domingo, 27 de julho de 2008

Neguinho tá exagerando?




Quando comecei a estudar a economia eu simplesmente parei de me importar com as hipóteses tomadas para construção dos modelos levando em consideração a justificativa de que a generalização e simplificação era para tornar tudo mais didático. Para conseguirmos "ver" alguns fenômenos. Porém, com o tempo, comecei a achar algumas coisas muito forçadas, do tipo:

Mais é preferível a menos (desde que o bem não seja um mal).

O objetivo da empresa é maximizar lucros.

Principalmente quando comecei a saber de alguns paradoxos que mostravam quão fracas eram tais hipóteses (paradoxo de Allais, por exemplo).

Essa assunção de que os agentes econômicos nem sempre tomam decisões racionais, a meu ver, era a abertura do campo para a Economia Comportamental, sempre querendo esfregar na cara dos economistas mais ortodoxos onde a teoria deles era furada.

Mas na média os velhos estavam certos, oras. Claro que sempre vai haver aquele maluco que serve de contra-exemplo para um teorema econômico neoclássico. O importante é que nos grandes números ela faz sentido. Por outro lado, essa quebra que os comportamentais propõem ajudam a tomarmos cada vez mais cuidado com o que assumimos.

Outro ponto a favor dos neoclássicos a meu ver parece com a argumentação dos monetaristas: não quero saber a forma como a política monetária inflencia a economia, o que acontece na caixa-preta das conexões econômicas, mas quero saber o resultado final. Tanto que os caras de Princeton criticam a nova Neuroeconomia desta forma: o que nos importa são as preferências reveladas.

Isso é bastante justo! Quem duvida que o aumento da renda impulsiona o consumo; que o preço mais alto faz a galera consumir menos (ok ok, estou retirando os bens de Giffen).

Me faz lembrar a Cibernética do Wiener, que inclusive ajudou a Neurociência. Important é que um estímulo que eu dou tem um resultado: se o resultado foi correto, minha assunção foi correta; senão, o feedback me obriga a rever meus conceitos. Tudo muito prático; digamos pragmático.

Essa coisa de ver por onde o sangue flui no cérebro para entender porque o louco quis receber menos do que mais, ou aquele imã na testa pra prever qual a resposta do apostador me parece satisfatório para um novo Dr. Pangloss.

Vejam o artigo da economist.

Neuroeconomics

Do economists need brains?
Jul 24th 2008 NEW YORK
From The Economist print edition
http://www.economist.com/finance/displayStory.cfm?source=hptextfeature&story_id=11785391

A new school of economists is controversially turning to neuroscience to improve the dismal science


FOR all the undoubted wit of their neuroscience-inspired concept album, “Heavy Mental”—songs include “Mind-Body Problem” and “All in a Nut”—The Amygdaloids are unlikely to loom large in the annals of rock and roll. Yet when the history of economics is finally written, Joseph LeDoux, the New York band’s singer-guitarist, may deserve at least a footnote. In 1996 Mr LeDoux, who by day is a professor of neuroscience at New York University, published a book, “The Emotional Brain: The Mysterious Underpinnings of Emotional Life”, that helped to inspire what is today one of the liveliest and most controversial areas of economic research: neuroeconomics.

In the late 1990s a generation of academic economists had their eyes opened by Mr LeDoux’s and other accounts of how studies of the brain using recently developed techniques such as magnetic resonance imaging (MRI) showed that different bits of the old grey matter are associated with different sorts of emotional and decision-making activity. The amygdalas are an example. Neuroscientists have shown that these almond-shaped clusters of neurons deep inside the medial temporal lobes play a key role in the formation of emotional responses such as fear.

These new neuroeconomists saw that it might be possible to move economics away from its simplified model of rational, self-interested, utility-maximising decision-making. Instead of hypothesising about Homo economicus, they could base their research on what actually goes on inside the head of Homo sapiens.

The dismal science had already been edging in that direction thanks to behavioural economics. Since the 1980s researchers in this branch of the discipline had used insights from psychology to develop more “realistic” models of individual decision-making, in which people often did things that were not in their best interests. But neuroeconomics had the potential, some believed, to go further and to embed economics in the chemical processes taking place in the brain.

Early successes for neuroeconomists came from using neuroscience to shed light on some of the apparent flaws in H. economicus noted by the behaviouralists. One much-cited example is the “ultimatum game”, in which one player proposes a division of a sum of money between himself and a second player. The other player must either accept or reject the offer. If he rejects it, neither gets a penny.

According to standard economic theory, as long as the first player offers the second any money at all, his proposal will be accepted, because the second player prefers something to nothing. In experiments, however, behavioural economists found that the second player often turned down low offers—perhaps, they suggested, to punish the first player for proposing an unfair split.

Neuroeconomists have tried to explain this seemingly irrational behaviour by using an “active MRI”. In MRIs used in medicine the patient simply lies still during the procedure; in active MRIs, participants are expected to answer economic questions while blood flows in the brain are scrutinised to see where activity is going on while decisions are made. They found that rejecting a low offer in the ultimatum game tended to be associated with high levels of activity in the dorsal stratium, a part of the brain that neuroscience suggests is involved in reward and punishment decisions, providing some support to the behavioural theories.

As well as the ultimatum game, neuroeconomists have focused on such issues as people’s reasons for trusting one another, apparently irrational risk-taking, the relative valuation of short- and long-term costs and benefits, altruistic or charitable behaviour, and addiction. Releases of dopamine, the brain’s pleasure chemical, may indicate economic utility or value, they say. There is also growing interest in new evidence from neuroscience that tentatively suggests that two conditions of the brain compete in decision-making: a cold, objective state and a hot, emotional state in which the ability to make sensible trade-offs disappears. The potential interactions between these two brain states are ideal subjects for economic modelling.

Already, neuroeconomics is giving many economists a dopamine rush. For example, Colin Camerer of the California Institute of Technology, a leading centre of research in neuroeconomics, believes that incorporating insights from neuroscience could transform economics, by providing a much better understanding of everything from people’s reactions to advertising to decisions to go on strike.

At the same time, Mr Camerer thinks economics has the potential to improve neuroscience, for instance by introducing neuroscientists to sophisticated game theory. “The neuroscientist’s idea of a game is rock, paper, scissors, which is zero-sum, whereas economists have focused on strategic games that produce gains through collaboration.” Herbert Gintis of the Sante Fe Institute has even higher hopes that breakthroughs in neuroscience will help bring about the integration of all the behavioural sciences—economics, psychology, anthropology, sociology, political science and biology relating to human and animal behaviour—around a common, brain-based model of how people take decisions.

Mindless criticism
However, not everyone is convinced. The fiercest attack on neuroeconomics, and indeed behavioural economics, has come from two economists at Princeton University, Faruk Gul and Wolfgang Pesendorfer. In an article in 2005, “The Case for Mindless Economics”, they argued that neuroscience could not transform economics because what goes on inside the brain is irrelevant to the discipline. What matters are the decisions people take—in the jargon, their “revealed preferences”—not the process by which they reach them. For the purposes of understanding how society copes with the consequences of those decisions, the assumption of rational utility-maximisation works just fine.

But today’s neuroeconomists are not the first dismal scientists to dream of peering inside the human brain. In 1881, a few years after William Jevons argued that the functioning of the brain’s black box would not be known, Francis Edgeworth proposed the creation of a “hedonimeter”, which would measure the utility that each individual gained from his decisions. “From moment to moment the hedonimeter varies; the delicate index now flickering with the flutter of the passions, now steadied by intellectual activity, low sunk whole hours in the neighbourhood of zero, or momentarily springing up towards infinity,” he wrote, poetically for an economist.

This is “equivalent to neuroeconomics’ brain scan,” notes David Colander, an economist at Middlebury College in Vermont, in an article last year in the Journal of Economic Perspectives, “Edgeworth’s Hedonimeter and the Quest to Measure Utility”. Later economists such as Irving Fisher, Frank Ramsey (who proposed a utility-measuring machine called a “psychogalvanometer”) and Friedrich von Hayek would discuss the role of the complex inner workings of the brain. Hayek cited early advances in neuroscience to explain why each individual has a unique perspective on the world.

The reason why economists in the late 19th century and much of the 20th put the rational utility-maximising individual at the heart of their models was not that they thought that economics should avoid looking into the brain, but because they lacked the technical means to do so, says Mr Colander. “Economics became a deductive science because we didn’t have the tools to gather information inductively. Now, better statistical tools and neuroscience are opening up the possibility that economics can become an abductive science that combines elements of deductive and inductive reasoning.”

The big question now is whether the tools of neuroscience will allow economics to fulfil Edgeworth’s vision—or, if that is too much to ask, at least to be grounded in the physical reality of the brain. Studies in the first decade of neuroeconomics relied heavily on active MRI scans. Economists’ initial excitement at being able to enliven their seminars with pictures of parts of the brain lighting up in response to different experiments (so much more interesting than the usual equations) has led to a recognition of the limits of MRIs. “Curiosity about neuroscience among economists has outstripped what we have to say, for now,” admits Mr Camerer.

A standard MRI identifies activity in too large a section of the brain to support much more than loose correlations. “Blood flow is an indirect measure of what goes on in the head, a blunt instrument,” concedes Kevin McCabe, a neuroeconomist at George Mason University. Increasingly, neuroscientists are looking for clearer answers by analysing individual neurons, which is possible only with invasive techniques—such as sticking a needle into the brain. For economists, this “involves risks that clearly outweigh the benefits,” admits Mr McCabe. Most invasive brain research is carried out on rats and monkeys which, though they have similar dopamine-based incentive systems, lack the decision-making sophistication of most humans.

One new technique being used by some neuroeconomists is transcranial magnetic stimulation, in which a coil held next to the head issues a low-level magnetic pulse that temporarily disrupts activity in a certain part of the brain, to see if that changes the subject’s preferences—for example, for a particular food and how much he is willing to pay for it. However, this tool, too, has only limited applicability, as it cannot get at the central temporal node of the brain where much basic reward activity takes place.

Still, Mr Camerer is confident that neuroeconomics will deliver its first big breakthroughs within five years. Likewise, Mr McCabe sees growing sophistication in neuroeconomic research. For the past four years, a group of leading neuroeconomists and neuroscientists has met to refine questions about the brain and economic behaviour. Researchers trained in both neuroscience and economics are entering the field. They are asking more sophisticated questions than the first generation “spots on brains” experiments, says Mr McCabe, such as “how these spots would change with different economic variables.” He expects that within a few years neuroeconomics will have uncovered enough about the interactions between what goes on in people’s brains and the outside world to start to shape the public-policy agenda—though it is too early to say how.

The success of neuroeconomics need not mean that behavioural economics will inevitably triumph over an economics based on rationality. Indeed, many behavioural economists are extremely pessimistic about the chances that brain studies will deliver any useful insights, points out Mr Camerer with regret.

However, Daniel Kahneman, a Princeton University psychologist who in 2002 won the Nobel prize in economics for his contribution to behavioural economics, is an enthusiastic supporter of the new field. “In many areas of economics, it will dominate, because it works,” says Mr Kahneman.

Even so, “we are nowhere near the demise of traditional neoclassical economics,” he argues. Instead, insights from brain studies may enable orthodox economists to develop a richer definition of rationality. “These traditional economists may be more impressed by brain evidence than evidence from psychology,” he says; “when you talk about biology either in an evolutionary or physical sense, you feel they have greater comfort levels than when you start to talk about psychology.”

In this respect, Mr Kahneman’s Princeton colleagues and neuroscience-bashers may be making a mistake in bundling behavioural economics—soft mind science—and neuroeconomics—hard biology—together. “It is far easier to argue for mindless economics than for brainless economics,” he says.

segunda-feira, 7 de julho de 2008

Gracias and good night

Colombia
Jul 3rd 2008From The Economist print edition
Despite his coup in freeing Ingrid Betancourt, Álvaro Uribe should not seek a third term
AFP

ONLY those blinded by ideology would deny that Álvaro Uribe has made Colombia a better place. By expanding the security forces and leading them tirelessly, Mr Uribe, who was first elected president in 2002, has imposed the authority of the democratic state across most of a previously lawless country. He persuaded thousands of right-wing paramilitaries to disarm, and has inflicted probably mortal blows on the FARC guerrillas. The latest of these was the dramatic liberation this week of the FARC’s most-prized hostages, including Ingrid Betancourt, a politician of Colombian and French nationality kidnapped six years ago, and three American defence contractors (see article). Murders have almost halved since 2002; kidnappings have fallen much more. A safer country is prospering economically, as confidence returns.

This record has won Mr Uribe his people’s gratitude (opinion polls give him an approval rating of 80%) and in 2006 a second term—after he persuaded Congress to lift a constitutional ban on consecutive presidential terms, and the courts to ratify the change. But now this second term is unexpectedly in question. On June 26th the Supreme Court found that a former legislator cast a deciding committee vote for the re-election amendment only after two ministers had promised government jobs to some of her supporters. The justices have asked the Constitutional Court to rule on the legality of the constitutional change and thus of the 2006 election.

Mr Uribe’s reaction was characteristically combative. He asked Congress to call a referendum on the legitimacy of his term. He claims that the courts are pursuing a political vendetta. He has a point: reprehensible though it is, patronage politics is routine in Colombia and much of the democratic world. To deduce that in this case it invalidates the election is disproportionate—as the Constitutional Court may well conclude.

But the president’s referendum idea is equally cock-eyed. He seems determined to battle the courts, rather than respect them. Worse, although he has denied this, the referendum suggests to many a step towards prolonging his rule beyond 2010. He has allowed supporters to gather signatures for a (separate) referendum to change the constitution again to allow him a third term. This would give him time to finish off the FARC and complete his rescue of Colombia, supporters say.

He deserves a full second term—but no more

Tempting though such a prospect might seem, a third term would be disastrous for Colombia. Mr Uribe is not without flaws. Worryingly, given his feud with the judiciary, judges nominated by him will form a majority in the Constitutional Court by next year. His shoot-from-the-hip manner has made him many enemies abroad, including in America’s Democratic Party. He may be welcoming John McCain to Colombia this week, but it is Barack Obama who is ahead in the opinion polls and the Democrats control Congress (where they are disgracefully blocking a trade agreement with Colombia mainly because of their distaste for Mr Uribe). A different Colombian president might also carry out the agrarian reform—settling people displaced by violence on land confiscated from warlords—that Colombia needs and Mr Uribe eschews.

Most importantly, Colombia’s transformation will remain fragile as long as it is the work of one man. To be complete, it needs to be institutionalised. There are several plausible successors who would maintain Mr Uribe’s security policies. Rather than a plebiscitarian strongman, in the mould of Venezuela’s Hugo Chávez or Peru’s Alberto Fujimori, Colombia needs strengthened democratic institutions. The greatest service Mr Uribe could do his country is to depart in 2010.