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Showing posts with label Taleb. Show all posts
Showing posts with label Taleb. Show all posts

Sunday 29 January 2017

‘Trump makes sense to a grocery store owner’ N N Taleb

Suhasini Haider in The Hindu

Economist-mathematician Nassim Nicholas Taleb contends that there is a global riot against pseudo-experts


After predicting the 2008 economic crisis, the Brexit vote, the U.S. presidential election and other events correctly, Nassim Nicholas Taleb, author of the Incerto series on global uncertainties, which includes The Black Swan: The Impact of the Highly Improbable, is seen as something of a maverick and an oracle. Equally, the economist-mathematician has been criticised for advocating a “dumbing down” of the economic system, and his reasoning for U.S. President Donald Trump and global populist movements. In an interview in Jaipur, Taleb explains why he thinks the world is seeing a “global riot against pseudo-experts”.

I’d like to start by asking about your next book, Skin in the Game, the fifth of the Incerto series. You do something unusual with your books: before you launch, you put chapters out on your website. Why is that?

Putting my work online motivates me to go deeper into a subject. I put it online and it gives some structure to my thought. The only way to judge a book is by something called the Lindy effect, and that is its survival. My books have survived. I noticed that The Black Swan did well because it was picked up early online, long before the launch. I also prefer social media to interviews in the mainstream media as many journalists don’t do their research, and ‘zeitgeist’ updates [Top Ten lists] pass for journalism.

The media is not one organisation or a monolithic entity.

Well, I’m talking about the United States where I get more credible news from the social media than the mainstream media. But I am very impressed with the Indian media that seems to present both sides of the story. In the U.S., you only get either the official, bureaucratic or the academic side of the story.

In Skin in the Game, you seem to build on theories from The Black Swan that give a sense of foreboding about the world economy. Do you see another crisis coming?

Oh, absolutely! The last crisis [2008] hasn’t ended yet because they just delayed it. [Barack] Obama is an actor. He looks good, he raises good children, he is respectable. But he didn’t fix the economic system, he put novocaine [local anaesthetic] in the system. He delayed the problem by working with the bankers whom he should have prosecuted. And now we have double the deficit, adjusted for GDP, to create six million jobs, with a massive debt and the system isn’t cured. We retained zero interest rates, and that hasn’t helped. Basically we shifted the problem from the private corporates to the government in the U.S. So, the system remains very fragile.

You say Obama put novocaine in the system. How will the Trump administration be able to address this?

Of course. The whole mandate he got was because he understood the economic problems. People don’t realise that Obama created inequalities when he distorted the system. You can only get rich if you have assets. What Trump is doing is put some kind of business sense in the system. You don’t have to be a genius to see what’s wrong. Instead of Trump being elected, if you went to the local souk [bazaar] in Aleppo and brought one of the retail shop owners, he would do the same thing Trump is doing. Like making a call to Boeing and asking why are we paying so much.

You’re seen as something of an oracle, given that you saw the 2008 economic crash coming, you predicted the Brexit vote, the outcome of the Syrian crisis. You said the Islamic State would benefit if Bashar al-Assad was pushed out and you predicted Trump’s win. How do you explain it?

Not the Islamic State, but al-Qaeda at the time, and I said the U.S. administration was helping fund them. See, you have to have courage to say things others don’t. I was lucky financially in life, that I didn’t need to work for a living and can spend all my time thinking. When Trump was running for election, I said what he says makes sense to a grocery store owner. Because the grocery guy can say Trump is wrong because he can see where he is wrong. But with Obama, he can’t understand what he’s saying, so the grocery man doesn’t know where he is wrong.

Is it a choice between dumbing down versus over-intellectualisation, then?

Exactly. Trump never ran for archbishop, so you never saw anything in his behaviour that was saintly, and that was fine. Whereas Obama behaved like the Archbishop of Canterbury, and was going to do good but people didn’t feel their lives were better. As I said, if it was a shopkeeper from Aleppo, or a grocery store owner in Mumbai, people would have liked them as much as Trump. What he says makes common sense, asking why are we paying so much for this rubbish or why do we need these complex taxes, or why do we want lobbyists. You can call Trump’s plain-speaking what you like. But the way intellectuals treat people who don’t agree with them isn’t good either. I remember I had an academic friend who supported Brexit, and he said he knew what it meant to be a leper in the U.K. It was the same with supporting Trump in the U.S.

But there were valid reasons for people to be worried about Trump too.

Well, if you’re a businessman, for example, what Trump said didn’t bother you. The intellectual class of no more than 2,00,000 people in the U.S. don’t represent everyone upset with Trump. The real problem is the ‘faux-expert problem’, one who doesn’t know what he doesn’t know, and assumes he knows what people think. An electrician doesn’t have that problem.

Is the election of Trump part of a global phenomena? You have commented on the similarity to the election of Narendra Modi in India.

Well, with Trump, Modi, Brexit, and now France, there are some similar problems in those countries. What you are hearing is people getting fed up with the ruling class. This is not fascism. It has nothing to do with fascism. It has to do with the faux-experts problem and a world with too many experts. If we had a different elite, we may not see the same problem.

There are other similarities, to quote from studies of populist movements worldwide: these leaders are majoritarian, they build on resentment, they use social media for direct access to their voters, and they can take radical decisions.
I often say that a mathematician thinks in numbers, a lawyer in laws, and an idiot thinks in words. These words don’t amount to anything. I think you have to draw the conclusion that there is a global riot against pseudo-experts. I saw it with Brexit, and Nigel Farage [leader of the U.K. Independence Party], who was a trader for 15 years, said the problem with the government was that none of them had ever had a proper job. Being a bureaucrat is not a proper job.

As a businessperson, you have a point about experts and pseudo-experts who you say are ‘left-wing’. How do you explain the other parts to the phenomenon that aren’t economic: the xenophobia, Islamophobia, misogyny, etc.?

I don’t understand how a left-wing person can defend Salafism, or religious extremism. In a democracy, you can allow people to have any view, but they can’t come with a message to destroy democracy. Why should people who come to the West come with a message to finish the West? This is where the discourse goes haywire. So in Yemen, the [Saudi] intervention is good, but the intervention [by Russia] in Aleppo shouldn’t be allowed. I don’t think Trump was racist when he said Mexican criminals shouldn’t be allowed into the U.S.; he was targeting criminals. If you are Naziphobic, you are not against Germans. If I oppose Salafism, I am not an Islamophobe. Obama also deported Mexicans and refused to accept immigrants.

Is anti-globalisation a part of this sentiment?

I am not anti-globalisation, but I am against big global corporations. One of the reasons is what they cost. Today, every project sees cost overruns because these projects have to factor in global risks as well. In nature there is an ‘island effect’. The number of species on an island drops significantly when you go to the mainland. Similarly, when you open up your small economies, you lose some of your ethnicity or diversity. Artisans are being killed by globalisation. Think of the effect on so many artists who have been put out of work while people are buying wrinkle-free shirts and cheap mobile phones. I’m a localist. The problem is globalisation comes through large global corporates that are predatory, and so we want to counter its ill-effects.

Where do you see the world moving now? Further right, or will it revert to the centre?


I don’t think it will go left or right, and I don’t know about the short term. But I think in the long term, the world can only survive if it lives like nature does. Many smaller units of governance, and a collection of super islands with some separation, quick decision-making, and visible implementation. Lots of Switzerlands, that’s what we need. What we need is not leaders, we don’t need them. We just need someone at the top who doesn’t mess the system up.

Saturday 17 September 2016

The Intellectual Yet Idiot

by Nassim Nicholas Taleb

What we have been seeing worldwide, from India to the UK to the US, is the rebellion against the inner circle of no-skin-in-the-game policymaking “clerks” and journalists-insiders, that class of paternalistic semi-intellectual experts with some Ivy league, Oxford-Cambridge, or similar label-driven education who are telling the rest of us 1) what to do, 2) what to eat, 3) how to speak, 4) how to think… and 5) who to vote for.

But the problem is the one-eyed following the blind: these self-described members of the “intelligenzia” can’t find a coconut in Coconut Island, meaning they aren’t intelligent enough to define intelligence hence fall into circularities — but their main skill is capacity to pass exams written by people like them. With psychology papers replicating less than 40%, dietary advice reversing after 30 years of fatphobia, macroeconomic analysis working worse than astrology, the appointment of Bernanke who was less than clueless of the risks, and pharmaceutical trials replicating at best only 1/3 of the time, people are perfectly entitled to rely on their own ancestral instinct and listen to their grandmothers (or Montaigne and such filtered classical knowledge) with a better track record than these policymaking goons.


Indeed one can see that these academico-bureaucrats who feel entitled to run our lives aren’t even rigorous, whether in medical statistics or policymaking. They cant tell science from scientism — in fact in their eyes scientism looks more scientific than real science. (For instance it is trivial to show the following: much of what the Cass-Sunstein-Richard Thaler types — those who want to “nudge” us into some behavior — much of what they call “rational” or “irrational” comes from their misunderstanding of probability theory and cosmetic use of first-order models.) They are also prone to mistake the ensemble for the linear aggregation of its components as we saw in the chapter extending the minority rule.

The Intellectual Yet Idiot (IYI) is a production of modernity hence has been accelerating since the mid twentieth century, to reach its local supremum today, along with the broad category of people without skin-in-the-game who have been invading many walks of life. Why? Simply, in most countries, the government’s role is between five and ten times what it was a century ago (expressed in percentage of GDP). The IYI seems ubiquitous in our lives but is still a small minority and is rarely seen outside specialized outlets, think tanks, the media, and universities — most people have proper jobs and there are not many openings for the IYI.

Beware the semi-erudite who thinks he is an erudite. He fails to naturally detect sophistry.

The IYI pathologizes others for doing things he doesn’t understand without ever realizing it is his understanding that may be limited. He thinks people should act according to their best interests and he knows their interests, particularly if they are “red necks” or English non-crisp-vowel class who voted for Brexit. When Plebeians do something that makes sense to them, but not to him, the IYI uses the term “uneducated”. What we generally call participation in the political process, he calls by two distinct designations: “democracy” when it fits the IYI, and “populism” when the plebeians dare voting in a way that contradicts his preferences. While rich people believe in one tax dollar one vote, more humanistic ones in one man one vote, Monsanto in one lobbyist one vote, the IYI believes in one Ivy League degree one-vote, with some equivalence for foreign elite schools, and PhDs as these are needed in the club.




More socially, the IYI subscribes to The New Yorker. He never curses on twitter. He speaks of “equality of races” and “economic equality” but never went out drinking with a minority cab driver. Those in the U.K. have been taken for a ride by Tony Blair. The modern IYI has attended more than one TEDx talks in person or watched more than two TED talks on Youtube. Not only will he vote for Hillary Monsanto-Malmaison because she seems electable and some other such circular reasoning, but holds that anyone who doesn’t do so is mentally ill.

The IYI has a copy of the first hardback edition of The Black Swan on his shelves, but mistakes absence of evidence for evidence of absence. He believes that GMOs are “science”, that the “technology” is not different from conventional breeding as a result of his readiness to confuse science with scientism.

Typically, the IYI get the first order logic right, but not second-order (or higher) effects making him totally incompetent in complex domains.
In the comfort of his suburban home with 2-car garage, he advocated the “removal” of Gadhafi because he was “a dictator”, not realizing that removals have consequences (recall that he has no skin in the game and doesn’t pay for results).

The IYI is member of a club to get traveling privileges; if social scientist he uses statistics without knowing how they are derived (like Steven Pinker and psycholophasters in general); when in the UK, he goes to literary festivals; he drinks red wine with steak (never white); he used to believe that fat was harmful and has now completely reversed; he takes statins because his doctor told him to do so; he fails to understand ergodicity and when explained to him, he forgets about it soon later; he doesn’t use Yiddish words even when talking business; he studies grammar before speaking a language; he has a cousin who worked with someone who knows the Queen; he has never read Frederic Dard, Libanius Antiochus, Michael Oakeshot, John Gray, Amianus Marcellinus, Ibn Battuta, Saadiah Gaon, or Joseph De Maistre; he has never gotten drunk with Russians; he never drank to the point when one starts breaking glasses (or, preferably, chairs); he doesn’t know the difference between Hecate and Hecuba; he doesn’t know that there is no difference between “pseudointellectual” and “intellectual” in the absence of skin in the game; has mentioned quantum mechanics at least twice in the past five years in conversations that had nothing to do with physics.

He knows at any point in time what his words or actions are doing to his reputation.

But a much easier marker: he doesn’t deadlift.

Sunday 4 August 2013

On Walking - Advice for a Fifteen Year Old

  
By Girish Menon


Only the other day at the Bedford cricket festival, Om, our fifteen year old cricket playing son, asked me for advice on what he should do if he nicked the ball and the umpire failed to detect it. Apparently, another player whose father had told him to walk had failed to do so and was afraid of the consequences if his father became aware of this code violation. At the time I told Om that it was his decision and I did not have any clear position in this matter. Hence this piece aims to provide Om with the various nuances involved in this matter. Unfortunately it may not act as a commandment, 'Thou shall always walk', but it may enable him to appreciate the diverse viewpoints on this matter.

In some quarters, particularly English, the act of playing cricket, like doing ethical business, has connotations with a moral code of behaviour. Every time a batsman, the most recent being Broad, fails to walk the moralists create a crescendo of condemnation and ridicule. In my opinion this morality is as fake as Niall Ferguson's claims on 'benevolent and enlightened imperialism'. Historically, the game of cricket has been played by scoundrels and saints alike and cheating at cricket has been rife since the time of the first batting superstar W G Grace.
Another theory suggests that the moral code for cricket was invented after World War II by English amateurs to differentiate them from the professionals who played the game for a living. This period also featured different dressing rooms for amateurs and professionals, there may also have been a third dressing room for coloured players. One could therefore surmise that 'walking' was a code of behaviour for white upper class amateurs who played the game for pleasure and did not have to bother about their livelihood.

This then raises the question should a professional cricketer walk?

Honore de Balzac once wrote, 'Behind every great fortune there is a crime'. Though I am not familiar of the context in which Balzac penned these words, I assume that he may have referred to the great wealth accumulated by the businessmen of his times. As a student and a teacher of economics I am of the conviction that at some stage in their evolution even the most ethical of businesses and governments may have done things that was not considered 'cricket'. The British during the empire building period was not ethical nor have been the Ambanis or Richard Branson.

So if I am the professional batsman, with no other tradable skill in a market economy with no welfare protection, travelling in a last chance saloon provided by a whimsical selection committee what would I do? I would definitely not walk, I'd think it was a divine intervention and try to play a career saving knock.

As you will see I am a sceptic whenever any government or business claims that it is always ethical just as much as the claims of walking by a Gilchrist or a Cowdrey.

I am more sympathetic to the Australian position that it is the umpire's job to decide if a batsman is out. Since dissent against umpiring decisions is not tolerated and there is no DRS at the lower echelons of cricket it does not make sense to walk at all. As for the old chestnut, 'It evens out in the end',  trotted out by wizened greats of the game I'd like to counter with an ancient Roman story about drowned worshippers narrated by NN Taleb in his book The Black Swan.

One Diagoras, a non believer in the gods, was shown painted tablets bearing the portraits of some worshippers who prayed, then survived a subsequent ship wreck. The implication was that praying protects you from drowning. Diagoras asked, 'Where were the pictures of those who prayed, then drowned?"

In a similar vein I wish to ask, 'Where are the batters who walked and found themselves out of the team?' The problem with the quote, 'It evens out in the end' is that it is used only by batters who survived. The views of those batters with good skills but who were not blessed with good fortune is ignored by this 'half-truth'.

So, Om, to help you make up your mind I think Kipling's IF says it best:

If you can trust yourself when all men doubt you

If you can meet with Triumph and Disaster
And treat those two impostors just the same

If you can make one heap of all your winnings
And risk it on one turn of pitch and toss
And lose, and start again at your beginnings

Then, you may WALK, my son! WALK!


There is another advantage, if you can create in the public eye an 'image' of an honest and upright cricketer. Unlike ordinary mortals, you will find it easier, in your post cricket life, to garner support as a politician or as an entrepreneur. The gullible public, who make decisions based on media created images, will cling to your past image as an honest cricketer and will back you with their votes and money. Then what you do with it is really up to you. Just watch Imran Khan and his crusade for religion and morality!

The writer plays for CamKerala CC in the Cambs league.

Monday 12 November 2012

Management theory was hijacked in the 80s. We're still suffering the fallout.



Financial trading
'Managers abandoned their previous policy of retaining and reinvesting profits in favour of large dividend and share buyback payouts to shareholders.' Photograph: David Karp/AP
This week the City has been congratulating itself on 20 years of UK corporate governance codes. Since the original Cadbury document in 1992, the UK has basked in its role as governance leader, with 70 other countries having followed its example and adopted similar guidelines.
There's just one problem: is it the right kind of governance? The day the FT carried the story, Incomes Data Services reported that FTSE 100 boardroom pay went up by a median 10% last year, a soaraway trend that the best code in the world has complacently overseen. Nor could it prevent the RBS meltdown, Libor or PPI mis-selling to the tune of £12bn, the biggest rip-off in financial history. It didn't stop phone-hacking or BP taking short cuts. It has sanctioned wholesale offloading of risk, whether individual (pensions, careers) or collective (global and financial warming) on to society, while rejecting any responsibility of its own except to shareholders.
So jerry-built is the corporate economy erected on the scaffolding of the City codes that it can no longer deliver even the material progress by which it justifies its privileges: even with a return to growth, living standards for lower and middle earners may be no higher in 2020 than in 2000, according to the Resolution Foundation. The truth is that UK corporate governance has neither headed off major scandal nor nurtured effective long-term management. In fact the opposite is true.
The irony is that we know what makes companies prosper in the long term. They manage themselves as whole systems, look after their people, use targets and incentives with extreme caution, keep pay differentials narrow (we really are in this together) and treat profits as the score rather than the game. And it's a given that in the long term companies can't thrive unless they have society's interests at heart along with their own.
So why do so many boards and managers, supported by politicians, systematically do the opposite – run companies as top-down dictatorships, pursue growth by merger, destroy teamwork with runaway incentives, attack employment rights and conditions, outsource customer service, treat their stakeholders as resources to be exploited, and refuse wider responsibilities to society?
The answer is that management in the 1980s was subject to an ideological hijack by Chicago economics that put at the heart of governance a reductive "economic man" view of human nature needing to be bribed or whipped to do their exclusive job of maximising shareholder returns. Embedded in the codes, these assumptions now have the status of unchallenged truths.
The consequences of the hijack have been momentous. The first was to align managers' interests not with their own organisations but with financial outsiders – shareholders. That triggered a senior management pay explosion that continues to this day. The second was that managers abandoned their previous policy of retaining and reinvesting profits in favour of large dividend and share buyback payouts to shareholders.
Ironically, the effect of this stealth revolution was to undercut the foundations of the very shareholder value under whose flag the activists had ridden into battle. Along with corporate welfare and customer service, among the functions squeezed in the shareholder bonanza was research and development. Innovation has stalled since the 1980s, prompting some economists to query whether the era of growth itself is over.
But it's not economics, it's management, stupid. Unsurprisingly, downtrodden and outsourced workers, mis-sold-to customers, exploited suppliers and underpowered innovation cancelled out any gains from ever more ingenious financial engineering – leaving shareholders less well off in the shareholder-value-era since 1980 than in previous decades. The great crash of 2008 stripped away any remaining doubt: the economic progress of the last 30 years was a mirage. As Nassim Nicholas Taleb put it in The Black Swan, the profits were illusory, "simply borrowed against destiny with some random payment time."
Over the last decades, misconceived ideologically based governance has recreated management as a new imperium in which shareholders and managers rule and the real world dances to finance's tune. A worthier anniversary to celebrate is the death seven years ago this month, on 11 November, of Peter Drucker, one of the architects of pre-code management, which he insisted was a "liberal art". Austrian by birth, Drucker was a cultured humanist one of whose distinctions was having his books burned by the Nazis. In The Practice of Management in 1954 he wrote: "Free enterprise cannot be justified as being good for business. It can be justified only as being good for society".

Sunday 12 February 2012

The mathematical equation that caused the banks to crash

 Ian Stewart in The Observer 21-02-12

It was the holy grail of investors. The Black-Scholes equation, brainchild of economists Fischer Black and Myron Scholes, provided a rational way to price a financial contract when it still had time to run. It was like buying or selling a bet on a horse, halfway through the race. It opened up a new world of ever more complex investments, blossoming into a gigantic global industry. But when the sub-prime mortgage market turned sour, the darling of the financial markets became the Black Hole equation, sucking money out of the universe in an unending stream.

Anyone who has followed the crisis will understand that the real economy of businesses and commodities is being upstaged by complicated financial instruments known as derivatives. These are not money or goods. They are investments in investments, bets about bets. Derivatives created a booming global economy, but they also led to turbulent markets, the credit crunch, the near collapse of the banking system and the economic slump. And it was the Black-Scholes equation that opened up the world of derivatives.

The equation itself wasn't the real problem. It was useful, it was precise, and its limitations were clearly stated. It provided an industry-standard method to assess the likely value of a financial derivative. So derivatives could be traded before they matured. The formula was fine if you used it sensibly and abandoned it when market conditions weren't appropriate. The trouble was its potential for abuse. It allowed derivatives to become commodities that could be traded in their own right. The financial sector called it the Midas Formula and saw it as a recipe for making everything turn to gold. But the markets forgot how the story of King Midas ended.

Black-Scholes underpinned massive economic growth. By 2007, the international financial system was trading derivatives valued at one quadrillion dollars per year. This is 10 times the total worth, adjusted for inflation, of all products made by the world's manufacturing industries over the last century. The downside was the invention of ever-more complex financial instruments whose value and risk were increasingly opaque. So companies hired mathematically talented analysts to develop similar formulas, telling them how much those new instruments were worth and how risky they were. Then, disastrously, they forgot to ask how reliable the answers would be if market conditions changed.

Black and Scholes invented their equation in 1973; Robert Merton supplied extra justification soon after. It applies to the simplest and oldest derivatives: options. There are two main kinds. A put option gives its buyer the right to sell a commodity at a specified time for an agreed price. A call option is similar, but it confers the right to buy instead of sell. The equation provides a systematic way to calculate the value of an option before it matures. Then the option can be sold at any time. The equation was so effective that it won Merton and Scholes the 1997 Nobel prize in economics. (Black had died by then, so he was ineligible.)

If everyone knows the correct value of a derivative and they all agree, how can anyone make money? The formula requires the user to estimate several numerical quantities. But the main way to make money on derivatives is to win your bet – to buy a derivative that can later be sold at a higher price, or matures with a higher value than predicted. The winners get their profit from the losers. In any given year, between 75% and 90% of all options traders lose money. The world's banks lost hundreds of billions when the sub-prime mortgage bubble burst. In the ensuing panic, taxpayers were forced to pick up the bill, but that was politics, not mathematical economics.

The Black-Scholes equation relates the recommended price of the option to four other quantities. Three can be measured directly: time, the price of the asset upon which the option is secured and the risk-free interest rate. This is the theoretical interest that could be earned by an investment with zero risk, such as government bonds. The fourth quantity is the volatility of the asset. This is a measure of how erratically its market value changes. The equation assumes that the asset's volatility remains the same for the lifetime of the option, which need not be correct. Volatility can be estimated by statistical analysis of price movements but it can't be measured in a precise, foolproof way, and estimates may not match reality.

The idea behind many financial models goes back to Louis Bachelier in 1900, who suggested that fluctuations of the stock market can be modelled by a random process known as Brownian motion. At each instant, the price of a stock either increases or decreases, and the model assumes fixed probabilities for these events. They may be equally likely, or one may be more probable than the other. It's like someone standing on a street and repeatedly tossing a coin to decide whether to move a small step forwards or backwards, so they zigzag back and forth erratically. Their position corresponds to the price of the stock, moving up or down at random. The most important statistical features of Brownian motion are its mean and its standard deviation. The mean is the short-term average price, which typically drifts in a specific direction, up or down depending on where the market thinks the stock is going. The standard deviation can be thought of as the average amount by which the price differs from the mean, calculated using a standard statistical formula. For stock prices this is called volatility, and it measures how erratically the price fluctuates. On a graph of price against time, volatility corresponds to how jagged the zigzag movements look.

Black-Scholes implements Bachelier's vision. It does not give the value of the option (the price at which it should be sold or bought) directly. It is what mathematicians call a partial differential equation, expressing the rate of change of the price in terms of the rates at which various other quantities are changing. Fortunately, the equation can be solved to provide a specific formula for the value of a put option, with a similar formula for call options.

The early success of Black-Scholes encouraged the financial sector to develop a host of related equations aimed at different financial instruments. Conventional banks could use these equations to justify loans and trades and assess the likely profits, always keeping an eye open for potential trouble. But less conventional businesses weren't so cautious. Soon, the banks followed them into increasingly speculative ventures.

Any mathematical model of reality relies on simplifications and assumptions. The Black-Scholes equation was based on arbitrage pricing theory, in which both drift and volatility are constant. This assumption is common in financial theory, but it is often false for real markets. The equation also assumes that there are no transaction costs, no limits on short-selling and that money can always be lent and borrowed at a known, fixed, risk-free interest rate. Again, reality is often very different.
When these assumptions are valid, risk is usually low, because large stock market fluctuations should be extremely rare. But on 19 October 1987, Black Monday, the world's stock markets lost more than 20% of their value within a few hours. An event this extreme is virtually impossible under the model's assumptions. In his bestseller The Black Swan, Nassim Nicholas Taleb, an expert in mathematical finance, calls extreme events of this kind black swans. In ancient times, all known swans were white and "black swan" was widely used in the same way we now refer to a flying pig. But in 1697, the Dutch explorer Willem de Vlamingh found masses of black swans on what became known as the Swan River in Australia. So the phrase now refers to an assumption that appears to be grounded in fact, but might at any moment turn out to be wildly mistaken.

Large fluctuations in the stock market are far more common than Brownian motion predicts. The reason is unrealistic assumptions – ignoring potential black swans. But usually the model performed very well, so as time passed and confidence grew, many bankers and traders forgot the model had limitations. They used the equation as a kind of talisman, a bit of mathematical magic to protect them against criticism if anything went wrong.

Banks, hedge funds, and other speculators were soon trading complicated derivatives such as credit default swaps – likened to insuring your neighbour's house against fire – in eye-watering quantities. They were priced and considered to be assets in their own right. That meant they could be used as security for other purchases. As everything got more complicated, the models used to assess value and risk deviated ever further from reality. Somewhere underneath it all was real property, and the markets assumed that property values would keep rising for ever, making these investments risk-free.
The Black-Scholes equation has its roots in mathematical physics, where quantities are infinitely divisible, time flows continuously and variables change smoothly. Such models may not be appropriate to the world of finance. Traditional mathematical economics doesn't always match reality, either, and when it fails, it fails badly. Physicists, mathematicians and economists are therefore looking for better models.

At the forefront of these efforts is complexity science, a new branch of mathematics that models the market as a collection of individuals interacting according to specified rules. These models reveal the damaging effects of the herd instinct: market traders copy other market traders. Virtually every financial crisis in the last century has been pushed over the edge by the herd instinct. It makes everything go belly-up at the same time. If engineers took that attitude, and one bridge in the world fell down, so would all the others.

By studying ecological systems, it can be shown that instability is common in economic models, mainly because of the poor design of the financial system. The facility to transfer billions at the click of a mouse may allow ever-quicker profits, but it also makes shocks propagate faster.

Was an equation to blame for the financial crash, then? Yes and no. Black-Scholes may have contributed to the crash, but only because it was abused. In any case, the equation was just one ingredient in a rich stew of financial irresponsibility, political ineptitude, perverse incentives and lax regulation.

Despite its supposed expertise, the financial sector performs no better than random guesswork. The stock market has spent 20 years going nowhere. The system is too complex to be run on error-strewn hunches and gut feelings, but current mathematical models don't represent reality adequately. The entire system is poorly understood and dangerously unstable. The world economy desperately needs a radical overhaul and that requires more mathematics, not less. It may be rocket science, but magic it's not.
Ian Stewart is emeritus professor of mathematics at the University of Warwick.

Monday 2 June 2008

Nassim Nicholas Taleb: the prophet of boom and doom

 


A noisy cafe in Newport Beach, California. Nassim Nicholas Taleb is eating three successive salads, carefully picking out anything with a high carbohydrate content.

He is telling me how to live. "The only way you can say 'F*** you' to fate is by saying it's not going to affect how I live. So if somebody puts you to death, make sure you shave."

After lunch he takes me to Circuit City to buy two Olympus voice recorders, one for me and one for him. The one for him is to record his lectures – he charges about $60,000 for speaking engagements, so the $100 recorder is probably worth it. The one for me is because the day before he had drowned my Olympus with earl grey tea and, as he keeps saying, "I owe you." It didn't matter because I always use two recorders and, anyway, I had bought a replacement the next morning.

But it's important and it's not, strictly speaking, a cost to him. Every year he puts a few thousand dollars aside for contingencies – parking tickets, tea spills – and at the end of the year he gives what's left to charity. The money is gone from day one, so unexpected losses cause no pain. Now I have three Olympus recorders.

He spilt the tea – bear with me; this is important – while grabbing at his BlackBerry. He was agitated, reading every incoming e-mail, because the Indian consulate in New York had held on to his passport and he needed it to fly to Bermuda. People were being mobilised in New York and, for some reason, France, to get the passport.

The important thing is this: the lost passport and the spilt tea were black swans, bad birds that are always lurking, just out of sight, to catch you unawares and wreck your plans. Sometimes, however, they are good birds. The recorders cost $20 less than the marked price owing to a labelling screw-up at Circuit City. Stuff happens. The world is random, intrinsically unknowable. "You will never," he says, "be able to control randomness."

To explain: black swans were discovered in Australia. Before that, any reasonable person could assume the all-swans-are-white theory was unassailable. But the sight of just one black swan detonated that theory. Every theory we have about the human world and about the future is vulnerable to the black swan, the unexpected event. We sail in fragile vessels across a raging sea of uncertainty.

"The world we live in is vastly different from the world we think we live in."

Last May, Taleb published The Black Swan: The Impact of the Highly Improbable. It said, among many other things, that most economists, and almost all bankers, are subhuman and very, very dangerous. They live in a fantasy world in which the future can be controlled by sophisticated mathematical models and elaborate risk-management systems. Bankers and economists scorned and raged at Taleb. He didn't understand, they said. A few months later, the full global implications of the sub-prime-driven credit crunch became clear. The world banking system still teeters on the edge of meltdown. Taleb had been vindicated. "It was my greatest vindication. But to me that wasn't a black swan; it was a white swan. I knew it would happen and I said so. It was a black swan to Ben Bernanke [the chairman of the Federal Reserve]. I wouldn't use him to drive my car. These guys are dangerous. They're not qualified in their own field."

In December he lectured bankers at Société Générale, France's second biggest bank. He told them they were sitting on a mountain of risks – a menagerie of black swans. They didn't believe him. Six weeks later the rogue trader and black swan Jérôme Kerviel landed them with $7.2 billion of losses.
As a result, Taleb is now the hottest thinker in the world. He has a $4m advance on his next book. He gives about 30 presentations a year to bankers, economists, traders, even to Nasa, the US Fire Administration and the Department of Homeland Security. But he doesn't tell them what to do – he doesn't know. He just tells them how the world is. "I'm not a guru. I'm just describing a problem and saying, 'You deal with it.'"

Getting to know Taleb is a highly immersive experience. Everything matters. "Why are you not dressed Californian?" he asks at our first meeting. Everything in Newport Beach is very Californian. I'm wearing a jacket: it's cold. He's wearing shorts and a polo shirt. Clothes matter; they send signals. He warns against trusting anybody who wears a tie – "You have to ask, 'Why is he wearing a tie?'"
He has rules. In California he hires bikes, not cars. He doesn't usually carry his BlackBerry because he hates distraction and he really hates phone charges. But he does carry an Apple laptop everywhere and constantly uses it to illustrate complex points and seek out references. He says he answers every e-mail. He is sent thousands. He reads for 60 hours a week, but almost never a newspaper, and he never watches television.

"If something is going on, I hear about it. I like to talk to people, I socialise. Television is a waste of time. Human contact is what matters."

But the biggest rule of all is his eccentric and punishing diet and exercise programme. He's been on it for three months and he's lost 20lb. He's following the thinking of Arthur De Vany, an economist – of the acceptable type – turned fitness guru. The theory is that we eat and exercise according to our evolved natures. Early man did not eat carbs, so they're out. He did not exercise regularly and he did not suffer long-term stress by having an annoying boss. Exercise must be irregular and ferocious – Taleb often does four hours in the gym or 360 press-ups and then nothing for 10 days. Jogging is useless; sprinting is good. He likes to knacker himself completely before a long flight. Stress should also be irregular and ferocious – early men did not have bad bosses, but they did occasionally run into lions.

He's always hungry. At both lunches he orders three salads, which he makes me share. Our conversation swings from high philosophy and low economics back to dietary matters like mangoes – bad – and apples – good as long as they are of an old variety. New ones are bred for sugar content. His regime works. He looks great – springy and fit. He shows me an old identity card. He is fat and middle-aged in the photo. He looks 10 years younger than that. "Look at me! That photo was taken seven years ago. No carbs!"

This is risk management – facing up to those aspects of randomness about which something can be done. Some years ago he narrowly survived throat cancer. The change in his voice was at first misdiagnosed as damaged vocal cords from his time on the trading floor. It can recur. Also he has a high familial risk of diabetes. He is convinced the diet of civilisation – full of carbs and sugar – is the problem. The grand doctors who once announced that complex carbohydrates are good for you are, to him, criminals responsible for thousands of deaths.

So, you are wondering, who is this guy? He was born in 1960 in Lebanon, though he casts doubt on both these "facts". The year is "close enough" – he doesn't like to give out his birth date because of identity theft and he doesn't believe in national character. He has, however, a regional identity; he calls himself a Levantine, a member of the indecipherably complex eastern Mediterranean civilisation. "My body and soul are Mediterranean."

Both maternal and paternal antecedents are grand, privileged and politically prominent. They are also Christian – Greek Orthodox. Startlingly, this great sceptic, this non-guru who believes in nothing, is still a practising Christian. He regards with some contempt the militant atheism movement led by Richard Dawkins.

"Scientists don't know what they are talking about when they talk about religion. Religion has nothing to do with belief, and I don't believe it has any negative impact on people's lives outside of intolerance. Why do I go to church? It's like asking, why did you marry that woman? You make up reasons, but it's probably just smell. I love the smell of candles. It's an aesthetic thing."

Take away religion, he says, and people start believing in nationalism, which has killed far more people. Religion is also a good way of handling uncertainty. It lowers blood pressure. He's convinced that religious people take fewer financial risks.

He was educated at a French school. Three traditions formed him: Greek Orthodox, French Catholic and Arab. They also taught him to disbelieve conventional wisdom. Each tradition had a different history of the crusades, utterly different. This led him to disbelieve historians almost as much as he does bankers.

But, crucially, he also learnt from a very early age that grown-ups have a dodgy grasp of probability. It was in the midst of the Lebanese civil war and, hiding from the guns and bombs, he heard adults repeatedly say the war would soon be over. It lasted 15 years. He became obsessed with probability and, after a degree in management from the Wharton business school at Pennsylvania University, he focused on probability for his PhD at the University of Paris.

For the non-mathematician, probability is an indecipherably complex field. But Taleb makes it easy by proving all the mathematics wrong. Let me introduce you to Brooklyn-born Fat Tony and academically inclined Dr John, two of Taleb's creations. You toss a coin 40 times and it comes up heads every time. What is the chance of it coming up heads the 41st time? Dr John gives the answer drummed into the heads of every statistic student: 50/50. Fat Tony shakes his head and says the chances are no more than 1%. "You are either full of crap," he says, "or a pure sucker to buy that 50% business. The coin gotta be loaded."

The chances of a coin coming up heads 41 times are so small as to be effectively impossible in this universe. It is far, far more likely that somebody is cheating. Fat Tony wins. Dr John is the sucker. And the one thing that drives Taleb more than anything else is the determination not to be a sucker. Dr John is the economist or banker who thinks he can manage risk through mathematics. Fat Tony relies only on what happens in the real world.

In 1985, Taleb discovered how he could play Fat Tony in the markets. France, Germany, Japan, Britain and America signed an agreement to push down the value of the dollar. Taleb was working as an options trader at a French bank. He held options that had cost him almost nothing and that bet on the dollar's decline. Suddenly they were worth a fortune. He became obsessed with buying "out of the money" options. He had realised that when markets rise they tend to rise by small amounts, but when they fall – usually hit by a black swan – they fall a long way.

The big payoff came on October 19, 1987 – Black Monday. It was the biggest market drop in modern history. "That had vastly more influence on my thought than any other event in history."

It was a huge black swan – nobody had expected it, not even Taleb. But the point was, he was ready. He was sitting on a pile of out-of-the-money eurodollar options. So, while others were considering suicide, Taleb was sitting on profits of $35m to $40m. He had what he calls his "f***-off money", money that would allow him to walk away from any job and support him in his long-term desire to be a writer and philosopher.

He stayed on Wall Street until he got bored and moved to Chicago to become a trader in the pit, the open-outcry market run by the world's most sceptical people, all Fat Tonys. This he understood.
His first book, Dynamic Hedging: Managing Vanilla and Exotic Options, came out in 1997. He was moving away from being a pure trader, or "quant" – a quantitative analyst who applies sophisticated maths to investments – to being the philosopher he wanted to be. He was using the vast data pool provided by the markets and combining it with a sophisticated grasp of epistemology, the study of how and what we know, to form a synthesis unique in the modern world.

In the midst of this came his purest vindication prior to sub-prime. Long-Term Capital Management was a hedge fund set up in 1994 by, among others, Myron Scholes and Robert C Merton, joint winners of the 1997 Nobel prize in economics. It had the grandest of all possible credentials and used the most sophisticated academic theories of portfolio management. It went bust in 1998 and, because it had positions worth $1.25 trillion outstanding, it almost took the financial system down with it. Modern portfolio theory had not accounted for the black swan, the Russian financial crisis of that year. Taleb regards the Nobel prize in economics as a disgrace, a laughable endorsement of the worst kind of Dr John economics. Fat Tony should get the Nobel, but he's too smart. "People say to me, 'If economists are so incompetent, why do people listen to them?' I say, 'They don't listen, they're just teaching birds how to fly.' "

Taleb created his own hedge fund, Empirica, designed to help other hedge funds hedge their risks by using a refined form of his options wins – running small losses in quiet times and winning big in turbulent markets. It did okay but, after a good first year, performed poorly when the market went though a quiet spell. He's still involved in the markets, but mainly as a hobby – "like chess".

Finally, with two books – Fooled by Randomness: The Hidden Role of Chance in the Markets and in Life, and The Black Swan – and a stream of academic papers, he turned himself into one of the giants of modern thought. They're still trying to tear him down, of course; last year The American Statistician journal devoted a whole issue to attacking The Black Swan. But I wouldn't bother. A bad but rather ignorant review in The New York Times resulted in such a savage rebuttal from Taleb on his website, www.fooledbyrandomness.com, that reviewers across the US pulled out in fear of his wrath. He knows his stuff and he keeps being right.

And what he knows does not sound good. The sub-prime crisis is not over and could get worse. Even if the US economy survives this one, it will remain a mountain of risk and delusion. "America is the greatest financial risk you can think of."

Its primary problem is that both banks and government are staffed by academic economists running their deluded models. Britain and Europe have better prospects because our economists tend to be more pragmatic, adapting to conditions rather than following models. But still we are dependent on American folly.

The central point is that we have created a world we don't understand. There's a place he calls Mediocristan. This was where early humans lived. Most events happened within a narrow range of probabilities – within the bell-curve distribution still taught to statistics students. But we don't live there any more. We live in Extremistan, where black swans proliferate, winners tend to take all and the rest get nothing – there's Bill Gates, Steve Jobs and a lot of software writers living in a garage, there's Domingo and a thousand opera singers working in Starbucks. Our systems are complex but over-efficient. They have no redundancy, so a black swan strikes everybody at once. The banking system is the worst of all.

"Complex systems don't allow for slack and everybody protects that system. The banking system doesn't have that slack. In a normal ecology, banks go bankrupt every day. But in a complex system there is a tendency to cluster around powerful units. Every bank becomes the same bank so they can all go bust together."

He points out, chillingly, that banks make money from two sources. They take interest on our current accounts and charge us for services. This is easy, safe money. But they also take risks, big risks, with the whole panoply of loans, mortgages, derivatives and any other weird scam they can dream up. "Banks have never made a penny out of this, not a penny. They do well for a while and then lose it all in a big crash."

On top of that, Taleb has shown that increased economic concentration has raised our vulnerability to natural disasters. The Kobe earthquake of 1995 cost a lot more than the Tokyo earthquake of 1923. And there are countless other ways in which we have built a world ruled by black swans – some good but mostly bad. So what do we do as individuals and the world? In the case of the world, Taleb doesn't know. He doesn't make predictions, he insults people paid to do so by telling them to get another job. All forecasts about the oil price, for example, are always wrong, though people keep doing it. But he knows how the world will end.

"Governments and policy makers don't understand the world in which we live, so if somebody is going to destroy the world, it is the Bank of England saving Northern Rock. The biggest danger to human society comes from civil servants in an environment like this. In their attempt to control the ecology, they don't understand that the link between action and consequences can be more vicious. Civil servants say they need to make forecasts, but it's totally irresponsible to make people rely on you without telling them you're incompetent."

Bear Stearns – the US Northern Rock – was another vindication for Taleb. He's always said that whatever deal you do, you always end up dealing with J P Morgan. It was JPM that picked up Bear at a bargain-basement price. Banks should be more like New York restaurants. They come and go but the restaurant business as a whole survives and thrives and the food gets better. Banks fail but bankers still get millions in bonuses for applying their useless models. Restaurants tinker, they work by trial and error and watch real results in the real world. Taleb believes in tinkering – it was to be the title of his next book. Trial and error will save us from ourselves because they capture benign black swans. Look at the three big inventions of our time: lasers, computers and the internet. They were all produced by tinkering and none of them ended up doing what their inventors intended them to do. All were black swans. The big hope for the world is that, as we tinker, we have a capacity for choosing the best outcomes.

"We have the ability to identify our mistakes eventually better than average; that's what saves us." We choose the iPod over the Walkman. Medicine improved exponentially when the tinkering barber surgeons took over from the high theorists. They just went with what worked, irrespective of why it worked. Our sense of the good tinker is not infallible, but it might be just enough to turn away from the apocalypse that now threatens Extremistan.

He also wants to see diplomats dying of cirrhosis of the liver. It means they're talking and drinking and not going to war. Parties are among the great good things in Taleb's world.

And you and me? Well, the good investment strategy is to put 90% of your money in the safest possible government securities and the remaining 10% in a large number of high-risk ventures. This insulates you from bad black swans and exposes you to the possibility of good ones. Your smallest investment could go "convex" – explode – and make you rich. High-tech companies are the best. The downside risk is low if you get in at the start and the upside very high. Banks are the worst – all the risk is downside. Don't be tempted to play the stock market – "If people knew the risks they'd never invest."

There's much more to Taleb's view of the world than that. He is reluctant to talk about matters of human nature, ethics or any of the traditional concerns of philosophy because he says he hasn't read enough. But, when pressed, he comes alive.

"You have to worry about things you can do something about. I worry about people not being there and I want to make them aware." We should be mistrustful of knowledge. It is bad for us. Give a bookie 10 pieces of information about a race and he'll pick his horses. Give him 50 and his picks will be no better, but he will, fatally, be more confident.

We should be ecologically conservative – global warming may or may not be happening but why pollute the planet? – and probablistically conservative. The latter, however, has its limits. Nobody, not even Taleb, can live the sceptical life all the time – "It's an art, it's hard work." So he doesn't worry about crossing the road and doesn't lock his front door – "I can't start getting paranoid about that stuff." His wife locks it, however.

He believes in aristocratic – though not, he insists, elitist – values: elegance of manner and mind, grace under pressure, which is why you must shave before being executed. He believes in the Mediterranean way of talking and listening. One piece of advice he gives everybody is: go to lots of parties and listen, you might learn something by exposing yourself to black swans.

I ask him what he thinks are the primary human virtues, and eventually he comes up with magnanimity – punish your enemies but don't bear grudges; compassion – fairness always trumps efficiency; courage – very few people have this; and tenacity – tinker until it works for you.

"Let's be human the way we are human. Homo sum – I am a man. Don't accept any Olympian view of man and you will do better in society."

Above all, accept randomness. Accept that the world is opaque, majestically unknown and unknowable. From its depths emerge the black swans that can destroy us or make us free. Right now they're killing us, so remember to shave. But we can tinker our way out of it. It's what we do best. Listen to Taleb, an ancient figure, one of the great Mediterranean minds, when he says: "You find peace by coming to terms with what you don't know." Oh, and watch those carbs

Taleb's top life tips

1 Scepticism is effortful and costly. It is better to be sceptical about matters of large consequences, and be imperfect, foolish and human in the small and the aesthetic.

2 Go to parties. You can't even start to know what you may find on the envelope of serendipity. If you suffer from agoraphobia, send colleagues.

3 It's not a good idea to take a forecast from someone wearing a tie. If possible, tease people who take themselves and their knowledge too seriously.

4 Wear your best for your execution and stand dignified. Your last recourse against randomness is how you act — if you can't control outcomes, you can control the elegance of your behaviour. You will always have the last word.

5 Don't disturb complicated systems that have been around for a very long time. We don't understand their logic. Don't pollute the planet. Leave it the way we found it, regardless of scientific 'evidence'.

6 Learn to fail with pride — and do so fast and cleanly. Maximise trial and error — by mastering the error part.

7 Avoid losers. If you hear someone use the words 'impossible', 'never', 'too difficult' too often, drop him or her from your social network. Never take 'no' for an answer (conversely, take most 'yeses' as 'most probably').

8 Don't read newspapers for the news (just for the gossip and, of course, profiles of authors). The best filter to know if the news matters is if you hear it in cafes, restaurants... or (again) parties.

9 Hard work will get you a professorship or a BMW. You need both work and luck for a Booker, a Nobel or a private jet.

10 Answer e-mails from junior people before more senior ones. Junior people have further to go and tend to remember who slighted them.







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