Tuesday, August 23, 2016

The economist: Big Idea #5 Nash Equilibrium

Big Idea #5
http://gregmankiw.blogspot.com/2016/08/big-idea-5.html


Prison breakthrough

The fifth of our series on seminal economic ideas looks at the Nash equilibrium

  • Timekeeper

JOHN NASH arrived at Princeton University in 1948 to start his PhD with a one-sentence recommendation: "He is a mathematical genius". He did not disappoint. Aged 19 and with just one undergraduate economics course to his name, in his first 14 months as a graduate he produced the work that would end up, in 1994, winning him a Nobel prize in economics for his contribution to game theory. 

On November 16th 1949, Nash sent a note barely longer than a page to the Proceedings of the National Academy of Sciences, in which he laid out the concept that has since become known as the "Nash equilibrium". This concept describes a stable outcome that results from people or institutions making rational choices based on what they think others will do. In a Nash equilibrium, no one is able to improve their own situation by changing strategy: each person is doing as well as they possibly can, even if that does not mean the optimal outcome for society. With a flourish of elegant mathematics, Nash showed that every "game" with a finite number of players, each with a finite number of options to choose from, would have at least one such equilibrium.

His insights expanded the scope of economics. In perfectly competitive markets, where there are no barriers to entry and everyone's products are identical, no individual buyer or seller can influence the market: none need pay close attention to what the others are up to. But most markets are not like this: the decisions of rivals and customers matter. From auctions to labour markets, the Nash equilibrium gave the dismal science a way to make real-world predictions based on information about each person's incentives.

One example in particular has come to symbolise the equilibrium: the prisoner's dilemma. Nash used algebra and numbers to set out this situation in an expanded paper published in 1951, but the version familiar to economics students is altogether more gripping. (Nash's thesis adviser, Albert Tucker, came up with it for a talk he gave to a group of psychologists.)

It involves two mobsters sweating in separate prison cells, each contemplating the same deal offered by the district attorney. If they both confess to a bloody murder, they each face ten years in jail. If one stays quiet while the other snitches, then the snitch will get a reward, while the other will face a lifetime in jail. And if both hold their tongue, then they each face a minor charge, and only a year in the clink (see diagram).

There is only one Nash-equilibrium solution to the prisoner's dilemma: both confess. Each is a best response to the other's strategy; since the other might have spilled the beans, snitching avoids a lifetime in jail. The tragedy is that if only they could work out some way of co-ordinating, they could both make themselves better off.

The example illustrates that crowds can be foolish as well as wise; what is best for the individual can be disastrous for the group. This tragic outcome is all too common in the real world. Left freely to plunder the sea, individuals will fish more than is best for the group, depleting fish stocks. Employees competing to impress their boss by staying longest in the office will encourage workforce exhaustion. Banks have an incentive to lend more rather than sit things out when house prices shoot up.

Crowd trouble

The Nash equilibrium helped economists to understand how self-improving individuals could lead to self-harming crowds. Better still, it helped them to tackle the problem: they just had to make sure that every individual faced the best incentives possible. If things still went wrong—parents failing to vaccinate their children against measles, say—then it must be because people were not acting in their own self-interest. In such cases, the public-policy challenge would be one of information.

Nash's idea had antecedents. In 1838 August Cournot, a French economist, theorised that in a market with only two competing companies, each would see the disadvantages of pursuing market share by boosting output, in the form of lower prices and thinner profit margins. Unwittingly, Cournot had stumbled across an example of a Nash equilibrium. It made sense for each firm to set production levels based on the strategy of its competitor; consumers, however, would end up with less stuff and higher prices than if full-blooded competition had prevailed.

Another pioneer was John von Neumann, a Hungarian mathematician. In 1928, the year Nash was born, von Neumann outlined a first formal theory of games, showing that in two-person, zero-sum games, there would always be an equilibrium. When Nash shared his finding with von Neumann, by then an intellectual demigod, the latter dismissed the result as "trivial", seeing it as little more than an extension of his own, earlier proof.

In fact, von Neumann's focus on two-person, zero-sum games left only a very narrow set of applications for his theory. Most of these settings were military in nature. One such was the idea of mutually assured destruction, in which equilibrium is reached by arming adversaries with nuclear weapons (some have suggested that the film character of Dr Strangelove was based on von Neumann). None of this was particularly useful for thinking about situations—including most types of market—in which one party's victory does not automatically imply the other's defeat.

Even so, the economics profession initially shared von Neumann's assessment, and largely overlooked Nash's discovery. He threw himself into other mathematical pursuits, but his huge promise was undermined when in 1959 he started suffering from delusions and paranoia. His wife had him hospitalised; upon his release, he became a familiar figure around the Princeton campus, talking to himself and scribbling on blackboards. As he struggled with ill health, however, his equilibrium became more and more central to the discipline. The share of economics papers citing the Nash equilibrium has risen sevenfold since 1980, and the concept has been used to solve a host of real-world policy problems.

One famous example was the American hospital system, which in the 1940s was in a bad Nash equilibrium. Each individual hospital wanted to snag the brightest medical students. With such students particularly scarce because of the war, hospitals were forced into a race whereby they sent out offers to promising candidates earlier and earlier. What was best for the individual hospital was terrible for the collective: hospitals had to hire before students had passed all of their exams. Students hated it, too, as they had no chance to consider competing offers.

Despite letters and resolutions from all manner of medical associations, as well as the students themselves, the problem was only properly solved after decades of tweaks, and ultimately a 1990s design by Elliott Peranson and Alvin Roth (who later won a Nobel economics prize of his own). Today, students submit their preferences and are assigned to hospitals based on an algorithm that ensures no student can change their stated preferences and be sent to a more desirable hospital that would also be happy to take them, and no hospital can go outside the system and nab a better employee. The system harnesses the Nash equilibrium to be self-reinforcing: everyone is doing the best they can based on what everyone else is doing.

Other policy applications include the British government's auction of 3G mobile-telecoms operating licences in 2000. It called in game theorists to help design the auction using some of the insights of the Nash equilibrium, and ended up raising a cool £22.5 billion ($35.4 billion)—though some of the bidders' shareholders were less pleased with the outcome. Nash's insights also help to explain why adding a road to a transport network can make journey times longer on average. Self-interested drivers opting for the quickest route do not take into account their effect of lengthening others' journey times, and so can gum up a new shortcut. A study published in 2008 found seven road links in London and 12 in New York where closure could boost traffic flows.

Game on

The Nash equilibrium would not have attained its current status without some refinements on the original idea. First, in plenty of situations, there is more than one possible Nash equilibrium. Drivers choose which side of the road to drive on as a best response to the behaviour of other drivers—with very different outcomes, depending on where they live; they stick to the left-hand side of the road in Britain, but to the right in America. Much to the disappointment of algebra-toting economists, understanding strategy requires knowledge of social norms and habits. Nash's theorem alone was not enough.

A second refinement involved accounting properly for non-credible threats. If a teenager threatens to run away from home if his mother separates him from his mobile phone, then there is a Nash equilibrium where she gives him the phone to retain peace of mind. But Reinhard Selten, a German economist who shared the 1994 Nobel prize with Nash and John Harsanyi, argued that this is not a plausible outcome. The mother should know that her child's threat is empty—no matter how tragic the loss of a phone would be, a night out on the streets would be worse. She should just confiscate the phone, forcing her son to focus on his homework.

Mr Selten's work let economists whittle down the number of possible Nash equilibria. Harsanyi addressed the fact that in many real-life games, people are unsure of what their opponent wants. Economists would struggle to analyse the best strategies for two lovebirds trying to pick a mutually acceptable location for a date with no idea of what the other prefers. By embedding each person's beliefs into the game (for example that they correctly think the other likes pizza just as much as sushi), Harsanyi made the problem solvable.A different problem continued to lurk. The predictive power of the Nash equilibrium relies on rational behaviour. Yet humans often fall short of this ideal. In experiments replicating the set-up of the prisoner's dilemma, only around half of people chose to confess. For the economists who had been busy embedding rationality (and Nash) into their models, this was problematic. What is the use of setting up good incentives, if people do not follow their own best interests?

All was not lost. The experiments also showed that experience made players wiser; by the tenth round only around 10% of players were refusing to confess. That taught economists to be more cautious about applying Nash's equilibrium. With complicated games, or ones where they do not have a chance to learn from mistakes, his insights may not work as well.

The Nash equilibrium nonetheless boasts a central role in modern microeconomics. Nash died in a car crash in 2015; by then his mental health had recovered, he had resumed teaching at Princeton and he had received that joint Nobel—in recognition that the interactions of the group contributed more than any individual.

LAST IN THIS SERIES:
• The Mundell-Fleming trilemma


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IMF Cannot Quit Fiscal Consolidation (in Asian Surplus Countries) [feedly]

IMF Cannot Quit Fiscal Consolidation (in Asian Surplus Countries)
http://economistsview.typepad.com/economistsview/2016/08/imf-cannot-quit-fiscal-consolidation-in-asian-surplus-countries.html

Brad Setser:

IMF Cannot Quit Fiscal Consolidation (in Asian Surplus Countries): In theory, the IMF now wants current account surplus countries to rely more heavily on fiscal stimulus and less on monetary stimulus.
This shift makes sense in a world marked by low interest rates, the risk that surplus countries will export liquidity traps to deficit economies, and concerns aboutcontagious secular stagnation. Fiscal expansion tends to lower the surplus of surplus countries and regions, while monetary expansion tends to increase surpluses.
And large external surpluses should be a concern in a world where imbalances in goods trade are once again quite large—though the goods surpluses now being chalked up in many Asian countries are partially offset by hard-to-track deficits in "intangibles" (to use an old term), notably China's ongoing deficit in investment income and its ever-rising and ever-harder-to-track deficit in tourism.
In practice, though, the Fund seems to be having trouble actually advocating fiscal expansion in any major economy with a current account surplus.
Best I can tell, the Fund is encouraging fiscal consolidation in China, Japan, and the eurozone. These economies have a combined GDP of close to $30 trillion. The Fund, by contrast, is, perhaps, willing to encourage a tiny bit of fiscal expansion in Sweden (though that isn't obvious from the 2015 staff report) and in Korea—countries with a combined GDP of $2 trillion.*
previously have noted that the Fund is advocating a 2017 fiscal consolidation for the eurozone, as the consolidation the Fund advocates in France, Italy, and Spain would overwhelm the modest fiscal expansion the Fund proposed in the Netherlands (Germany would remain on the fiscal sidelines per the IMF's recommendation).
The same seems to be true in East Asia's main surplus economies. ...
Bottom line: if the Fund wants fiscal expansion in surplus countries to drive external rebalancing and reduce current account surpluses, it actually has to be willing to encourage major countries with large external surpluses to do fiscal expansion. Finding limited fiscal space in Sweden and perhaps Korea won't do the trick. 20 or 30 basis points of fiscal expansion in small economies won't move the global needle. Not if China, Japan, and the eurozone all lack fiscal space and all need to consolidate over time.

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Resources Tight as New School Year Starts [feedly]

Resources Tight as New School Year Starts
http://www.cbpp.org/blog/resources-tight-as-new-school-year-starts

With K-12 schools opening around the country, here's a quick look at the funding challenges many of them face.

  • Some 47 percent of school funding comes from states, and in many states it hasn't kept up with rising enrollment and inflation.  At least 25 states provided less "general" or "formula" funding ― the primary form of state funding for schools ― per student last year than in 2008, before the recession took hold.  In seven states, the cuts exceeded 10 percent.
  • Some 45 percent of school funding comes from localities, and that's down in many states as well.  Local funding per student fell in 31 states between the 2008 and 2014 school years — the last year for which we have data — after adjusting for inflation.
K-12 Education Jobs Have Fallen as Enrollment Has Grown
  • Federal funding, which covers the rest of school budgets, is also being squeezed.  The largest federal education program, "Title I" funding for high-poverty schools, is 4 percent below its 2008 level after adjusting for inflation.
  • Funding for school construction and other school capital projects hasfallen sharply.  School capital spending by states and localities fell an astonishing 37 percent between 2008 and 2014 (the latest year available), after adjusting for inflation.  The federal government doesn't directly fund school capital projects.
  • The number of school workers — including teachers, librarians, nurses, and other staff — has fallen by 241,000 since peaking in August 2008.  Over roughly the same period, the number of children enrolled in schools has risen by about 1.1 million (see graph). 

In short, even as education becomes increasingly important for success in today's skill-based, global economy, many schools this year will have to serve more students with fewer resources.  


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Monday, August 22, 2016

Paul Krugman: The Water Next Time [feedly]

Paul Krugman: The Water Next Time
http://economistsview.typepad.com/economistsview/2016/08/paul-krugman-the-water-next-time.html

"This election is likely to be decisive for the climate":

The Water Next Time, by Paul Krugman, NY Times: ...The governor of flood-ravaged Louisiana asked President Obama to postpone a personal visit while relief efforts were still underway. ... He made the same request to Donald Trump, declaring, reasonably, that while aid would be welcome, a visit for the sake of a photo op would not.
Sure enough, the G.O.P. candidate flew in, shook some hands, signed some autographs, and was filmed taking boxes of Play-Doh out of a truck. If he wrote a check, neither his campaign nor anyone else has mentioned it. Heckuva job, Donnie! ...
Let's back up for a minute and talk about the real meaning of the Louisiana floods. In case you haven't been keeping track, lately we've been setting global temperature records every month. ...
And one consequence of a warmer planet is more evaporation, more moisture in the air, and hence more disastrous floods. ... So a proliferation of disasters like the one in Louisiana is exactly what climate scientists have been warning us about.
What can be done? The bad news is that drastic action to reduce emissions of greenhouse gases is long overdue. The good news is that the technological and economic basis for such action has never looked better. In particular, renewable energy — wind and solar — has become much cheaper in recent years, and progress in energy storage looks increasingly likely to resolve the problem of intermittency (The sun doesn't always shine, the wind doesn't always blow.) ...
It probably won't surprise you to hear that..., as with so many issues, Mr. Trump has gone deep down the rabbit hole, asserting not just that global warming is a hoax, but that it's a hoax concocted by the Chinese to make America less competitive.
The thing is, he's not alone in going down that rabbit hole..., Mr. Trump is squarely in the Republican mainstream. ...
In any case, this election is likely to be decisive for the climate, one way or another. President Obama has made some serious moves to address global warming, and there's every reason to believe that Hillary Clinton would continue this push — using executive action if she faced a hostile Congress. Given the technological breakthroughs of the last few years, this push might just be enough to avert disaster. Donald Trump, on the other hand, would do everything in his power to trash the planet, with the enthusiastic support of his party. So which will it be? Stay tuned.

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Baker: Fixing Obamacare: The Democrats Have to Talk About It [feedly]

Fixing Obamacare: The Democrats Have to Talk About It
http://cepr.net/publications/op-eds-columns/fixing-obamacare-the-democrats-have-to-talk-about-it

Fixing Obamacare: The Democrats Have to Talk About It

See article on original site

Last week, Aetna, one of the country's largest insurance companies, announced that it was cutting back its participation in the health care exchanges created by the Affordable Care Act (ACA). With several other major insurers also cutting back their participation, there will be very limited competition in many markets. This prospect has supporters of the ACA worried and opponents gleefully looking forward to the day when millions may lose their insurance.

Before looking at the economics, it is worth mentioning that Aetna is upset because the Justice Department is blocking a merger with Humana, another major insurer. Aetna quite explicitly threatened the Justice Department with reducing its participation in the exchanges if it blocked the merger. While there could be real economics behind both Aetna's threat and its pullback from the exchanges, it is also possible that Aetna's main motivation is to retaliate for the refusal to approve the merger.

Leaving Aetna's motivations aside, there is a real problem with the exchanges. The people who are signing up on the exchanges are proving to be less healthy than the population as a whole. As a result, they are more costly to treat. This means that either people on the exchanges will have to pay more for their insurance or the federal government will have to pay larger subsidies. We can try to make the insurers swallow the cost, which is pretty much the policy currently in place, but they will not stay in a market if they are losing money, as Aetna now claims to be doing.

It is important to recognize that this is not a problem of health care costs rising rapidly in general. The rate of growth in health care spending has fallen sharply in recent years and has been much slower than was projected at the time the ACA was passed. So the problem is not overall health care costs, the problem is the mix of people who sign up on the health care exchanges.

There are two simple ways to address this problem. For one, the insurers are still making money in the individual market outside of the exchanges. We could simply make participation in the exchanges a condition for participating in the individual markets. This in effect tells the insurers that if they want to make money insuring healthy people, they will also have to bear the risk of insuring less healthy people.

The other route would be to do what President Obama originally proposed in his 2008 campaign: set up a Medicare-type public option in the exchanges. This would ensure that everyone had an efficient low-cost plan which they could buy into.

Both of these steps would require political action either by Congress or state legislatures, as would most other routes for dealing with the problem. At the moment, the Republican Congress is not about to do anything to sustain the ACA since they have made its destruction the centerpiece of the last three national elections.

A main reason that they can attack Obamacare — threatening the health care insurance of tens of millions of people — is that almost no one knows what it is. Back when the ACA was being debated, Republican opponents circulated absurd stories about the government deciding which people would live and which would die. For tens of millions of voters, the ACA is about death panels coming to take away their mothers.

It is not about people, including white Republican people, getting health care who could not previously afford it. Republicans are happy to attack their fictionalized version of Obamacare (who wouldn't?), but they are unwilling to go after the real thing because they know it matters to their voters.

We have a chance to see this hypocrisy in action in Kentucky where Republican Gov. Matt Bevin recently got elected on a platform of destroying Obamacare. Yet once he took office, he has left in place the state's popular system of exchanges, Kentucky Kynect. He also is continuing to have Kentucky take part in the ACA expansion of Medicaid, although he does want to increase the role for private insurers.

Majority Leader Mitch McConnell did the same thing in his re-election campaign in 2014. While calling for the death of Obamacare, he insisted that Kentucky Kynect had nothing to do with the ACA. Obviously McConnell is an astute politician, he surely knows that Kentucky Kynect is Obamacare, but he also knows that his constituency actually likes Kentucky Kynect. Unfortunately, McConnell's opponent was too scared to defend Obamacare and point out McConnell's deception.

If we are going to see the problems with the ACA addressed, Democrats will have to start talking about the program and explaining what it has done in ensuring that people have health care. If people understand what the ACA is, they are likely to want to protect it, just as millions now rush to the defense of Medicare whenever it is threatened.

If people understand that their own access to health care, or that of their friends and family, would be threatened by the demise of the exchanges, it could be possible to muster the political force to bring about necessary changes. If people think ending Obamacare is simply about putting the death panels out of business, then we have a problem.


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Louisiana Spends Just 11 Percent of TANF Funds in Core Welfare Reform Areas [feedly]

Louisiana Spends Just 11 Percent of TANF Funds in Core Welfare Reform Areas
http://www.cbpp.org/blog/louisiana-spends-just-11-percent-of-tanf-funds-in-core-welfare-reform-areas

Louisiana spends just 11 percent of its state and federal dollars under the Temporary Assistance for Needy Families (TANF) program in core welfare reform areas, a new reportfrom the Louisiana Budget Project using 2015 state financial data finds.  The state spent 8 percent on basic assistance, 1 percent on work-related activities, and 2 percent on child care assistance (see first graph).  


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