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John Muth

 

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John Muth



 
 
John Fraser Muth (September 27, 1930 – October 23, 2005 in Key West
Key West

Key West is an island in the Straits of Florida on the North American continent at the southernmost tip of the Florida Keys.Key West is politically within the limits of the city of Key West, Florida, Monroe County, Florida, Florida, United States....
, Florida
Florida

Florida is a U.S. state located in the Southeastern United States of the United States, bordering Alabama to the northwest and Georgia to the northeast....
) was an American economist
Economist

An economist is an expert in the social science of economics. The individual may also study, develop, and apply theories and concepts from economics and write about economic policy....
. He is known as "the father of the rational expectations
Rational expectations

Rational expectations is an assumption used in many contemporary Model , and also in other areas of contemporary economics and game theory and in other applications of rational choice theory....
 revolution in economics", primarily due to his article "Rational Expectations and the Theory of Price Movements" from 1961.

Muth earned his Ph.D.
Ph.D.

Ph.D. or PHD may stand for:* Doctor of Philosophy, an academic degree* Ph.D. , a 1980s British group* Piled Higher and Deeper, a web comic strip...
 in mathematical economics from Carnegie Mellon University
Carnegie Mellon University

Carnegie Mellon University is a top private university research university in Pittsburgh. Since its inception, Carnegie Mellon has grown into a world-renowned institution, with numerous programs that are frequently college and university rankings among the best in the world....
, and was in 1954 the first recipient of the Alexander Henderson Award
Alexander Henderson Award

The Alexander Henderson Award is presented to the student at the Tepper School of Business at Carnegie Mellon University who displays the best work in the field of economic theory....
. He was affiliated with Carnegie Mellon as a research associate from 1956 until 1959, as an assistant professor from 1959 to 1962, and as an associate professor without tenure from 1962 to 1964.

Muth asserted that expectations "are essentially the same as the predictions of the relevant economic theory." Although he formulated the rational expectations principle in the context of microeconomics it has subsequently become associated with macroeconomics and the work of Robert Lucas, Jr.
Robert Lucas, Jr.

Robert Emerson Lucas, Jr. is an United States economist at the University of Chicago. He was named among the 10 best economists, and received the Bank of Sweden Prize in Economic Sciences in Memory of Alfred Nobel in 1995....
, Finn E. Kydland
Finn E. Kydland

Finn Erling Kydland is a Norway economics. He is currently the Henley Professor of Economics at the University of California, Santa Barbara. He also holds the Richard P....
, Edward C. Prescott
Edward C. Prescott

Edward Christian Prescott is an American economist. He received the Bank of Sweden Prize in Economic Sciences in Memory of Alfred Nobel in 2004, sharing the award with Finn E....
, Neil Wallace, Thomas J. Sargent
Thomas J. Sargent

Thomas John "Tom" Sargent is an United States economist specializing in the fields of macroeconomics, monetary economics and time series econometrics....
, and others.

divergent approaches to economic modelling, which have later become cornerstones of modelling of economic systems, originated at the Graduate School of Industrial Administration (GSIA) at Carnegie Mellon in the late 1950s and early 1960s.






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John Fraser Muth (September 27, 1930 – October 23, 2005 in Key West
Key West

Key West is an island in the Straits of Florida on the North American continent at the southernmost tip of the Florida Keys.Key West is politically within the limits of the city of Key West, Florida, Monroe County, Florida, Florida, United States....
, Florida
Florida

Florida is a U.S. state located in the Southeastern United States of the United States, bordering Alabama to the northwest and Georgia to the northeast....
) was an American economist
Economist

An economist is an expert in the social science of economics. The individual may also study, develop, and apply theories and concepts from economics and write about economic policy....
. He is known as "the father of the rational expectations
Rational expectations

Rational expectations is an assumption used in many contemporary Model , and also in other areas of contemporary economics and game theory and in other applications of rational choice theory....
 revolution in economics", primarily due to his article "Rational Expectations and the Theory of Price Movements" from 1961.

Muth earned his Ph.D.
Ph.D.

Ph.D. or PHD may stand for:* Doctor of Philosophy, an academic degree* Ph.D. , a 1980s British group* Piled Higher and Deeper, a web comic strip...
 in mathematical economics from Carnegie Mellon University
Carnegie Mellon University

Carnegie Mellon University is a top private university research university in Pittsburgh. Since its inception, Carnegie Mellon has grown into a world-renowned institution, with numerous programs that are frequently college and university rankings among the best in the world....
, and was in 1954 the first recipient of the Alexander Henderson Award
Alexander Henderson Award

The Alexander Henderson Award is presented to the student at the Tepper School of Business at Carnegie Mellon University who displays the best work in the field of economic theory....
. He was affiliated with Carnegie Mellon as a research associate from 1956 until 1959, as an assistant professor from 1959 to 1962, and as an associate professor without tenure from 1962 to 1964.

Muth asserted that expectations "are essentially the same as the predictions of the relevant economic theory." Although he formulated the rational expectations principle in the context of microeconomics it has subsequently become associated with macroeconomics and the work of Robert Lucas, Jr.
Robert Lucas, Jr.

Robert Emerson Lucas, Jr. is an United States economist at the University of Chicago. He was named among the 10 best economists, and received the Bank of Sweden Prize in Economic Sciences in Memory of Alfred Nobel in 1995....
, Finn E. Kydland
Finn E. Kydland

Finn Erling Kydland is a Norway economics. He is currently the Henley Professor of Economics at the University of California, Santa Barbara. He also holds the Richard P....
, Edward C. Prescott
Edward C. Prescott

Edward Christian Prescott is an American economist. He received the Bank of Sweden Prize in Economic Sciences in Memory of Alfred Nobel in 2004, sharing the award with Finn E....
, Neil Wallace, Thomas J. Sargent
Thomas J. Sargent

Thomas John "Tom" Sargent is an United States economist specializing in the fields of macroeconomics, monetary economics and time series econometrics....
, and others.

Holt, Modigliani, Muth, and Simon (1960)

Two divergent approaches to economic modelling, which have later become cornerstones of modelling of economic systems, originated at the Graduate School of Industrial Administration (GSIA) at Carnegie Mellon in the late 1950s and early 1960s. At the same time as John Muth was developing the concept of rational expectations, Herbert A. Simon had been refining his ideas on bounded rationality
Bounded rationality

Some models of human behavior in the social sciences assume that humans can be reasonably approximated or described as "rationality" entities . Many economics models assume that people are on average rational, and can in large enough quantities be approximated to act according to their preferences....
, emphasizing people's limited computational abilities.

Together with their two collagues at GSIA Charles C. Holt
Charles C. Holt

Charles C. Holt is emeritus at the Department of Management at the McCombs School of Business at the University of Texas at Austin.Holt holds Bachelor of Science and Master of Science degrees from the Massachusetts Institute of Technology ....
 and Franco Modigliani
Franco Modigliani

Franco Modigliani was an Italian-American economist at the MIT Sloan School of Management and MIT Department of Economics, and winner of the Nobel Memorial Prize in Economics in 1985....
, Muth and Simon collaborated on a book on problems of production scheduling and inventory management for the firm. Their goal was to derive tractable, operational rules that could easily be applied in practice. Rather than a coincidence that the two apparently contradictory approaches to economic modelling were developed at GSIA at the same time, it is more likely that fruitful interaction in the quest to answer a common set of problems led the two researchers to two different solutions.

In an earlier work, Herb Simon had shown that with quadratic costs and under a certain set of assumptions about the probability distribution
Probability distribution

In probability theory and statistics, a probability distribution identifies either the probability of each value of an unidentified random variable , or the probability of the value falling within a particular interval ....
s, optimal decision rule
Decision rule

Decision rule can refer to* Decision rules in computer science* Decision theory in mathematics and statistics...
s for production and inventories would be linear functions of the variables describing the state. In his model, firms only needed to take into account the expected value
Expected value

In probability theory and statistics, the expected value of a random variable is the Lebesgue integral of the random variable with respect to its probability measure....
 and ignore all higher moments of the probability distribution
Moment (mathematics)

The concept of moment in mathematics evolved from the concept of moment in physics. The nth moment of a real-valued function f of a real variable about a value c is...
 of future sales. This result, known as certainty equivalence drastically reduces the computational burden on a representative decision maker.

Simon's result that decision makers only focus on expected values of stochastic variables was very sensitive to the assumed structure of the problem, hence indirectly on the formulation of expectations. This lack of a general theory of expectations was an unsatisfactory state of affairs and proved to be key in Muth's approach to solve the problem which has often been termed intereaction between expectations and reality". In his article from 1961, Muth writes: "To make dynamic economic models complete, various expectational formulas have been used. There is, however, little evidence to suggest that the presumed relations bear a resemblance to the way the economy works."

Muth (1960)

Phillip Cagan
Phillip D. Cagan

Phillip D. Cagan is an United States scholar and author. He is Professor of Economics Emeritus at Columbia University....
, Milton Friedman
Milton Friedman

Milton Friedman was an United States economist, statistician and public intellectual, and a recipient of the Nobel Memorial Prize in Economic Sciences....
 and others used the ad hoc updating rule which they labeled adaptive expectations
Adaptive expectations

In economics, adaptive expectations means that people form their expectations about what will happen in the future based on what has happened in the past....
 to forecast the hidden state y* (eg, permanent income). In his 1960 paper Muth answered the question for what stochastic process for y will adaptive expectations as postulated by Cagan and Friedman be the optimal forecast of y*. Muth's approach to find recursive optimal linear forecast of a “hidden” state vector, x, given an “observer”, y is very similar to the Kalman filter
Kalman filter

The Kalman filter is an efficient recursive filter that estimates the state of a Linear system from a series of noise measurements. It is used in a wide range of engineering applications from radar to computer vision, and is an important topic in control theory and control systems engineering....
, presented by Rudolf Kalman
Rudolf Kalman

Rudolf Emil K?lm?n is a Hungary-United States mathematical system theorist and a Professor Emeritus at the Swiss Federal Institute of Technology, who is famous for his co-invention of the Kalman filter, a mathematical technique widely used in control systems and avionics....
 in his paper from the same year.

In his paper "Optimal Properties of Exponentially Weighted Forecasts", which was published in the Journal of the American Statistical Association
Journal of the American Statistical Association

The Journal of the American Statistical Association is the most prestigious journal published by the American Statistical Association, the main professional body for statisticians in the United States....
 in 1960, Muth rationalized Friedman’s adaptive expectations model for permanent income. He did this by reverse engineering a stochastic process for income for which Cagan’s expectation formula equals a mathematical expectation of future values conditioned on the infinite history of past incomes. Among Muth’s insights was that the stochastic process being forecast should dictate both the distributed lag and the conditioning variables that people use to forecast the future.

Muth (1961)

In contrast to Simon, Muth puts forward his hypothesis: "I should like to suggest that expectations, since they are informed predictions of future events, are essentially the same as the predictions of the relevant economic theory. At the risk of confusing this purely descriptive hypothesis with a pronouncement as to what firms ought to do, we call such expectations rational."

t.b.a.

Legacy

It has hard to point to one substantial area of economic research into dynamic problems which has not changed as a result of the publication of Muth's works at GSIA. Almost paradoxically, the only viable alternative to Muth's hypothesis is the research agenda put forward by Herb Simon and his concept of "bounded rationality".


Major works

  • Charles C. Holt, Franco Modigliani, John F. Muth, and Herbert A. Simon (1960). Planning Production, Inventories, and Work Force.
  • John F. Muth. (1960). "Optimal Properties of Exponentially Weighted Forecasts", JASA
  • John F. Muth. (1961). "Rational Expectations and the Theory of Price Movements", Econometrica 29, pp. 315-335.