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Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET) November 2012

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Page 1: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Stability and Fragility: Where do we Go from Here?

Herbert Gintis

Santa Fe InstituteCentral European University

Institute for New Economic Thinking (INET)

November 2012

Page 2: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Financial Regulation is Based on Ideology, not Science

Alan Greenspan, Chairman of the Federal Reserve of the United States from 1987 to 2006, statement to the House Committee on Oversight and Government Reform (October 2008):

“Those of us who have looked to the self-interest of lending institutions to protect shareholders’ equity, myself included, are in a state of shocked disbelief.”

Alan Greenspan

Page 3: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

The Common Stages of Financial Crisis

My understanding is based on a new historical dataset for 14 countries from 1870 to 2008, analyzed Schularick and Taylor (American Economic Review, 2012)

Credit growth is a powerful predictor of financial crises.Bank leverage increases rapidly on the upswing, so the

financial sector becomes more vulnerable to shocks.Financial crises are credit booms gone wrong.This is basically the Hyman Minsky/Charles Kindleberger

model: long periods of prosperity drive the conservative players out of controlling positions in finance and government.

Only a solid foundation of economic theory can prevent future occurrences.

Page 4: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Sovereign Debt Crisis

My understanding is based on a new historical dataset for 70 countries over the past two centuries, analyzed by Reinhart and Rogoff (American Economic Review, 2011).

External debt surges are an antecedent to banking crises. Banking crises often precede or accompany sovereign

debt crises. Public borrowing surges ahead of external sovereign

default, and a country’s inability to sustain debt service is a “public secret”for reasons that are incompletely understood.

Page 5: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Current Financial CrisisThe keyword of the recent financial crisis is contagion.

from housing bubbleto widespread US financial contractionto widespread employment and demand contractionto undermining world financial marketsincluding the European sovereign debt crisis.

Page 6: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Contemporary Macroeconomics

Contemporary macroeconomics cannot explain financial crises becausethe financial sector is not part of the standard macroeconomic models (dynamic stochastic general equilibrium and Keynesian), andcoordination problems and multi-agent interaction cannot be represented in these models.

Page 7: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Freshwater Macroeconomics

The most influential contemporary macroeconomic family of models (DSGE---dynamic stochastic general equilibrium---associated with Robert Lucas and the Chicago/Freshwater school) use highly aggregated representative agent models of the economywith one consumer,one firm,and in which all markets clear instantaneously.

These models are not dynamic and they do not depict multiple interacting markets.

They were developed to deal with government spending, inflation, and unemployment, not financial fragility.

Page 8: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Freshwater Macroeconomics:We Cannot Predict Financial CrisesRational expectations predicts that crises

cannot be predicted, by definition.Robert Lucas, in the Economist (June

2009) says: “One thing we are not going to have, now or ever, is a set of models that forecasts sudden falls in the value of financial assets…

[This] has been known for more than 40 years and is one of the main implications of the efficient-market hypothesis (EMH).

Robert Lucas

Page 9: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Freshwater Macroeconomics:We Cannot Predict Financial Crises

“The main lesson we should take away from the efficient markets hypothesis for policymaking purposes is the futility of trying to deal with crises and recessions by finding central bankers and regulators who can identify and puncture bubbles. If these people exist, we will not be able to afford them…”

The problem, however, is not to predict crises or puncture bubbles, but to develop regulatory controls that minimize the probability of dislocations without reducing the efficiency of the financial sector.

Page 10: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Keynesian Macroeconomic Theory

The minority position in macroeconomic theory, the Keynesian model (espoused by Paul Krugman, George Akerlof, Robert Shiller, and many others) assumes one good with two uses, consumption and investment.and two prices: the wage rate and the interest rate.

The wage rate is rigid downwards because workers will not accept wage cuts, and the interest rate does not clear the savings/loans market because of liquidity preference.

Page 11: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Neo-Keynesian Theory: Fragility is Due to Irrationality

Prominent Keynesian economists George Akerlof and Bradley Schiller’s Animal Spirits (Princeton, 2009) has become the rallying-cry for the reassertion of the importance of government regulation of the financial sector. George Akerlof

Page 12: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Neo-Keynesian Theory: Fragility is Due to Irrationality

They write:“if we thought that people were totally

rational… we too would believe that government should play little role in the regulation of financial markets, and perhaps even in determining the level of aggregate demand.”

Robert Shiller

Page 13: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

What we Know from Economic Theory

Yet there is nothing in economic theory, by which I mean standard neoclassical microeconomics, and no empirical evidence, that markets with fully rational agents are intrinsically robust in the face of shocks.

Nor is there any evidence that the central actors in the financial sector have been in any way irrational.

How do we explain this curious situation, where respected economists make assertions with no basis in economic theory whatever?

I will go back to the roots of contemporary economic theory to explore this issue.

Page 14: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

What is General Equilibrium?

There is one generally accepted model of the large-scale behavior of the market economy, known asWalrasian general equilibrium.

Léon Walras, 1834-1910

The Swiss economist Léon Walrascreated this theory in 1874-1877in his Elements of Pure Economics

Page 15: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

What is General Equilibrium?

The Walrasian economy consists of households and firms.Firms buy or rent the services of inputs at given market

prices, combine them to produce outputs which they sell at given market prices to the households.

Page 16: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

What is General Equilibrium?

Inputs include labor, capital goods (rented), raw materials, and the outputs of other firms (purchased).Inputs, as well as shares in the net profit of the firms, are

owned by the households, and form their wealth.In each period, households buy the output of the various

firms, some of which they consume, and some of which they add to their stock of wealth.

Page 17: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

What is General Equilibrium?

The Walrasian economy is in equilibrium when prices are set so that supply = demand for each good in the economy.

Page 18: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

What is General Equilibrium?

Gerard Debreu, 1921-2004Kenneth Arrow, 1921-

In the period 1952-1954, Kenneth Arrow and GerardDebreu showed that with plausible assumptions, there exists a set of equilibrium (market clearing) prices.

Page 19: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

The Quest for Stability

The question of stability of the Walrasian economy was a central research focus in the years immediately following the existence proofs.

The models of Arrow et al. assumed that out of equilibrium, there is a system of common prices shared by all agents, the time rate of change of prices being a function of aggregate excess demand.

So when a good is in excess demand, its price increases, and when it is in excess supply, its price decreases.

The problem is that this must happen in all markets simultaneously.

Page 20: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

The Quest for Stability

But who changes the prices?It cannot be individual agents, because there is one price for

each good in the whole economy!Arrow et al. assumed that the price system was controlled by

a mythical “auctioneer” (commisaire-priseur in French)acting outside the economy to update prices in the current period on the basis of the current pattern of excess demand, using a process of “tâtonnement,” as was first suggested by Walras himself.

Page 21: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Walras’ Auctioneer

The auctioneer, before any buying and selling takes place,

1. calls out a set of prices, 2. asks firms and households say how much they want to

buy and sell at these prices,3. calculates the excess demand or excess supply for

each sector,4. adjusts the prices to bring the markets closer to

equilibrium,5. Then back to 1, until all markets are in equilibrium.6. Only then is production and trade permitted, at the

specified market-clearing prices.

Page 22: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

The Quest for Stability

Even if this project had been successful, the result would have been of doubtful value, as the tâtonnement process is purely fanciful.

However, it was not successful.The quest for a general stability theorem was derailed by

Herbert Scarf''s (1960) simple examples of unstable Walrasian equilibria.

Page 23: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

The Quest for Stability

General equilibrium theorists in the early 1970's harbored some expectation that plausible restrictions on the shape of the excess demand functions might entail stability, but Sonnenschein (1973), Mantel (1974, 1976), and Debreu (1974) showed that aggregate excess demand functions can have virtually any shape at all.

It follows that the tâtonnement process cannot generally be stable.

Page 24: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

The Quest for Stability

Surveying the state of the art some quarter century after Arrow and Debreu's seminal existence theorems, Franklin Fisher (1983) concluded that little progress had been made towards a plausible model of Walrasian market dynamics.

Page 25: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

The Quest for Stability

It is now more than another quarter century since Fisher's remarks, but it remains the case that the current literature offers us nothing systematic about the dynamics of decentralized competitive market economies.

Given this situation, it is hardly surprising that economic theory has had difficulty in shedding light on the causes of financial crisis, and offers no advice on how to prevent future occurrences without reducing the effectiveness of the financial system.

Page 26: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Rethinking Macroeconomics My work, like many of my colleagues, returns to a study of

the fully decentralized Walrasian model, but this time with the understanding that the market economy is a complex, dynamic, nonlinear system that must be modeled using novel analytical tools.

The goal is a model of market dynamics that analytically specifies the conditions under which the system is robust, thus suggesting regulations that promote robustness without compromising efficiency and capacity to innovate.

Page 27: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

A Decentralized Market System with Individual Production

I have explored decentralized market economies in several publications (e.g., Gintis 2007, 2012a,b), using agent-based modeling techniques.

I find that if we start with a random assignment of prices to each agent, the economy moves quickly to quasi-public prices,the latter being private prices with low relative standard error across agents, andin the long run, quasi-public prices move to general Walrasian quasi-equilibrium,which is a stationary distribution with near-market-clearing prices in almost all periods.

Page 28: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Private to Quasi-Public Prices

Page 29: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Quasi-Market Clearing

Page 30: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Fragility vs. Stability

There is little doubt but that the above stability properties will extend to more complex decentralized market economies.

However a system can be stable, yet extremely robust or, by contrast, extremely fragile in reaction to shocks.

I find that in a fairly realistic model of a contemporary advanced economy, price bubbles occur rather frequently,although in the absence of a sophisticated financial sector, they do not produce large aggregate dislocations in labor and product markets.

Page 31: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Basic Assumptions

My more realistic agent-based model (The Economic Journal, 2007) assumes thatconsumers must engage in price searches in each period;workers have a subjective reservation wage that they use to determine whether to accept a job offer;firms know their production costs, but not their demand curves, and hence must experiment and learn.

There is a central bank and a tax-collecting authority, as well as a government sector that services unemployment insurance.

Page 32: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Basic Assumptions

Workers periodically search for alternative job opportunities;

firms maximize profits by experimentally varying their operating characteristics and copying the behavior of other firms that are more successful than themselves;

both prices and quantities respond to conditions of excess supply or demand;

all adjustment parameters are agent- and firm-specific, and evolve endogenously.

Page 33: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Adjustment ProcessesIn each period:For each firm inventory growth leads to lowering of price

a small amount, and excess demand leads to raising price a small amount.

average sector profits > 0 leads to a single firm entering the sector, and average profits < 0 leads to a single firm going bankrupt.

firms make limited searches for alternative employees, and workers make limited searches for alternative employers.

agents revise their consumption, production, employment, and trading strategies by sampling the population, and imitating the strategies of others who appear to be relatively successful.

all adjustment rates are endogenous

Page 34: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Adjustment ProcessesBecause all players (firms and workers) adjust their

behavior by imitating the successful, the economic dynamic is an evolutionary dynamicimitation leads to correlated errors, so the statistical independence of errors assumptions that plague traditional macroeconomic models are absent here: “fat tails” are the rule,and there are large excursions from equilibrium in the absence of macro-level shocks.

Page 35: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Main ResultsThe dynamical system satisfies the complex systems

counterpart to stability and uniqueness:excess supply in each sector;excess labor demand, as well as excess labor supply in

each period;labor demand differs from labor supply by only a few

percent;Prices are approximately equal to production costs;The wage rate in each sector is fairly stable, and wages

are approximately equal across sectors.There is a considerable level of fluctuation in price and

quantity series, even though there are no aggregate stochastic shocks to the system.

Page 36: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Price Stability with Excursions

Page 37: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Price Stability with Excursions

Page 38: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Excess Demand and Supply

Page 39: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Profits

Page 40: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Unemployment

Page 41: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Unemployment

Page 42: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Stability

Page 43: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Stability

•The vertical axis shows percentage efficiency.

percent

Page 44: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

Stability

Page 45: Stability and Fragility: Where do we Go from Here? Herbert Gintis Santa Fe Institute Central European University Institute for New Economic Thinking (INET)

ConclusionSimple market exchange is robust to shocks, whereas

economies with sophisticated institutions can exhibit considerable fragility.

The fragility of sophisticated market competition exchange is based on endogenous random shocks and does not require exogenous shocks.

Agent-based simulation models provide insights into the dynamic performance of market economies.