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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: Edge, Rochelle Mary, 1971- and Rudd, Jeremy Bay, 1970- Series: Joint commitee on business and financial analysis Abstract: We add a nominal tax system to a sticky-price monetary business cycle model. When nominal interest income is taxed, the coefficient on inflation in a Taylor-type monetary policy rule must be significantly larger than one in order for the model economy to have a determinate rational expectations equilibrium. When depreciation is treated as a charge against taxable income, an even larger weight on inflation is required in the Taylor rule in order to obtain a determinate and stable equilibrium. These results have obvious implications for assessing the historical conduct of monetary policy.
Keyword: Interest, Cycle, Business cycle, Inflation, Policy, Tax, Monetary, Prices, Rational expectation, and Monetary policy Subject (JEL): E43 - Interest Rates: Determination, Term Structure, and Effects, E12 - General Aggregative Models: Keynes; Keynesian; Post-Keynesian, E31 - Price Level; Inflation; Deflation, and E32 - Business Fluctuations; Cycles -
Creator: Fernandez-Villaverde, Jesus and Rubio-Ramírez, Juan Francisco Series: Joint committee on business and financial analysis Abstract: This paper presents a method to perform likelihood-based inference in nonlinear dynamic equilibrium economies. This type of models has become a standard tool in quantitative economics. However, existing literature has been forced so far to use moment procedures or linearization techniques to estimate these models. This situation is unsatisfactory: moment procedures suffer from strong small samples biases and linearization depends crucially on the shape of the true policy functions, possibly leading to erroneous answers. We propose the use of Sequential Monte Carlo methods to evaluate the likelihood function implied by the model. Then we can perform likelihood-based inference, either searching for a maximum (Quasi-Maximum Likelihood Estimation) or simulating the posterior using a Markov Chain Monte Carlo algorithm (Bayesian Estimation). We can also compare different models even if they are nonnested and misspecified. To perform classical model selection, we follow Vuong (1989) and use the Kullback-Leibler distance to build Likelihood Ratio Tests. To perform Bayesian model comparison, we build Bayes factors. As an application, we estimate the stochastic neoclassical growth model.
Keyword: Dynamic equilibrium economies, Sequential Monte Carlo methods, Nonlinear filtering, and Likelihood-based inference Subject (JEL): C15 - Statistical Simulation Methods: General, C13 - Estimation: General, C10 - Econometric and Statistical Methods and Methodology: General, and C11 - Bayesian Analysis: General -
Creator: Bullard, James and Duffy, John, 1964- Series: Joint committee on business and financial analysis Abstract: Trend-cycle decomposition has been problematic in equilibrium business cycle research. Many models are fundamentally based on the concept of balanced growth, and so have clear predictions concerning the nature of the multivariate trend that should exist in the data if the model is correct. But the multivariate trend that is removed from the data in this literature is not the same one that is predicted by the model. This is understandable, because unexpected changes in trends are difficult to model under a rational expectations assumption. A learning assumption is more appropriate here. We include learning in a standard equilibrium business cycle model with explicit growth. We ask how the economy might react to the important trend-changing events of the postwar era in industrialized economies, such as the productivity slowdown, increased labor force participation by women, and the "new economy" of the 1990s. This tells us what the model says about the trend that should be taken out of the data before the business cycle analysis begins. Thus we use learning to address the trend-cycle decomposition problem that plagues equilibrium business cycle research. We argue that a model-consistent approach, such as the one we suggest here, is necessary if the goal is to obtain an accurate assessment of an equilibrium business cycle model.
Keyword: Business cycle fluctuations, Equilibrium business cycle theory, Productivity slowdown, New economy, and Learning Subject (JEL): E30 - Prices, Business Fluctuations, and Cycles: General (includes Measurement and Data) and E20 - Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy: General (includes Measurement and Data) -
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: Luttmer, Erzo G. J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 509 Abstract: Randomness in individual discovery disperses productivities, whereas learning from others keeps productivities together. Long-run growth and persistent earnings inequality emerge when these two mechanisms for knowledge accumulation are combined. This paper considers an economy in which those with more useful knowledge can teach others, with competitive markets assigning students to teachers. In equilibrium, students with an ability to learn quickly are assigned to teachers with the most productive knowledge. This sorting on ability implies large differences in earnings distributions conditional on ability, as shown using explicit formulas for the tail behavior of these distributions.
Keyword: Knowledge diffusion, Growth, and Income inequality Subject (JEL): O40 - Economic Growth and Aggregate Productivity: General, O30 - Innovation; Research and Development; Technological Change; Intellectual Property Rights: General, O10 - Economic Development: General, and J20 - Demand and Supply of Labor: General -
Creator: Chin, Daniel M. and Miller, Preston J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 194 Abstract: In this study we contrast fixed and floating exchange rate regimes in a dynamic general equilibrium model. We find that the fundamental difference in the regimes is in the courses they imply for monetary policies. Because of policy coordination requirements, a tighter monetary policy needed to maintain a fixed exchange rate may necessitate a tightening in budget policy as well. We show that under some initial conditions voters or a social planner will favor one regime, but under other conditions they will favor the other. However, the choices of voters and a social planner are almost diametrically opposed.
Keyword: Dynamic general equilibrium, Exchange rate regimes, and Monetary policy Subject (JEL): E50 - Monetary Policy, Central Banking, and the Supply of Money and Credit: General, C60 - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling: General, and F41 - Open Economy Macroeconomics -
Creator: Lagos, Ricardo and Rocheteau, Guillaume Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 341 Abstract: We construct a model where capital competes with fiat money as a medium of exchange, and we establish conditions on fundamentals under which fiat money can be both valued and socially beneficial. When the socially efficient stock of capital is too low to provide the liquidity agents need, they overaccumulate productive assets to use as media of exchange. When this is the case, there exists a monetary equilibrium that dominates the nonmonetary one in terms of welfare. Under the Friedman Rule, fiat money provides just enough liquidity so that agents choose to accumulate the same capital stock a social planner would.
Keyword: Commodity money and Fiat money Subject (JEL): E52 - Monetary Policy, E41 - Demand for Money, and E42 - Monetary Systems; Standards; Regimes; Government and the Monetary System; Payment Systems -
Creator: McGrattan, Ellen R. and Waddle, Andrea Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 542 Abstract: Using simulations from a multicountry neoclassical growth model, we analyze several post-Brexit scenarios. First, the United Kingdom unilaterally imposes tighter restrictions on FDI and trade from other EU nations. Second, the European Union retaliates and imposes the same restrictions on the UK. Finally, the United Kingdom reduces restrictions on other nations during the post-Brexit transition. Model predictions depend crucially on the policy response of multinationals’ investment in technology capital, accumulated know-how from investments in R&D, brands, and organizations used simultaneously in their domestic and foreign operations.
Keyword: United Kingdom, European Union, FDI, Brexit, and Foreign investment Subject (JEL): O33 - Technological Change: Choices and Consequences; Diffusion Processes, O34 - Intellectual Property and Intellectual Capital, F23 - Multinational Firms; International Business, and F41 - Open Economy Macroeconomics -
Creator: Keane, Michael P. and Wolpin, Kenneth I. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 181 Abstract: Over the past decade, a substantial literature on the estimation of discrete choice dynamic programming (DC-DP) models of behavior has developed. However, this literature now faces major computational barriers. Specifically, in order to solve the dynamic programming (DP) problems that generate agents' decision rules in DC-DP models, high dimensional integrations must be performed at each point in the state space of the DP problem. In this paper we explore the performance of approximate solutions to DP problems. Our approximation method consists of: 1) using Monte Carlo integration to simulate the required multiple integrals at a subset of the state points, and 2) interpolating the non-simulated values using a regression function. The overall performance of this approximation method appears to be excellent, both in terms of the degree to which it mimics the exact solution, and in terms of the parameter estimates it generates when embedded in an estimation algorithm.
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Creator: McGrattan, Ellen R. and Prescott, Edward C. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 396 Abstract: In this paper, we extend the growth model to include firm-specific technology capital and use it to assess the gains from opening to foreign direct investment. A firm’s technology capital is its unique know-how from investing in research and development, brands, and organization capital. Technology capital is distinguished from other forms of capital in that a firm can use it simultaneously in multiple domestic and foreign locations. A country can exploit foreign technology capital by permitting direct investment by foreign multinationals. In both steady-state and transitional analyses, the extended growth model predicts large gains to being open.
Keyword: Openness and Foreign direct investment Subject (JEL): F43 - Economic Growth of Open Economies, F23 - Multinational Firms; International Business, and O11 - Macroeconomic Analyses of Economic Development -
Creator: Cooper, Russell and Corbae, Dean Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 289 Abstract: We analyze financial collapses, such as the one that occurred during the U.S. Great Depression, from the perspective of a monetary model with multiple equilibria. The multiplicity arises from the presence of a strategic complementarity due to increasing returns to scale in the intermediation process. Intermediaries provide the link between savers and firms who require working capital for production. Fluctuations in the intermediation process are driven by variations in the confidence agents place in the financial system. From a positive perspective, our model matches closely the qualitative changes in important financial and real variables (the currency/deposit ratio, ex-post real interest rates, the level of intermediated activity, deflation, employment and production) over the Great Depression period, an experience often attributed to financial collapse. Further, we show how adding liquidity to the banking system through increases in the money supply is sufficient to overcome strategic uncertainty and thus avoid financial collapse.
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Creator: Lagos, Ricardo and Rocheteau, Guillaume Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 342 Abstract: This paper studies the effects of anticipated inflation on aggregate output and welfare within a search-theoretic framework. We allow money-holders to choose the intensities with which they search for trading partners, so inflation affects the frequency of trade as well as the quantity of output produced in each trade. We consider the standard pricing mechanism for search models, i.e., ex post bargaining, as well as a notion of competitive pricing. If prices are bargained over, the equilibrium is generically inefficient and an increase in inflation reduces buyers’ search intensities, output and welfare. If prices are posted and buyers can direct their search, search intensities are increasing with inflation for low inflation rates and decreasing for high inflation rates. The Friedman Rule achieves the first-best allocation and inflation always reduces welfare even though it can have a positive effect on output for low inflation rates.
Keyword: Trade gains, Inflation rates, Velocity of money, Terms of trade, Trade surplus, Cash, and Prices Subject (JEL): E50 - Monetary Policy, Central Banking, and the Supply of Money and Credit: General and E40 - Money and Interest Rates: General -
Creator: Shell, Karl and Wright, Randall, 1956- Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 133 Abstract: We analyze economies with indivisible commodities. There are two reasons for doing so. First, we extend and provide new insights into sunspot equilibrium theory. Finite competitive economies with perfect markets and convex consumption sets do not allow sunspot equilibria; these same economies with nonconvex consumption sets do, and they have several properties that can never arise in convex environments. Second, we provide a reinterpretation of the employment lotteries used in contract theory and in macroeconomic models with indivisible labor. We show how socially optimal employment lotteries can be decentralized as competitive equilibria once sunspots are introduced.
Keyword: Macroeconomic model , Contract theory, Competitive equilibrium, Equilibrium theory, and Economic theory -
Creator: Allen, Beth Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 225 Abstract: This paper surveys cooperative game theory when players have incomplete or asymmetric information, especially when the TU and NTU games are derived from economic models. First some results relating balanced games and markets are summarized, including theorems guaranteeing that the core is nonempty. Then the basic pure exchange economy is extended to include asymmetric information. The possibilities for such models to generate cooperative games are examined. Here the core is emphasized as a solution, and criteria are given for its nonemptiness. Finally, an alternative approach is explored based on Harsanyi’s formulation of games with incomplete information.
Keyword: Core, TU Games, Market Games, Asymmetric Information, NT Games, and Incomplete Information Subject (JEL): D82 - Asymmetric and Private Information; Mechanism Design, C71 - Cooperative Games, and D51 - Exchange and Production Economies -
Creator: Allen, Beth; Deneckere, Raymond; Faith, Tom; and Kovenock, Daniel J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 187 Abstract: This paper considers the role of capacity as a strategic entry deterrent for a game in which the incumbent and entrant sequentially precommit to capacity levels before competing in price, possibly using mixed strategies. Depending on the magnitudes of the fixed set-up cost, the cost of capacity, and the relative costs of production, the model produces a wide spectrum of equilibrium behaviors, including some not previously suggested in the literature. Interesting deterrence effects occur because firms need time to build. In contrast to much previous work, the incumbent may hold idle capacity when entry is deterred.
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Creator: Allen, Beth and Jordan, James S. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 252 Abstract: This paper provides a selective review of theoretical research on the consistency of rational expectations equilibrium and its properties in microeconomic models. The general equilibrium framework is emphasized throughout the paper. After defining rational expectations equilibrium for a pure exchange economy, the paper presents a simple counterexample to illustrate that rational expectations equilibria need not exist. Results are summarized for the generic existence of fully revealing rational expectations equilibria in smooth economies satisfying additional dimensionality assumptions. Then the rational expectations equilibrium existence problem is related to earlier analysis of informationally decentralized allocation mechanisms. Next the efficiency properties of rational expectations equilibrium allocations are examined. Finally, the possibilities for partially revealing rational expectations equilibria are discussed.
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Creator: Albanesi, Stefania; Chari, V. V.; and Christiano, Lawrence J. Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 319 Abstract: Why is inflation persistently high in some periods and low in others? The reason may be absence of commitment in monetary policy. In a standard model, absence of commitment leads to multiple equilibria, or expectation traps, even without trigger strategies. In these traps, expectations of high or low inflation lead the public to take defensive actions, which then make accommodating those expectations the optimal monetary policy. Under commitment, the equilibrium is unique and the inflation rate is low on average. This analysis suggests that institutions which promote commitment can prevent high inflation episodes from recurring.
Subject (JEL): E50 - Monetary Policy, Central Banking, and the Supply of Money and Credit: General, E61 - Policy Objectives; Policy Designs and Consistency; Policy Coordination, and E63 - Comparative or Joint Analysis of Fiscal and Monetary Policy; Stabilization; Treasury Policy -
Creator: Glover, Andrew; Heathcote, Jonathan; and Krueger, Dirk Series: Staff report (Federal Reserve Bank of Minneapolis. Research Department) Number: 636 Abstract: In this paper, we ask how to best allocate a given time-varying supply of vaccines across individuals of different ages during the second phase of the Covid-19 pandemic . Building on our previous heterogeneous household model of optimal economic mitigation and redistribution (Glover et al., 2021), we contrast the actual vaccine deployment path, which prioritized older, retired individuals, with one that first vaccinates younger workers. Vaccinating the old first saves more lives but slows the economic recovery, relative to inoculating the young first. Vaccines deliver large welfare benefits in both scenarios (relative to a world without vaccines), but the old-first policy is optimal under a utilitarian social welfare function. The welfare gains from having vaccinated the old first are especially significant once the economy is hit by a more infectious Delta variant in the summer of 2021.
Keyword: Vaccination paths and COVID-19 Subject (JEL): E63 - Comparative or Joint Analysis of Fiscal and Monetary Policy; Stabilization; Treasury Policy and E21 - Macroeconomics: Consumption; Saving; Wealth