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Creator: Todd, Richard M. Series: Business analysis committee meeting Description: Version without Software Appendix appears on the Federal Reserve Bank of Minneapolis Web site at http://www.minneapolisfed.org/publications_papers/pub_display.cfm?id=571
Keyword: BVAR, Vector autoregression, and Bayesian analysis Subject (JEL): C53 - Forecasting Models; Simulation Methods -
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Creator: Ray, Debraj and Streufert, Peter A. Series: Models of economic growth and development Abstract: We incorporate the consumption-ability relationship of static "efficiency wage" models into a dynamic general equilibrium model. We show that for many aggregate land stocks, there is a continuum of unemployment rates which could persist indefinitely as part of a stationary equilibrium. For many of these aggregate land stocks, both unemployment and full employment are distrinct possibilities. Broadly speaking, more unemployment corresponds to more undernourishment and more inequality in land distribution. Thus our results suggest that the market mechanism is less efficacious than land reform in reducing unemployment and undernourishment.
Subject (JEL): F41 - Open Economy Macroeconomics, O42 - Monetary Growth Models, and J41 - Labor Contracts -
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Creator: Roberds, William Series: Business analysis committee meeting Abstract: One of the more significant developments in econometric modeling over the past decade has been the invention of the forecasting technique known as Bayesian vector autoregression (BVAR). This paper provides a detailed description of the process of specifying a BVAR model of quarterly time series on the U.S. macroeconomy. The postsample forecasting performance of the model is evaluated at an informal level by comparing the model's performance to certain naive forecasting methods, and is evaluated at a formal level by means of efficiency tests. Although the null hypothesis of efficiency is rejected for the model's forecasts, the accuracy of the model exceeds that of naive forecasting methods, and seems comparable to that of commercial forecasting firms for early quarter forecasts.
Keyword: Vector autoregression, BVAR, and Bayesian analysis Subject (JEL): C11 - Bayesian Analysis: General and C53 - Forecasting Models; Simulation Methods -
Creator: Prescott, Edward C. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 102 Abstract: Recent developments in business cycle theory are reviewed. The principal finding is that the growth model, which was developed to account for the secular patterns in important economic aggregates, displays the business cycle phenomena once it incorporates the observed randomness in the rate of technological advance. The amplitudes and serial correlation properties of fluctuations in output and employment that the growth model predicts match those historically experienced in the United States. Further, the model continues to display the growth facts it was developed to explain.
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Creator: Rolnick, Arthur J., 1944- and Weber, Warren E. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 088 Abstract: The claim that bad money drives out good is one of the oldest and most cited in economics. Economists refer to this claim as Gresham’s law. Yet despite its seemingly universal acceptance, this claim does not warrant its status as a law. We find it has no convincing explanations and many overlooked exceptions. We propose an alternative hypothesis based on the costs of using a medium of exchange at a nonpar price: small-denomination currency undervalued at the mint tends to disappear from circulation while large-denomination currency usually circulates at premium. Examining a variety of historical episodes when market and legal prices were different, we find our “law” can explain history much better than Gresham’s.
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Creator: Bryant, John B. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 053 Abstract: In a simple, coherent, general equilibrium model it is demonstrated why stock market prices do not reflect costly but socially useless information.
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Creator: Chari, V. V. and Kehoe, Patrick J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 122 Abstract: We propose a definition of time consistent policy for infinite horizon economies with competitive private agents. Allocations and policies are defined as functions of the history of past policies. A sustainable equilibrium is a sequence of history-contingent policies and allocations that satisfy certain sequential rationality conditions for the government and for private agents. We provide a complete characterization of the sustainable equilibrium outcomes for a variant of Fischer’s (1980) model of capital taxation. We also relate our work to recent developments in the theory of repeated games.
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Creator: Doan, Thomas; Litterman, Robert B.; and Sims, Christopher A. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 093 Abstract: This paper develops a forecasting procedure based on a Bayesian method for estimating vector autoregressions. We apply the procedure to 10 macroeconomic variables and show that it produces more accurate out-of-sample forecasts than univariate equations do. Although cross-variable responses are damped by the prior, our estimates capture considerable interaction among the variables.
We provide unconditional forecasts as of 1982:12 and 1983:3. We also describe how a model such as this can be used to make conditional projections and analyze policy alternatives. As an example, we analyze a Congressional Budget Office forecast made in 1982:12.
While no automatic casual interpretations arise from models like ours, such models provide a detailed characterization of the dynamic statistical interdependence of a set of economic variables. That information may help evaluate casual hypotheses without containing any such hypotheses.
Keyword: Conditional projections, Vector autoregressions, Forecasting, Macroeconomic modeling, and Rayesian analysis -
Creator: Rolnick, Arthur J., 1944- and Weber, Warren E. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 097 Abstract: This paper explains why the risky notes of banks established during the Free Banking Era (1837–63) were demanded even when relatively safe specie (gold and silver coin) was an alternative. Free bank notes were demanded because they were priced to reflect the expected value of their backing. The empirical evidence supports this explanation. Specifically, in New York, Wisconsin, and Indiana the expected value of backing was sufficient for free bank notes to circulate at par, which they did. In Minnesota the backing for notes was very poor: they exchanged well below par, being treated as small-denomination securities.
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Creator: Hansen, Lars Peter and Sargent, Thomas J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 073 Abstract: This paper shows how the cross-equation restrictions implied by dynamic rational expectations models can be used to resolve the aliasing identification problem. Using a continuous time, linear-quadratic optimization environment, this paper describes how the resulting restrictions are sufficient to identify the parameters of the underlying continuous time process when it is known that the true continuous time process has a rational spectral density matrix.
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Creator: Sargent, Thomas J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 077 Abstract: This paper surveys recent issues in macroeconomics from the viewpoint of dynamic economic theory. The need to look beyond demand and supply curves and the insights that come from doing so are emphasized. Examples of issues in debt management and fiscal policy are analyzed.
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Creator: Sargent, Thomas J. and Wallace, Neil Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 085 Abstract: Commodity money is modeled as one or two of the capital goods in a one-consumption good and one or two capital-good, overlapping generations model. Among the topics addressed using versions of the model are (i) the nature of the inefficiency of commodity money; (ii) the validity of quantity-theory predictions for commodity money systems; (iii) the circumstances under which one commodity emerges naturally as the commodity money; (iv) the role of inside money (money backed by private debt) in commodity money systems; and (v) the circumstances under which a government can choose the commodity to serve as the commodity money.
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Creator: Chari, V. V.; Kehoe, Patrick J.; and Prescott, Edward C. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 115 Abstract: No abstract available.
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Creator: Chari, V. V.; Jagannathan, Ravi; and Ofer, Aharon R. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 110 Abstract: An examination of the behavior of stock returns around quarterly earnings announcement dates finds a seasonal pattern: small firms show large positive abnormal returns and a sizable increase in the variability of returns around these dates. Only part of the large abnormal returns can be accounted for by the fact that firms with good news tend to announce early. Large firms show no abnormal returns around announcement dates and a much smaller increase in variability.
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Creator: Bryant, John B. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 054 Abstract: According to the folklore of economics, game theory has failed. This paper argues that that is an incorrect interpretation of the game theory literature. When faced with a well-posed problem, game theory provides a solution. When faced with an ill-posed problem, game theory fails to provide a solution. This is, indeed, the best one can hope for from a method of analysis! Further, some suggestions are made for facing game theory with well-posed economic problems.
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Creator: Greenwood, Jeremy, 1953- and Williamson, Stephen D. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 112 Abstract: This paper presents a two-country overlapping generations model in which financial intermediation arises endogenously as an incentive-compatible means of economizing on monitoring costs. Because of the existence of transactions costs, money markets in the two countries are segmented and investors have differential access to international credit markets. The model is used to generate predictions about the role of international intermediation in economic development and to examine the nature of business cycle phenomena across alternative exchange rate regimes. Disturbances are propagated by a credit allocation mechanism, which also lends a novel flavor to the model’s long-run properties.
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Creator: Litterman, Robert B. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 078 Abstract: This paper illustrates the application of observable index models to the problem of macroeconomic forecasting. In this context, a Bayesian prior is used to describe a class of models which impose the index structure with more or less weight. An out-of-sample forecasting experiment is used to measure the possible benefits of this approach. In addition, impulse response functions and the decomposition of forecast variance are analyzed to suggest a possible separation of real and nominal shocks into separate channels.
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Creator: Bryant, John B. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 047 Abstract: Long-term contracts are explained as equilibrium strategies of supergames. In the specific coherent general equilibrium model provided, limited mobility of labor, in the form of a fixed cost of moving, generates long-term contracts.
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Creator: Roberds, William Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 111 Abstract: The consequences of a straightforward monetary targeting scheme are examined for a simple dynamic macro model. The notion of “targeting” used is the strategic one introduced by Rogoff (1985). Numerical calculations are used to demonstrate that for the model under consideration, monetary targeting is likely to lead to a deterioration of policy performance. These examples cast doubt upon the general efficacy of simple targeting schemes in dynamic rational expectations models.
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Creator: Christiano, Lawrence J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 106 Abstract: Deaton (1986) has noted that if income is a first-order autoregressive process in first differences, then a simple version of Friedman’s permanent income hypothesis (SPIH) implies that measured U.S. consumption is insufficiently sensitive to innovations in income. This paper argues that this implication of the SPIH is a consequence of the fact that it ignores the role of the substitution effect in the consumption decision. Using a parametric version of the standard model of economic growth, the paper shows that very small movements in interest rates are sufficient to induce an empirically plausible amount of consumption smoothing. Since an overall evaluation of the model’s explanation for the observed smoothness of consumption requires examining its implications for other aspects of the data, the paper also explores some of these.
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Creator: Litterman, Robert B. and Weiss, Laurence M. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 089 Abstract: This paper reexamines U.S. postwar data to investigate if the observed comovements between money, interest rates, inflation, and output are compatible with the money to real interest to output links suggested by existing monetary theories of the business cycle, which include both Keynesian and equilibrium models. We find these theories are incompatible with the data, and in light of these results, we propose an alternative structural model which can account for the major dynamic interactions among the variables. This model has two central features: (i) output is unaffected by the money supply; and (ii) the money supply process is influenced by policies designed to achieve short-run price stability.
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Creator: Rolnick, Arthur J., 1944- and Weber, Warren E. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 079 Abstract: In this paper we propose and test a new explanation of bank behavior during the Free Banking Era, 1837–63. Arguing against the view that free bank failures were due to fraud, we claim that they were caused by exposure to term structure risk. Testing this new explanation with a new and extensive body of data, we find strong support for it: periods of falling bond prices correspond to the periods with most of the free bank failures. The new data do not support the view that fraud caused the failures.
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Creator: Kiyotaki, Nobuhiro and Wright, Randall, 1956- Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 123 Abstract: We analyze a general equilibrium model with search frictions and differentiated commodities. Because of the many differentiated commodities, barter is difficult because it requires a double coincidence of wants, and this provides a medium of exchange role for fiat money. We prove the existence of equilibrium with valued fiat money and show it is robust to certain changes in the environment, including imposing transactions costs, storage costs, and taxes on the use of money. Rate of return dominance, liquidity, and the potential welfare improving role of fiat money are discussed.
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Creator: Williamson, Stephen D. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 119 Abstract: During the period 1870–1913, Canada had a well-diversified branch banking system while banks in the U.S. unit banking system were less diversified. Canadian banks could issue large-denomination notes with no restrictions on their backing, while all U.S. currency was essentially an obligation of the U.S. government. Also, experience in the two countries with regard to bank failures and banking panics was quite different. A general equilibrium business cycle model with endogenous financial intermediation is constructed that captures these historical Canadian and American monetary and banking arrangements as special cases. The predictions of the model contradict conventional wisdom with regard to the cyclical effects of banking panics. Support for these predictions is found in aggregate annual time series data for Canada and the United States.
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Creator: Stutzer, Michael J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 066 Abstract: Some Revenue Sharing programs, including the Federal government’s General Revenue Sharing program, reward higher tax effort with larger aid payments. A natural, game-theoretic generalization of the standard consumer demand based theory of grants-in-aid is used to examine the impacts such tax effort provisions have on the recipient government’s tax effort, spending levels, and welfare. Nonlinear simulation is used to provide rough quantitative estimates of the impacts General Revenue Sharing had in 1972.
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Creator: Mehra, Rajnish and Prescott, Edward C. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 081 Abstract: Restrictions that general equilibrium theory place upon average returns are found to be strongly violated by the U.S. data in the 1889–1978 period. This result is robust to model specification and measurement problems. We conclude that equilibrium models which are not Arrow-Debreu economies are needed to rationalize the large average equity premium that prevailed during the last 90 years.
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Creator: Stutzer, Michael J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 055 Abstract: The qualitative dynamics of a discrete time version of a deterministic, continuous time, nonlinear macro model formulated by Haavelmo are fully characterized. Recently developed methods of symbolic dynamics and ergodic theory are shown to provide a simple, effective means of analyzing the behavior of the resulting one-parameter family of first-order, deterministic, nonlinear difference equations. A complex periodic and random "aperiodic" orbit structure dependent on a key structural parameter is present, which contrasts with the total absence of such complexity in Haavelmo's continuous time version. Several implications for dynamic economic modelling are discussed.
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Creator: Litterman, Robert B. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 092 Abstract: This paper describes a Bayesian specification procedure used to generate a vector autoregressive model for forecasting macroeconomic variables. The specification search is over parameters of a prior. This quasi-Bayesian approach is viewed as a flexible tool for constructing a filter which optimally extracts information about the future from a set of macroeconomic data. The procedure is applied to a set of data and a consistent improvement in forecasting performance is documented.
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Creator: Runkle, David Edward Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 107 Abstract: The statistical significance of variance decompositions and impulse response functions for unrestricted vector autoregressions is questionable. Most previous studies are suspect because they have not provided confidence intervals for variance decompositions and impulse response functions. Here two methods of computing such intervals are developed, one using a normal approximation, the other using bootstrapped resampling. An example from Sims’ work illustrates the importance of computing these confidence intervals. In the example, the 95 percent confidence intervals for variance decompositions span up to 66 percentage points at that usual forecasting horizon.
Keyword: Macroeconomics, Bootstrapping, and Time series -
Creator: Sargent, Thomas J. and Wallace, Neil Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 064 Abstract: On our interpretation, real bills advocates favor unfettered intermediation, while their critics, who we call quantity theorists, favor legal restrictions on intermediation geared to separate “money” from “credit.” We display examples of economies in which quantity-theory assertions about “money-supply” and price-level behavior under the real bills regime are valid. In particular, both the price level and an asset total that quantity theorists would identify as money fluctuate more under a real bills regime than under a regime with restrictions like those favored by quantity theorists. Despite this, the Pareto criterion does not support the quantity-theory position.
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Creator: Stutzer, Michael J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 090 Abstract: Silberberg [6] and Pauwels [2] have produced and clarified seminal results in the comparative statics of single-agent classical optimization problems. This paper extends Pauwels’ method to derive analogous results for stable Nath equilibria in a subclass of the widely used class of concave orthogonal games defined by Rosen [3]. Application of these results to cost curve shifts in the asymmetric Cournot oligopoly immediately uncovers apparently new comparative statics results.
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Creator: Kollintzas, Tryphon, 1953- Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 113 Abstract: This paper derives a variance bounds test for a broad class of linear rational expectations models. According to this test, if observed data accord with the model, then a weighted sum of auto-covariances of the covariance-stationary components of the endogenous state variables should be nonnegative. The new test reinterprets West’s (1986) variance bounds test and extends its applicability by not requiring observable exogenous state variables, covariance-stationary exogenous or endogenous state variables, or a zero initial value for the endogenous state variable. The paper also discusses the possibility of the new test’s application to nonlinear models.
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Creator: Hansen, Lars Peter and Sargent, Thomas J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 075 Abstract: This paper proposes a method for estimating the parameters of continuous time, stochastic rational expectations models from discrete time observations. The method is important since various heuristic procedures for deducing the implications for discrete time data of continuous time models, such as replacing derivatives with first differences, can sometimes give rise to very misleading conclusions about parameters. Our proposal is to express the restrictions imposed by the rational expectations model on the continuous time process generating the observable variables. Then the likelihood function of a discrete time sample of observations from this process is obtained. Parameter estimates are computed by maximizing the likelihood function with respect to the free parameters of the continuous time model.
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Creator: Chari, V. V. and Kehoe, Patrick J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 121 Abstract: We examine the limiting behavior of cooperative and noncooperative fiscal policies as countries’ market power goes to zero. We show that these policies converge if countries raise revenues through lump-sum taxation. However, if there are unremovable domestic distortions, such as distorting taxes, there can be gains to coordination even when a single country’s policy cannot affect world prices. These results differ from the received wisdom in the optimal tariff literature. The key distinction is that, unlike in the tariff literature, the spending decisions of governments are explicitly modeled.
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Creator: Sargent, Thomas J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 058 Abstract: This paper explores some of the implications for econometric practice of the principle that people’s observed behavior will change when their constraints change. In dynamic contexts, a proper definition of people’s constraints includes among them laws of motion that describe the evolution of the taxes they must pay and the prices of the goods that they buy and sell. Changes in agents’ perceptions of these laws of motion (or constraints) will in general produce changes in the schedules that describe the choices they make as a function of the information that they possess. Until very recently, received dynamic econometric practice ignored this principle. The practice of dynamic econometrics should be changed so that it is consistent with the principle that people’s rules of choice are influenced by their constraints. This is a substantial undertaking, and involves major adjustments in the ways that we formulate, estimate, and simulate econometric models.
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Creator: Roberds, William Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 105 Abstract: Methods are presented for solving a certain class of rational expectations models, principally those that arise from dynamic games. The methods allow for numerical solution using spectral factorization algorithms and for estimation of these models using maximum likelihood techniques.
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Creator: Miller, Preston J. and Roberds, William Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 120 Abstract: Using a simple model, we show why previous empirical studies of budget policy effects are flawed. Due to an identification problem, those studies’ findings can be shown to be consistent with either policies mattering or not.
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Creator: Hansen, Lars Peter and Sargent, Thomas J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 059 Abstract: This paper describes methods for estimating the parameters of continuous time linear stochastic rational expectations models from discrete time observations. The economic models that we study are continuous time, multiple variable, stochastic, linear-quadratic rational expectations models. The paper shows how such continuous time models can properly be used to place restrictions on discrete time data. Various heuristic procedures for deducing the implications for discrete time data of these models, such as replacing derivatives with first differences, can sometimes give rise to very misleading conclusions about parameters. The idea is to express the restrictions imposed by the rational expectations model on the continuous time process of the observable variables. Then the likelihood function of a discrete-time sample of observations from this process is obtained. Estimators are obtained by maximizing the likelihood function with respect to the free parameters of the continuous time model.