5 bn exports to the US.

3. Taiwanese public opinion on integration with China.

4. Naushad Forbes writes about India's corporate R&D landscape.

We invest 0.3 per cent of gross domestic product (GDP) in in-house R&D to a world average of 1.5 per cent. Our 10 most successful non-financial firms (highly profitable firms in refining, information technology services and consumer goods) invest 2 per cent of profit in R&D; whereas their 10 most successful peers in the United States, China, Japan and Germany invest between 29 and 55 per cent. And Indian firms are completely missing in five of the 10 most technology-intensive industrial sectors worldwide… Our hundredth largest spending firm invested about ₹97 crore in R&D in 2022–23; our two-hundredth largest, about ₹33 crore; and our three-hundredth largest, about ₹16 crore. These are small numbers relative to the world’s leading firms.

5. China seeks to consolidate its semiconductor chip making industry.

Consolidation in the chip equipment space would help boost China’s bid to build a self-sufficient semiconductor supply chain and replace equipment from US groups such as Applied Materials and Lam Research, said Edison Lee, semiconductor analyst at Jefferies. Currently, a Chinese fab buying local equipment has to use multiple vendors, whose technology is not well integrated. “In the equipment industry, it is difficult to be very successful as a single-product company. Fabs prefer to buy multiple machines from the same vendor, which makes it easier to use,” he added. By consolidating, Beijing also hopes to better direct funding to firms deemed strategically significant... Little progress has yet to be made in consolidating China’s sprawling network of foundries — a segment that remains highly fragmented and politically sensitive. The past decade saw a surge in foundry projects backed by local governments, many of which built capacity in parallel, resulting in a glut of supply of mature chips and steep price competition. Chip experts note that China could also benefit from streamlining its advanced fabrication market, to concentrate talent and the most advanced chip equipment machinery in one place instead of being spread across disparate projects.

6. Some details of where Apple will source its US components from

For example, Apple said that all of its cover glass for iPhones and Apple Watches would be made by Corning in Kentucky, and that it would spend $2.5 billion on that effort... Apple also highlighted its partnership with Coherent, a longtime supplier of lasers for Apple’s facial recognition hardware, which is made in Texas... The iPhone maker said it expanded a partnership with Texas Instruments to make chips in Texas and Utah. Texas Instruments has long supplied chips for the iPhone, such as circuits to control USB interfaces or power displays... Other partnerships are with Applied Materials, a tooling company, GlobalFoundries, a chip foundry, and GlobalWafers America, which is supplying Taiwan Semiconductor Manufacturing Co. and Texas Instruments with made-in-USA wafers, the starting point for a batch of chips. GlobalFoundries manufactures chips for Broadcom, which supplies wireless chips for iPhones. Both will work with Apple to develop and manufacture 5G components in the U.S. Meanwhile, Apple will buy millions of advanced chips made by TSMC in Arizona, where it will be the factory’s largest customer... Apple said it would invest in and become a customer at an Arizona Amkor facility, which packages and tests chips, the final stage before installation in a computer. Apple also said it would expand existing data centers for artificial intelligence in North Carolina, Iowa, Nevada and Oregon.

This is a break-up of Apple's spending a year

In Apple’s fiscal 2024, the company spent $210 billion globally on cost of goods sold, $57.5 billion on operating expenses and $9.45 billion in capital expenditures for nearly $275 billion in global spending during the period.

7. Global rice prices plunge to an eight year low on the back of record harvests and India's resumption of exports. 

8. More on India's Russian oil imports

Indian refiners had gained $16bn in extra profit from importing discounted Russian oil, with almost $6bn of that going to Reliance... Before Moscow’s full-scale invasion of Ukraine in February 2022, India imported a minimal amount of Russian seaborne crude. Indian government data shows it has since bought discounted Russian oil worth nearly $140bn, which Ambani’s Reliance and others have processed into petrol and diesel for sale in both domestic and international markets... the country’s refineries operate by the book and that oil from Russia, unlike Iran and Venezuela, has not been subject to direct sanctions. Washington previously made no objection to the trade, as long as purchases were priced below the $60-a-barrel G7 price cap intended to limit Russian revenues while keeping oil flowing into the global market... Energy Aspects estimates that since the start of the war in Ukraine, India has received an average discount of $11 for each barrel of Russian oil compared with the international price of crude, though the discount has fluctuated and is now about $2 before freight costs.

See also this. 

9. Fascinating discussion about towns in France and England.

Yet it is shocking to realise that the medieval feudal lords had more of a stake in ensuring their new towns were sustainable than most property developers today. “The private sector has no financial interest in the sort of heavyweight placemaking you need to build at scale,” argues Hugh Ellis, director of policy at TCPA. “Even mining companies in the 1920s cared more about providing a decent home for their workforce than modern property development does.” Thrift adds: “If you look at the private sector housebuilding model, their necessity is to get the highest possible price for that house on the day they sell it. If it all goes downhill afterwards, it really doesn’t matter, because they’ve gone somewhere else by then.”

By contrast, the postwar new towns had a strong stewardship model of “owning the shops in the town centre and the business premises in the industrial area, having that money coming back in and being able to reinvest it for the good of the town and its maintenance,” says Congreve. But Ellis adds that the model “was deliberately broken in the 1980s by an ideological decision to basically vandalise the programme by forcing a fire sale of most of their assets to the private sector”. One reason why Milton Keynes — often held up a model new town — still has such good green spaces is that when its development corporation was wound up in 1992, a trust was created with an endowment to continue to manage the parkland.

10. Turmoil in the Chinese military as Xi replaces officials accused of corruption.

Three of the seven seats on the Central Military Commission — the Communist Party council that controls the armed forces — appear to be vacant after members were arrested or simply disappeared... Mr. Xi has set a 2027 target for modernizing the People’s Liberation Army, or P.L.A... In the first years after Mr. Xi came to power in 2012, he launched an intense campaign to clean up corruption in the military and impose tighter control, culminating in a big reorganization... The most jarring absence in the military leadership is that of Gen. He Weidong. The second most-senior career officer on the Central Military Commission, General He has disappeared from official public events and mentions, an unexplained absence that suggests he, too, is in trouble and may be under investigation. Another top commander, Adm. Miao Hua, who oversaw political work in the military, was placed under investigation last year for unspecified “serious violations of discipline,” a phrase that often refers to corruption or disloyalty. He was among around two dozen, if not more, senior P.L.A. officers and executives in the armaments industry who have been investigated since 2023, according to a recent tally by the Jamestown Foundation. Both men had risen unusually quickly under Mr. Xi’s patronage...

Since Mao Zedong’s era, the military has served not only as a fighting force but also as a lever of political control for Chinese leaders, as their ultimate protection against potential rivals or popular uprisings... Mr. Xi is the only civilian party leader who sits on the Central Military Commission, which ensures his singular power over the military. That also means that he cannot turn to other civilian officials to help him... The purges are likely to disrupt coordination, weaken confidence in commanders and prompt Beijing to be more wary of considering an amphibious assault on Taiwan

11. Excellent NYT editorial video advocating a change in the air ticket tax to fund the Federal Aviation Authority (FAA) that ends up as a case of taxing the regular air travellers to subsidise private jets. 

12. How the surge in gold exports provoked Trump's 39% tariff on Switzerland.

America’s trade deficit in goods with Switzerland was just over $38 billion last year. In the first six months of this year, the deficit ballooned to nearly $48 billion... In recent months, two-thirds of Switzerland’s exports to the United States were accounted for by various forms of gold. These bars of gold are often sent from London, a trading hub, to Switzerland, a refining hub, where the metal is forged into bars sized for the standards required by U.S. warehouses and then shipped across the Atlantic. Surging demand for gold in the United States as Mr. Trump threatened to upend the global trading order fueled a spike in Swiss gold imports — and greatly expanded the U.S. trade deficit with Switzerland. Excluding gold, Switzerland’s mammoth pharmaceutical industry accounts for half the value of Swiss products shipped to America. In 2024, Swiss drug companies, which include the pharma giants Roche and Novartis, exported around $35 billion worth of medicines, cancer treatments, vaccines and other drugs.

13. Some facts and observations about GCCs.

There are over 1,000 global organisations that collectively operate over 1,700 GCCs across India. They employ over 2 million professionals. They generate over $40 billion in annual value, set to surpass $100 billion in another five years. So, what’s the problem? Well, most GCCs are technically doing work that could have been outsourced to Indian outsourcers like Infosys, TCS, Wipro, HCL, etc. In fact, GCCs are so successful a strategy that they’re growing much faster than Indian outsourcers. And as if taking away potential revenue from Indian outsourcers weren’t enough, GCCs are now also taking away talent. That’s right. They’re hiring experienced and talented professionals using higher salaries, better brands and the promise of better work.

It's time somebody analysed the nature of the work done by in-house GCCs and that done by outsourced service providers like the Indian software firms. Is it significantly a case of the multinational firm (a) vertically integrating its activities and bringing them in-house, or (b) identifying more outsourceable work and relocating them to India, or (c) doing non-outsourceable, higher-skilled work in India? 

14. Fascinating statistic from Ruchir Sharma on wealth-creating companies.

Since 2015, the world has generated a total of 444 companies with average annual returns in dollar terms of more than 15 per cent, and a market cap that today exceeds $10bn. A solid majority of these — 248 — emerged outside the US... Countries such as Japan, Canada, Taiwan, Switzerland and Germany have their fair shares but the big numbers are in China, with more than 30 such compounders and... India has produced 40 steady compounders in that time. Most of the compounders have arisen in manufacturing, tech or finance... More than 50 — and thus more than one in five — of the steady compounders are European. And after a long slumber, signs are emerging of an entrepreneurial awakening: the number of tech start-ups in Europe more than quadrupled in the last decade to 35,000... Since 2015, the global billionaire population grew by 1,200 to over 3,000, and seven out of 10 new ones surfaced outside the US. While the number of names on the Forbes list grew by 70 per cent in America, it grew by 90 per cent or more from India and China to Canada, Israel and even Italy... Another cloak obscuring wealth creation worldwide is the market for private equity, credit and other assets, also widely seen as a US preserve. Nearly half of the $13tn in these private assets, and more than half in categories such as venture capital and infrastructure projects, is held outside the US. Unicorns — private firms valued above $1bn — are not an exclusively American species either; roughly 40 of the top 100 are based in other countries.

15. In a remarkable arrangement, the first such one, Nvidia and AMD have agreed to pay 15% of the revenues from chip sales in China to the US government in return for export licenses for their chips.

The two chipmakers agreed to the financial arrangement as a condition for obtaining export licences for the Chinese market that were granted last week, according to people familiar with the situation, including a US official. The US official said Nvidia agreed to share 15 per cent of the revenues from H20 chip sales in China and AMD will provide the same percentage from MI308 chip revenues... According to export control experts, no US company has ever agreed to pay a portion of their revenues to obtain export licences... Nvidia tailored the H20 for the Chinese market after President Joe Biden imposed tough export controls on more advanced chips used for artificial intelligence.

Trump has basically converted the US into a country where the rule of law has been replaced with the rule by law (made by Trump himself personally)! Talk about institutions!

16. India's exports to the US and their share of the country's exports of those products.

17. Europe rearms.

EU defence commissioner Andrius Kubilius told the FT that since Moscow’s invasion, Europe’s annual capacity to produce ammunition had increased from 300,000 to reach about 2mn by the end of this year Rheinmetall’s expansion will account for a big part of this growth: the company said its annual production capacity for 155mm rounds was set to rise from 70,000 in 2022 to 1.1mn in 2027.

18. In order to overcome deflationary pressures and stimulate household spending, China announces an interest subsidy of 1 percentage point on consumer loans (typical consumer loan interest rates are 3%) for purchases up to Rmn 50,000 ($7000). The subsidy will be borne 90% by the central government and 10% by local governments. This shift away from investment subsidy to consumer subsidy comes on top of a "trade-in" scheme whereby buyers can receive subsidised prices when they upgrade old goods like smartphones, air conditioners, and rice cookers. 

Weekend reading links

1. How is global trade changing due to Trump tariffs?

US tariff revenue surged almost fourfold from a year earlier to a record $24.2bn in May, while imports from China fell 43 per cent from the same month in 2024... China's exports are up 4.8% on last year despite a sharp drop in trade with the US.

There's also emerging evidence that Chinese firms are rerouting exports to the US through South East Asia and EU countries to avoid the high tariffs on Chinese exports.

The value of Chinese exports to the US dropped 43 per cent year on year in May, according to figures published by the US census bureau — equivalent to $15bn-worth of goods. But the country’s overall exports rose 4.8 per cent in the same period, official Chinese data showed, as the shortfall in trade with the US was offset by a 15 per cent increase in shipping to the Association of Southeast Asian Nations trade bloc and a 12 per cent rise to the EU... 

Separate research by Capital Economics estimated that $3.4bn of Chinese exports were rerouted through Vietnam in May, a rise of 30 per cent compared with the same month last year. Indirect trade through Indonesia also increased markedly, with an estimated $0.8bn rerouted in May 2025, 25 per cent higher than May 2024. Exports of electronic components such as printed circuits, parts of telephone sets and flat panel display modules to Vietnam were up 54 per cent, or $2.6bn, in May 2025 compared with a year earlier, Chinese data shows... Indian exports to the US jumped 17 per cent in May compared with a year earlier, while imports from China and Hong Kong rose 22.4 per cent according to Ajay Srivastava, founder of the Global Trade Research Initiative, a research group.

This is a good graphic on what products have been squeezed following the tariffs. 

2. The US equity markets are going about their merry ways overlooking the real costs that are introduced by the Trump tariffs. 

Despite the carve-outs and climbdowns, the US’s overall average effective tariff rate now stands at 15.8 per cent, according to calculations by the Yale Budget Lab — the highest rate since 1936 and an increase of more than 13 percentage points since Trump returned to office in January.

A big cause of concern is the uncertainty associated with Trump policies that are taking its toll on investments.

The most tangible consequence of the Trump tariffs so far is not supply chain reordering, but the sudden dearth of dealmaking, according to Persson of EY. A survey of dealmakers by PwC in May found that 30 per cent were either pausing or revising deals because of the uncertainty caused by tariffs. Among those pushed back amid the uncertainty included bids for Boeing’s navigation unit and an expected £4bn sale by buyout group Apax of insurance group PIB. The sudden slowdown flew in the face of investor expectations that Trump’s return to the White House would trigger a wave of M&A activity on the back of a deregulatory splurge, according to Josh Smigel, partner in PwC’s deals practice. As a result, Smigel calculates, private equity firms are holding about $1tn worth of assets that — absent the Trump uncertainty — could have been redeployed back into the market if planned exits had not stalled.

3. Has Israel won the battle, but only to lose the war?

Mr. Netanyahu’s relentless and unapologetic military response to the Oct. 7, 2023, Hamas-led attack that killed 1,200 people and took 250 people hostage has cemented the view of Israel as a pariah, its leadership accused of genocide and war crimes, and disdained by some world leaders. In opinion polls globally, most people have a negative view of Israel. In Gaza, the war against Hamas has taken a devastating toll, killing tens of thousands of people and leaving more than a million homeless and hungry. Much of the enclave has been reduced to rubble. Poverty and hopelessness are rampant... Israel’s actions have shattered a rock-solid, bipartisan consensus in the United States for defending Israel. Now, support for the country has become a fiercely contentious issue in Congress, the subject of angry debates and protests on college campuses and fuel for a surge in antisemitic incidents in the United States and around the world... Israel has created a new wave of global opinion critical of its goals and methods. And many Israelis now feel threatened while abroad, even as they are more secure at home... 

In a Pew Research survey of 24 countries around the world published last month, negative opinions about Israel have surged. In 20 countries, more than half of the people said they had an unfavorable view of Israel. In eight countries — Australia, Greece, Indonesia, Japan, the Netherlands, Spain, Sweden and Turkey — more than 75 percent held that view... Just 46 percent of Americans in the latest Gallup survey expressed support for Israel, the lowest number since the company began asking the question a quarter-century ago. A third of the respondents in the United States said they sympathized with the plight of the Palestinians, up from just 13 percent in 2003... Inside Israel, the decision to prioritize military victories over the return of the hostages has deeply wounded many people. And the violence has strained the good will of the country’s allies and neighbors.

4. Thrive Capital, founded by Josh Kushner, the brother of Jared Kushner is charting a new model of VC investing.

The approach Kushner has developed since launching Thrive 14 years ago: get close to founders, remain loyal through crises and concentrate funds in a small number of companies. Betting a billion dollars or more on a behemoth inverts the classic venture model: firms typically write dozens of small cheques in young start-ups; most fail, but the flops are more than offset by a few spectacular successes... venture capital has mutated from a cottage industry into an institutionalised asset class... The shift has left VCs with a choice: remain faithful to early-stage investing and hope for outsize returns, or scale up funds to meet increasingly massive private companies. Thrive is attempting to manage both, writing cheques for multibillion-dollar start-ups its team believe can still multiply 10 or 100-fold in value... Most VCs split funds between dozens of start-ups, but the vast majority of a Thrive fund will go to just 10-15. The firm has put 10 per cent or more of earlier funds to work in single companies, including workplace messaging app Slack, GitHub, Instagram and Stripe. Thrive first invested in Stripe, then valued at $3bn, in 2014, and has increased its stake multiple times, including investing close to $2bn last year... the firm has quietly shown intense fealty to founders during moments of crisis, such as during the boardroom coup that briefly ousted OpenAI’s Altman last year. Kushner was instrumental in returning Altman to the company after less than a week... 

Thrive’s rivals, including more established West Coast firms, dismiss the approach as closer to asset management. “We invest in companies, they trade in stocks. It’s like an ETF [exchange traded fund] for venture,” says a partner at one Silicon Valley firm. “But private companies are not stocks. You can’t get out when they start going down.” Speaking privately to the FT, some institutional investors question whether Thrive’s massive bets can ever deliver “venture-style returns”. Others say it is too soon to judge a group whose biggest investments have not yet cashed out. Thrive’s biggest portfolio companies, including OpenAI and payments start-up Stripe, have racked up massive paper gains. But until they go public or are acquired, profits won’t be returned to institutional investors in Thrive’s funds... The payout for Thrive and its backers would be enormous should Stripe, OpenAI, or defence tech company Anduril go public... Thrive has raised a total of $12.3bn, and now has almost $25bn under management, making it one of the largest VCs in the country.

Interesting that Mukesh Ambani has a 3.3% stake in Thrive capital as part of a consortium of investors! 

5. This is a very good graphic that shows how VCs are experiencing a squeeze in their cash flows.

Much the same could be said about PE funds.

6. Private equity in data centres.

The private equity giant Blackstone spent $10 billion in 2021 to acquire QTS, and has been pouring billions more into the company to help it expand its data centers... This largely unglamorous industry is critical for A.I. leaders to get right. QTS leases its facilities to companies like Amazon and Meta and supplies the electricity and water needed to power and cool their computers... Blackstone calls data centers one of its “highest conviction investments.” Blackstone is already one of the world’s largest owners of office buildings, warehouses and science labs, but it has sunk more money into data centers and related infrastructure than into almost any other sector in the firm’s 40-year history. All told, Blackstone has put more than $100 billion into buying and lending to data centers, as well investing in construction firms, natural gas power plants and the machinery needed to build them... (it) says it still sees strong demand from tech companies, which are willing to sign what they describe as airtight leases for 15 to 20 years to rent out data center space... 

Blackstone is not alone. Data centers are drawing a crowd on Wall Street — investment giants like KKR, BlackRock and Blue Owl have collectively plowed hundreds of billions into the industry. As investment firms announce larger and larger deals, one Wall Street executive says he jokes about “Braggawatt” deals, as data centers are typically measured by the wattage they use. The spending frenzy has created concerns about whether too many data centers are being built... The complexity and cost of running A.I.-focused data centers stem from the vast amounts of power they guzzle, which can be about 10 to 20 times as much per server or rack as general cloud computing. There is also the need to keep the centers operational 99.999 percent of the day, or the “five nines” in industry parlance. That equates to about five minutes of downtime all year for maintenance or to switch out servers.

7. China's dominance of clean energy technologies

China has also begun to dominate nuclear power, a highly technical field once indisputably led by the United States. China not only has 31 reactors under construction, nearly as many as the rest of the world combined, but has announced advances in next-generation nuclear technologies and also in fusion, the long-promised source of all-but-limitless clean energy that has bedeviled science for years.

And, buoyed by President Trump's policies, America retains leadership of fossil fuels.

This reversal is striking.

Americans created the first practical silicon photovoltaic cells in the 1950s and the first rechargeable lithium-metal batteries in the 1970s. The world’s first wind farm was built in New Hampshire nearly 50 years ago. Jimmy Carter installed solar panels on the White House in 1979... In 2008 the United States produced nearly half of the world’s polysilicon, a crucial material for solar panels. Today, China produces more than 90 percent.

This is a good description of China's manufacturing prowess.

Last June, the Urumqi solar farm, the largest in the world, came online in the Xinjiang Autonomous Region in China. It is capable of generating more power than some small countries need to run their entire economies. It’s hardly an anomaly. The other 10 largest solar facilities in the world are also in China, and even bigger ones are planned. The Chinese automaker BYD is currently building not one but two electric vehicle factories that will each produce twice as many cars as the largest car factory in the world, a Volkswagen plant in Germany.

Finally, a graphic that captures China's clean energy investments globally.

Chinese firms are building wind turbines in Brazil and electric vehicles in Indonesia. In northern Kenya, Chinese developers have erected Africa’s biggest wind farm. And across the continent, in countries rich with minerals needed for clean energy technologies, such as Zambia, Chinese financing for all sorts of projects has left some governments deeply in debt to Chinese banks. Since 2023, Chinese companies have announced $168 billion in foreign investments in clean energy manufacturing, generation and transmission, according to Climate Energy Finance, a research group.

8. Tim Harford points to a new paper by David Autor and Neil Thompson who use an "expertise" framework to explain the impact of automation and AI on jobs. Autor and Thompson pose a question

Would we expect accounting clerks and inventory clerks to be similarly affected by automation? There are several well-established approaches to analysing this question, and all of them suggest that the answer is “yes”. Back in the day, both types of clerk spent a lot of time performing routine intellectual tasks such as spotting discrepancies, compiling inventories or tables of data, and doing simple arithmetic on a large scale. All of these tasks were the kind of things that computers could do, and as computers became cheap enough they took over. Given the same tasks faced the same sort of automation, it seems logical that both jobs would change in similar ways. 

But that is not what happened. In particular, say Autor and Thompson, wages for accounting clerks rose, while wages for inventory clerks fell. This is because most jobs are not random collections of unrelated tasks. They are bundles of tasks that are most efficiently done by the same person for a variety of unmysterious reasons. Remove some tasks from the bundle and the rest of the job changes. Inventory clerks lost the bit of the job requiring most education and training (the arithmetic) and became more like shelf-stackers. Accounting clerks also lost the arithmetic, but what remained required judgment, analysis and sophisticated problem solving. Although the same kind of tasks had been automated away, the effect was to make inventory clerking a job requiring less training and less expertise, while accounting clerks needed to be more expert than before. 

The natural worry for anyone hoping to have a job in five years’ time is what AI might do to that job. And while there are few certainties, Autor and Thompson’s framework does suggest a clarifying question: does AI look like it is going to do the most highly skilled part of your job or the low-skill rump that you’ve not been able to get rid of? The answer to that question may help to predict whether your job is about to get more fun or more annoying — and whether your salary is likely to rise, or fall as your expert work is devalued like the expert work of the Luddites.

9. Two graphics that capture the essence and outcome of One Big Beautiful Bill (OBBA). One, stripped off all its hype, OBBA is a giant tax cut bill.

And its biggest beneficiaries will be the richest.

Analysis by scholars at the University of Pennsylvania suggests that Americans earning under $18,000 would lose $165 in 2027, or 1.1% of their income. By 2033 their annual losses would rise to $1,300 on average—about 7.4% for the group. The richest 0.1%, earning over $4.45m, would gain more than $300,000 in 2027, a 2.3% increase. Much of this comes indirectly, via changes to corporate taxes, which are usually assumed to benefit wealthier households who own stocks... Analysis of the House version by scholars at the University of Pennsylvania suggests that Americans earning less than $16,999 would lose about $820 a year—a 5.7% reduction in median income for that group. The richest 0.1%, earning more than $4.3m, would gain $390,000, a 2.8% increase.

10. Driverless EV trucks are already operational in a coal mine in Inner Mongolia. (HT: Adam Tooze).

Yimin is one of the five largest open-cast coal mines in China. During peak season, it used to require about 300 trucks, operated by around 1,200 drivers working shifts around the clock, to transport coal to processing sites, and soil, sand and rocks to dumping grounds. But managers said the mine faced a shortage of drivers. Dangerous driving conditions led to high attrition rates, compounded by declining interest among younger generations in pursuing this profession. “Truck drivers face exhausting workloads that often lead to health issues,” said Yimin mine director Shu Yinqiu. The solution came earlier this year with a fleet of 100 photovoltaic-battery-powered, self-driving trucks. They represent the world’s largest deployment of autonomous electric mining trucks, highlighting China’s resolve to upgrade its traditional industries with advanced technologies, as the nation grapples with a shrinking labour force and an ageing population...

Key partners in the project include Huawei Technologies, Xuzhou Construction Machinery Group, State Grid and the Beijing University of Science and Technology. Now, instead of a thousand-man crew, just 24 people, divided into four teams, are needed to operate the 100 new trucks. Staff monitor and control the vehicles from the comfort of a remote control room, where live-feed videos and real-time traffic information are displayed on multiple screens... As of September, the China National Coal Association (CNCA) estimated there were over 1,500 automated mining trucks in China. It predicted that number would triple to 5,000 by the end of this year and exceed 10,000 by 2026... A fleet of 100 unmanned trucks could save coal mine operators 40 million yuan (US$5.6 million) in driver salaries annually, according to CNCA estimates.

11. Major announcement for the establishment of a PCB and Copper Clad Laminate (CCL) manufacturing facility by Syrma SGS Technology at Naidupeta in Andhra Pradesh with an investment of about Rs 1800 Cr and in partnership with South Korean company Shinhyup Electronics Ltd. The project is expected to be commissioned by 2026-27 and can avail incentives under the GoI's Electronics Component Manufacturing Scheme (ECMS). In 2024, the GoI had imposed a 30% anti-dumping duty (ADD) on bare PCBs to boost domestic production. The Indian PCB market was valued at $6.2 bn in 2024 and is estimated to grow by a CAGR of 16.4% from 2025-33. 

12. Spain wants to avoid the costs of being part of NATO, while wanting to access its benefits. It was the only standout against accepting the goal of 5% of GDP defence spending target by NATO members at the recent NATO summit. At the same time, as FT reports, one of its defence firms, Indra, which is 28% owned by the Spanish Government, is benefiting from NATO defence spending. 

In April, the group was given a role in 12 European Defence Fund research and development projects and made the leader of one involving radars. Its executives were in Ukraine last month pitching their wares... In the air, Indra is Spain’s lead participant in Europe’s flagship fighter jet project, the Future Combat Air System, a sometimes prickly partnership with Airbus, which represents Germany, and France’s Dassault Aviation.

13. India's derivatives market, and how Jane Street abused it before SEBI cracked down.

In December 2020 — when Jane Street first set up its Mumbai arm — the monthly turnover of futures and options markets on the National Stock Exchange had reached nearly $300bn, from just $134.7bn four years earlier, and by December 2024 stood at $512.7bn. This became a fertile terrain for Jane Street. Between January 2023 and March 2025 the firm netted an overall profit in India of about $4.3bn, Sebi said in its order on Thursday.

14. Using dupes of expensive brands appears to be a trend in the US, as seen from the ongoing fight between Lululemon which has sued Costco of copying at least six patented clothing designs, including its popular Scuba hoodie and Define jacket.

Once seen as embarrassing parsimony, buying knock-offs has become a fashion statement of its own. Egged on by hashtags, TikTok videos and media articles, customers are leaning into the fun of finding cheaper but still good alternatives, turning the search for dupes into a public treasure hunt. Nearly half of US consumers surveyed by analytics firm First Insight said they had tried a product specifically because it was a “dupe”, and 70 per cent of shoppers who make more than $150,000 said they were more likely to try a dupe than other private label goods...

The warehouse store’s $20 sweatshirt mimics the ornamental stitching and pouch pockets of Lululemon’s Scuba offering, which sells for six times the price. And Costco’s dupe of the Design jacket mimics an unusual line of curved stitching across the back. Lululemon contends in its lawsuit that those specific details violate the “trade dress” patents that it has registered over the past two years, as well as a trademark on the colour description “tidewater teal” that it applied for one day before filing its claim that Costco had “unlawfully traded upon Plaintiffs’ reputation, goodwill and sweat equity”.

Interestingly, US laws allow considerable flexibility in the interpretation of design patents.

US rules protect makers from infringement claims if the similarities are based on function rather than distinctive design. The warehouse group could also try to turn the dupe craze to its advantage by arguing that consumers are unlikely to be misled into believing that they are buying a Lululemon original. Costco’s products are clearly marked with either the Kirkland brand or the manufacturer’s name. Despite the publicity, most patent attorneys expect the dispute to settle, as Deckers’ first Uggs lawsuit did last year. Each side has too much to lose from a trial. Costco could be on the hook for gigantic monetary damages, while “if Lululemon were to lose, it would be open season” for other duplicates, says Josh Gerben, a DC trademark attorney.

15. Good story on how Tamil Nadu's industrial development strategy has brought about broad-based regional development across the state.

16. AI in primary health care.

Shishu Mapan, an artificial intelligence (AI) tool trained on over 30,000 infants, built by scientists at the Wadhwani Institute for AI, a non-profit that develops AI-based solutions for social impact. Using a short, arc-shaped video while the newborn is undressed and laid on a cloth sheet, the app estimates the infant’s weight and growth metrics, which eliminates the need for scales or guesswork... AI-powered tools like Wadhwani AI’s app could become frontline essentials, capable of transforming child health outcomes where the system often falls short. It also eases the burden on frontline health workers, who often struggle to keep up with high demand in rural areas... AI-powered tools like Wadhwani AI’s app could become frontline essentials, capable of transforming child health outcomes where the system often falls short. It also eases the burden on frontline health workers, who often struggle to keep up with high demand in rural areas... AI-powered tools like Wadhwani AI’s app could become frontline essentials, capable of transforming child health outcomes where the system often falls short. It also eases the burden on frontline health workers, who often struggle to keep up with high demand in rural areas.

17. Interesting that even as the overwhelming majority of the world has no confidence in Donald Trump, India stands alongside Israel in having the highest confidence!

Wonder what actions of Trump warrant such confidence?

18. Patent cliffs facing pharma companies.

Keytruda... cancer medicine is one of the world’s best sellers, earning Merck $29.5bn in sales last year... In 2028 Keytruda’s patent ends... Drugs worth about $180bn of revenue a year are going off patent in 2027 and 2028, according to research firm Evaluate Pharma, representing almost 12 per cent of the global market. Bristol Myers Squibb and Pfizer are also facing 2028 patent expirations for top-selling drugs. 

Interesting aspects of the Pharma industry.

While all innovations can be patented, the pharma industry suffers from patent cliffs in ways that others such as the tech industry do not. This is mainly because the key active ingredient in a drug is covered by one main patent, which is hard to invent around, and chemical formulas are relatively easy to copy. Sampat of Johns Hopkins says the median number of patents per drug is around three to five, not the hundreds or thousands that cover, for instance, an iPhone. “So any given patent expiring doesn’t matter all that much for something like the iPhone, as it would for a drug,” he says. Also unlike the iPhone, few patients are loyal to their brands and healthcare systems are eager to cut costs by moving to generic versions quickly after they are released. Many countries have laws allowing pharmacists to automatically swap out branded prescriptions with generics.

19. The problem with the rail ticket subsidy of Indian Railways

This monopoly network transports 13 million people every day and its non-premium services are heavily subsidised. According to the railway minister, the cost of travel per km by train is ₹1.38 but passengers pay only 73 paise, a subsidy of 47 per cent. Though the government dishes out large sums for passenger subsidies, part of the gap is supposed to be covered by freight services and premium air conditioned passenger services. The problem with this cross-subsidy policy is that railway freight services have been steadily losing share to road transport over the decades and its profits are not enough to cover the losses from passenger services. As for AC services, some of which make money in some years, they account for a minuscule 5 per cent of overall passengers. The proliferation of low-cost airlines and growing air connectivity — ironically, this, too, is government policy — is likely to diminish demand for this segment, despite the investment in semi high-speed premium Vande Bharat service.

20. The NPAs on bank loans to MSMEs are at historic lows.

Gross NPAs in the system have touched a new low of 2.3 per cent of loans, with a sharp drop in NPAs in MSMEs. Gross NPAs in MSMEs declined from 6.8 per cent in 2022-23 to 4.5 per cent in 2023-24 and further to 3.6 per cent in 2024-25. NPAs in the MSME sector have historically been of the order of 9 per cent or more... bankers have found innovative ways, such as the Trade Receivables Discounting System (TReDS), to finance MSMEs... The TReDS book was about ₹2.7 trillion, or 10 per cent of the MSME book, in 2023-24. It cannot explain the current NPA level of 3.6 per cent on the entire MSME exposure. The NPA level in the Emergency Credit Line Guarantee Scheme (ECLGS) is 5.6 per cent. Recall that the ECLGS was introduced during the pandemic in May 2020 in order to facilitate additional lending to MSMEs and prevent a secular collapse in the sector on account of a crisis of liquidity. The eligibility conditions were pretty stringent. Only MSMEs that were solvent prior to the onset of pandemic were meant to qualify. The loans granted under ECLGS in the period 2021-23 amounted to ₹3.68 trillion or 12 per cent of loans outstanding to MSMEs in 2024-25. If gross NPAs on the ECLGS loans were 5.6 per cent and NPAs on total MSME loans are 3.6 per cent, that makes the performance on the remaining 88 per cent of MSME loans truly impressive.

21. Finally, a graphic below on the spectacular reduction in the price of green energy sources since 2010.

Weekend reading links

1. The F-35, the Joint Strike Fighter, the backbone of the western air forces, and developed by Lockheed Martin in collaboration with several companies from the western alliance, is facing uncertainty arising from concerns that the Trump administration could kill the program. 

It's already deployed by several governments and has large order book.

2. The US statistical system faces uncertainties due to DOGE cuts.

3. Indians are second only to the Chinese in purchases of gold.

4. India IT services off-shoring facts of the day

As of 2024, there were about 1,800 offshore corporate offices in India, owned by hundreds of foreign-based multinational companies — most of them American. There are 1.9 million people in India working for foreign companies, with 600,000 to 900,000 more expected to join them by 2030. Together, the offshore business centers in India earned about $65 billion last year, more than the value of American imports to India. By 2030, they are expected to earn $100 billion or more... Across India, these foreign-owned offices are now the primary driver of commercial real estate. An estimated 50 new ones were established over the past year. The expectation is that 100 more will join them during 2025... these offshore subsidiaries are no longer providing only low-value services. They are full-fledged branches of American headquarters, not just outposts, let alone temporary offices that provide outsourcing for information technology services. In fact, that sector announced a reduction of 64,000 jobs in 2024... 

While salaries have gone up over the years, they are still about a quarter to a third of their dollar-adjusted equivalent in the United States. Managers of these offices, known as global capability centers, acknowledged the savings, but they said multinational companies were just as drawn to the quality and abundance of potential Indian workers. “Where else can you scale up with 2,000 engineers, or marketing professionals, within a year?” exclaimed one executive, who asked not to be named because he was not authorized to speak publicly.

5. Automobile trade with the US

For Japan and South Korea, automobiles are the top export to the United States. Mexico, in addition to cars, produces tens of billions of dollars worth of automobile parts each year that are exported to its northern neighbor. In Canada, auto manufacturing and auto parts are the country’s second-biggest export by value... In recent years, Japanese and South Korean automakers, as well as European brands — which account for 18 percent of U.S. car imports — have become increasingly reliant on the American market. That is in part because of stagnant demand in their home countries, but also because they are facing heightened competition from local competitors in the world’s biggest car market, China... Japanese brands shipped 1.37 million vehicles to the United States last year, while South Korean automakers exported 1.43 million. In addition, 821,000 light vehicles sold in the United States last year were assembled in the European Union, according to JATO, a research firm. Conversely, U.S. automakers have a minimal presence in Japan, South Korea and Germany — a reality that has vexed Mr. Trump since his first term as president.

6. In six years, China's trade surplus has nearly tripled!

President XI Jinping recently hosted 40 global business leaders in the Great Hall of People in Beijing and made an impassioned plea in defence of the global trading system. He decried some countries "weaponising" trade and "forcing companies to take sides and make choices that go against economic principles". He said, "We must jointly maintain the multilateral trading system, jointly maintain the stability of the global industrial chain."

China's defence of the world trading system is purely borne out of self-interest. It's acutely dependent on exports for growth.

As their consorting with President Xi shows, the Western business leaders have clearly not learnt anything from the countless recent incidents of high-handedness by Chinese authorities and experiences of difficulties of doing business in China.  

7. Grim assessment of the development aid scenario

Not only has the US shut down USAID and the UK slashed development aid, but there have also been cuts to the French, Belgian and Dutch budgets. The latest warnings come from Berlin, where the new coalition has put the development budget on the chopping block. In a worst-case scenario, global aid budgets could be slashed by a staggering $74bn in 2025 alone. That would be 30 per cent or so of total overseas development assistance, or ODA.

8. Gautam Mukunda makes a very good case for freedom on expression in academic campuses. 

But why can’t universities innovate while getting rid of that irritating tendency to annoy and even offend... They provide a home for people too contrarian, difficult or just downright odd to function in the rest of society. Colleges welcome people who reject the mainstream consensus. They’ve even created structures like tenure to protect and encourage those people. There’s good reason to do so. The most important discoveries are the ones that tell us that something important that we thought we knew is wrong. Most research is what the great philosopher of science Thomas Kuhn called “normal science.” It works within established paradigms. That’s valuable work. Doing it well is rewarded with the esteem of your peers. Revolutionary research, in contrast, overturns old paradigms. It destroys accepted consensus. That’s hard. People, even scientists, tend to react poorly when someone tells them they’re wrong, and they often reject the ones who do it.

9. The length of tasks AI is doing is doubling every seven months.

John Burn-Murdoch summarises the paper's findings

It finds that LLMs’ ability to perform a given task is a function not so much of how intellectually challenging the same job would be for you or me, nor of the level of specialist skill required, but of how long it would take a human and how “messy” or unstructured the workflow. So carrying out the duties of an executive assistant, travel agent or bookkeeping clerk — all computer-based jobs requiring entry-level skills — is still beyond the capabilities of even cutting-edge AIs. They struggle to keep track of multiple streams of information, respond to a dynamic environment, work with unclear or changing goals and multitask. These unstructured workflows are a far cry from coding tests and essay questions.

10. Amidst all the credentially and virtue signalling on climate change, America continues its commitment to fossil fuels. In the last few years, it has not only emerged as the largest oil producer, but now has become the largest LNG exporter. 

It's estimated that by the end of the decade, almost 1 in every three tankers carrying the super-chilled fuel will originate in the US. This is a good summary of the transformation of fortunes of the US gas industry.

Twenty years ago, the idea that natural gas would play an even more important role than crude oil in US diplomatic calculations would have been preposterous. At the turn of the millennium, the US was short of gas. It generated less than 15% of the country’s power, outflanked by nuclear and coal, and Federal Reserve Chairman Alan Greenspan called for a major expansion of imports to address the shortfall in domestic supply. Horizontal drilling and hydraulic fracturing, or fracking, which picked up in the early aughts, changed all that. The two techniques unlocked previously inaccessible oil and gas reserves from North Dakota to New Mexico. The US more than doubled its natural gas production, to more than 100 billion cubic feet per day, and it now fuels 41% of the country’s electricity... US natural gas prices have averaged $3.55 per million British thermal units over the past five years, about 70% lower than the European average, providing the economy with a major competitive advantage and helping to underpin both Biden and Trump’s policies to bring US manufacturing back from overseas.

11. Affordable housing crisis in Spain.

Since 2015, nearly one-tenth of the country’s housing stock has been plucked by investors or converted to tourist rentals. The scarcity has helped drive up prices much faster than wages, making affordable homes out of reach for many... The problem is complex, perhaps no more so than in Barcelona, which has become ground zero for Spain’s housing dilemma — and a crucible for the challenges of trying to fix it... Barcelona’s woes mirror the pain lashing European cities: Residential real estate has increasingly been turned into financial assets by investors. A surge in global tourism and workers crossing borders has landlords favoring short-term rentals over protected long-term tenants... 

The affordability problem has become one of the biggest drivers of inequality in Europe. Rents in the European Union rose 20 percent in 10 years, and house prices have surged by half, according to Eurostat. In 2023, one in 10 Europeans spent 40 percent or more of his or her income on housing... But rental prices have increased 57 percent in the country since 2015 and home prices 47 percent, while household income has grown just 33 percent, according to PwC. In Barcelona alone, rents surged 68 percent in a decade... Barcelona will become the first European city to end licenses for Airbnb homes, requiring owners by 2028 to offer them as long-term lodging at capped rents or put them up for sale.

12. India trade facts

India’s exports of merchandise and services from $465.9 billion in 2013-14... to be around $780 billion and their share in global exports around 2.8 per cent. In 11 years, that is a compounded aggregate growth rate of 4.79 per cent... The merchandise exports in 2019-20 were lower at $313.361 billion compared to $314.405 billion in 2013-14... This financial year merchandise exports are likely to be around $435 billion, which means a CAGR of 3.1 per cent in 11 years. Our share in global merchandise exports remains around 1.8 per cent... The services exports grew from $167 billion in 2013-14 to only around $206 billion in 2020-21, a CAGR of 3.04 per cent. Thereafter... the services exports have grown smartly and in FY25, it is expected to be around $380 billion, a CAGR of about 7.76 per cent over 11 years. Our share in global exports of services has also gone up to about 4.3 per cent. In 2013-14, our goods imports were about $450 billion. This financial year, total imports are likely to be around $855 billion, a CAGR of about 6.01 per cent over 11 years. Since 2014, our average industrial tariffs have gone up from about 13 per cent to about 18 per cent.

13. Long read on Tamil Nadu's success with attracting non-leather footwear contract manufacturers to invest in the state. Today all the major global contract manufacturers - Feng Tay, Pou Chan, Hong Fu, Shoe Town, and Dean Shoes (all Taiwanese) - have established factories in the state. 

Feng Tay Enterprises, one of the largest contract manufacturers for Nike, which had entered Tamil Nadu in 2006 with a factory at Cheyyar (northern Tamil Nadu), has recently expanded its operations by setting up factories at Bargur in Krishnagiri district and at Tindivanam (northern Tamil Nadu). Feng Tay employs over 37,000 workers and is estimated to produce about 25 million pairs of footwear annually.

Proactive engagement by the TN government in wooing these manufacturers, the state's track record in manufacturing, and the abundance of cheap and skilled labour have been important contributors. 

14. The supply-driven solar contracting by SECI is engendering perverse incentives.

India issued a record 73 GW of renewable energy (RE) tenders in 2024, far exceeding its annual target of 50 GW. But, 8.5 GW of capacity was under-subscribed, five times higher than the previous year, said a report from the Institute of Energy Economics and Financial Analysis (IEEFA), released earlier this month. Worryingly, the cumulative unsigned power sale agreement (PSA) capacity now exceeds 40 GW. This means while companies are willing to set up renewable energy (RE) projects, there aren’t enough buyers. Another report by the Delhi-based Centre for Science and Environment (CSE), released in January, underlined the sluggish pace of commissioning of RE projects. For 34.5 GW of solar, wind, and hybrid projects, power purchase agreements (PPA) have been signed but projects are yet to be commissioned. PPA’s are signed between project developers, or companies which produce solar power, and agencies which issue tenders like the Solar Energy Corporation of India (SECI). This implies a lack of interest from state-owned discoms to purchase renewable power. 

As I have written earlier, it may be time to wind down SECI, or at the least restrict it from solar and focus on green hydrogen and the likes.  

15. DMart is the most efficient grocery retailer in the world!

16. Finally, some facts on India's recent struggles with increasing its textile and apparel exports.

India’s textile and apparel (T&A) exports have grown steadily from $11.5 billion in FY2001 to $34.8 billion in FY24, accounting for only a 4 per cent share in global exports of $774.4 billion... The apparel segment (HSN codes 61 and 62) within overall T&A exports comprises about 42 per cent. It rose from $5.5 billion in FY2001 to $14.5 billion in FY24. Its share in global apparel exports has remained stubbornly around 3 per cent over this entire period. Meanwhile, competitors like Bangladesh and Vietnam have surged ahead. Bangladesh’s global share has grown from 2.2 per cent to 9.6 per cent, while Vietnam’s share jumped from 1 per cent to 5.8 per cent between 2000 and 2023 (see infographics). A significant portion of this shift occurred post-2010 when China’s global market share slipped from 34.8 per cent to 29.8 per cent, partly due to its trade war with the US.

Here are some striking facts about its declining cotton production and how India became a net cotton importer. 

Between 2002-03 and 2013-14, India’s cotton production almost trebled from 13.6 million to 39.8 million bales (mb; 1 bale=170 kg). During the three marketing years (October-September) ended 2002-03, its average imports of 2.2 mb exceeded exports of not even 0.1 mb. That completely changed in the three years ended 2013-14, with imports halving to 1.1 mb and exports surging well over hundredfold to 11.6 mb. Cut to 2024-25, when India’s output is projected at 29.5 mb, the lowest since the 29 mb of 2008-09. Also, imports at 3 mb would surpass exports of 1.7 mb. In short, we are back to being a net importer of the natural fibre. A country that had turned the world’s no 1 producer in 2015-16 and a close second biggest exporter to the US by 2011-12 has today been “inundated” by American, Australian, Egyptian and Brazilian cottons... India’s cotton production has been on a downward slope from the peaks scaled in 2013-14, falling to an average of 33.8 mb during the last five years and below 30 mb in 2024-25. National lint yields, too, have plunged to sub-450 kg per hectare.

The reason is the reluctance of successive governments to adopt genetically modified cotton.