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Hedge funds embrace machine learning—up to a point

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ARTIFICIAL intelligence (AI) has already changed some activities, including parts of finance like fraud prevention, but not yet fund management and stock-picking. That seems odd: machine learning, a subset of AI that excels at finding patterns and making predictions using reams of data, looks like an ideal tool for the business. Yet well-established “quant” hedge funds in London or New York are often sniffy about its potential. In San Francisco, however, where machine learning is so much part of the furniture the term features unexplained on roadside billboards, a cluster of upstart hedge funds has sprung up in order to exploit these techniques.These new hedgies are modest enough to concede some of their competitors’ points. Babak Hodjat, co-founder of Sentient Technologies, an AI startup

Western companies are getting creative with their Chinese names

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MCDONALD’S drew ridicule in China when it changed its registered name there to Jingongmen, or “Golden Arches”, in October, after it was sold to a Chinese consortium. Some on Weibo, a microblogging site, thought it sounded old-fashioned and awkward, others that it had connotations of furniture. The fast-food chain was quick to reassure customers that its restaurants would continue to go by Maidanglao, a rough transliteration that has, over the years, become a recognisable brand name. But for most companies now entering Chinese markets, transliterations are a thing of the past, says Amanda Liu, vice-president of Labbrand, a consultancy based in Shanghai that advises firms on brand names.Companies are instead choosing Chinese names with meanings that capture people’s imagination. That often i

Video games could fall foul of anti-gambling laws

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Four-sided banditA DECADE ago the idea of paying real money for virtual items was strange and exotic. These days many video-game publishers build their business models around it. Some of the world’s biggest games, such as “League of Legends”, cost nothing to buy. Instead they rely for their revenue on players buying things for use in the game, such as new characters to play with or costumes to put them in.A new twist on that model has been attracting the attention of regulators in recent weeks. “Loot boxes” are yet another type of “in-game” item that gamers buy with currency. Unlike the usual sort of purchase, however, players do not know in advance what they are buying, for the contents of a loot box are generated randomly. Sometimes they might be desirable, and therefore valuable; prized

The beast of Bentonville battles Amazon, the king of the e-commerce jungle

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A BOA constrictor swallowing capitalism. A cyclone dragging the economy into its vortex. If you look back at how people described Walmart a decade ago, it is eerily similar to how Amazon is viewed now. The supermarket chain has “a scale of economic power we haven’t encountered before”, warned “The Walmart Effect”, a best selling book in 2006. But capitalism never stands still. The world’s largest company by sales is now the perceived underdog in an escalating grocery war with Amazon to fill 320m American bellies. The struggle will probably end in a messy stalemate. That will mean mediocre returns for investors—and happy days for consumers.Just when Walmart’s aura was at its most intimidating, in 2006, stagnation beckoned. Its reputation for bullying its suppliers and staff became toxic. Ov

Rio Tinto puts its faith in driverless trucks, trains and drilling rigs

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Data-mine oreFOR millennia, man has broken rocks. Whether with pickaxe or dynamite, their own or animal muscle, in a digger or a diesel truck, thick-necked miners have been at the centre of an industry that supplies the raw materials for almost all industrial activity. Making mining more profitable has long involved squeezing out more tonnes of metal per ounce of brawn. Now robots, not man, are settling themselves into the driving seat.Rio Tinto, one of the world’s largest mining firms, is leading that transformation in its vast iron-ore operations in the Pilbara region of Western Australia. It is putting its faith in driverless trucks and unmanned drilling rigs and trains, overseeing them from the office equivalent of armchairs about 1,000km (625 miles) south, in Perth. Jean-Sébastien Jac

The markets believe in Goldilocks

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ANOTHER week, another record. The repeated surge of share prices on Wall Street is getting monotonous. The Dow Jones Industrial Average has passed another milestone—24,000—and the more statistically robust S&P 500 index is up by 17% so far this year. Emerging markets have performed even better, as have European shares in dollar terms (see chart).Political worries about trade disputes, the potential for war with North Korea and the repeated upheavals in President Donald Trump’s White House: all have caused only temporary setbacks to investors’ confidence. No wonder the latest quarterly report of the Bank for International Settlements asked whether markets are complacent, noting that “according to traditional valuation gauges that take a long-term view, some stockmarkets did look frothy”, an

African countries are building a giant free-trade area

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“AFRICA must unite,” wrote Kwame Nkrumah, Ghana’s first president, in 1963, lamenting that African countries sold raw materials to their former colonisers rather than trading among themselves. His pan-African dream never became reality. Even today, African countries still trade twice as much with Europe as they do with each other (see chart). But that spirit of unity now animates a push for a Continental Free-Trade Area (CFTA), involving all 55 countries in the region. Negotiations began in 2015, aimed at forming the CFTA by the end of this year. In contrast to the WTO, African trade talks are making progress.At a meeting on December 1st and 2nd in Niamey, the capital of Niger, African trade ministers agreed on final tweaks to the text. Heads of state will probably sign it in March, once a

A full-scale Venezuelan default could push up oil prices

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Who believes in Nicolás?ON NOVEMBER 30th, as oil tsars from the Organisation of the Petroleum Exporting Countries (OPEC) and Russia met in Vienna, Venezuela’s former oil minister, Eulogio del Pino, once one of their number, was seized by armed guards at dawn in Caracas, and taken to jail. His arrest was not publicly acknowledged in Vienna. His replacement, Manuel Quevedo, a general in the national guard, attended OPEC and was received with the usual deference.Also unmentioned was how Venezuela, embroiled in a massive, messy debt default, is doing plenty of OPEC’s dirty work. Since November 2016, when OPEC first agreed with Russia to cut output to push up oil prices, Venezuela’s has fallen by 203,000 barrels a day (b/d), to 1.86m b/d in October. That is more than twice the cut it agreed wit

Europe is seeing more collective lawsuits from shareholders

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LIKE the ghosts that haunted Ebenezer Scrooge, the scandals of years past—summoned up by angry shareholders—will not let companies rest. In Britain this year, the Royal Bank of Scotland (RBS) paid £900m ($1.2bn) to settle a long-running investor lawsuit related to the bank’s behaviour at the time of the financial crisis of 2007-08. Also in Britain, Lloyds Banking Group faces litigation. And it is not just banks. Investors in Britain sued Tesco, a supermarket chain, for losses caused by an accounting scandal in 2014. In Germany and the Netherlands investors are seeking compensation from Volkswagen (VW), a carmaker, for failing to disclose its manipulation of diesel-emissions tests.Securities litigation is on the rise in Europe for two main reasons. The first is that America is less hospitab

As WTO members meet in Argentina, the organisation is in trouble

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“EVERYBODY meets in Buenos Aires,” said Cecilia Malmstrom, the European Union’s trade commissioner, days before heading there for the World Trade Organisation’s (WTO) biennial gathering of ministers, which opens on December 10th. Some non-governmental organisations have been blocked by the protest-averse Argentine authorities, but a meeting of people will indeed take place. One of minds is another matter.Most participants can agree on one thing. The WTO, which codifies the multilateral rules-based trading system, needs help. President Donald Trump has railed against it and threatened to pull America out. Without American leadership, there is little hope of reaching new deals. And even as the WTO’s dealmaking arm is paralysed, the Trump administration is weakening its judicial one by starvi