Shocks and Frictions in Us Business Cycles: A Bayesian DSGE Approach

Using a Bayesian likelihood approach, we estimate a dynamic stochastic general equilibrium model for the US economy using seven macro-economic time series. The model incorporates many types of real and nominal frictions and seven types of structural shocks. We show that this model is able to compete with Bayesian Vector Autoregression models in out-of-sample prediction. We investigate the relative empirical importance of the various frictions. Finally, using the estimated model we address a number of key issues in business cycle analysis: What are the sources of business cycle fluctuations? Can the model explain the cross-correlation between output and inflation? What are the effects of productivity on hours worked? What are the sources of the “Great Moderation”?

[1]  G.J.C.M. van Gastel,et al.  «De autonijverheid in België: Het belang van het toeleveringsnetwerk rond de assemblage van personenauto's» , 2003 .

[2]  Patrick J. G. Van Cayseele,et al.  Investment, R&D and Liquidity Constraints , 2002 .

[3]  I. Vansteenkiste,et al.  Regional Housing Market Spillovers in the US: Lessons from Regional Divergences in a Common Monetary Policy Setting , 2007, SSRN Electronic Journal.

[4]  G. Peersman,et al.  Technology Shocks and Robust Sign Restrictions in a Euro Area SVAR , 2004, SSRN Electronic Journal.

[5]  Erwan Gautier,et al.  The Behaviour of Producer Prices: Some Evidence from the French PPI Micro Data , 2006, SSRN Electronic Journal.

[6]  R. King,et al.  The New Neoclassical Synthesis and the Role of Monetary Policy , 1997, NBER Macroeconomics Annual.

[7]  Athanasios Orphanides,et al.  Historical Monetary Policy Analysis and the Taylor Rule , 2003 .

[8]  A. Van Landschoot,et al.  Determinants of Euro Term Structure of Credit Spreads , 2004, SSRN Electronic Journal.

[9]  S. Rebelo,et al.  Resuscitating Real Business Cycles , 2000 .

[10]  Quentin Wibaut Politique monetaire et prix des actifs: le cas des Etats-Unis , 2000 .

[11]  Reinout De Bock,et al.  Investment-Specific Technology Shocks and Labor Market Frictions , 2007 .

[12]  G. Langenus,et al.  Fiscal Sustainability Indicators and Policy Design in the Face of Ageing , 2006 .

[13]  Philippe Jeanfils,et al.  A Guided Tour of the World of Rational Expectations Models and Optimal Policies , 2001 .

[14]  M. Emiris Sectoral vs. Country Diversification Benefits and Downside Risk , 2004 .

[15]  M. Dossche,et al.  The Patterns and Determinants of Price Setting in the Belgian Industry , 2006, SSRN Electronic Journal.

[16]  Emmanuel Dhyne,et al.  Time-Dependent versus State-Dependent Pricing: A Panel Data Approach to the Determinants of Belgian Consumer Price Changes , 2005, SSRN Electronic Journal.

[17]  Michele Cincera,et al.  Financing Constraints, Fixed Capital and R&D Investment Decisions of Belgian Firms , 2002 .

[18]  J. Galí,et al.  Technology Shocks and Aggregate Fluctuations: How Well Does the RBC Model Fit Post-War Us Data? , 2004 .

[19]  Hans Dewachter,et al.  A Multi-Factor Model for the Valuation and Risk Managment of Demand Deposits , 2006 .

[20]  Mia Hubert,et al.  Inflation, Relative Prices and Nominal Rigidities , 2002 .

[21]  Inessa Love,et al.  Investment, Protection, Ownership, and the Cost of Capital , 2000 .

[22]  Michael Ehrmann,et al.  Geography or Skills : What Explains Fed Watchers ’ Forecast Accuracy of US Monetary Policy ? * January 2008 , 2008 .

[23]  Luca Benati,et al.  Drift and Breaks in Labour Productivity , 2006 .

[24]  J. Rotemberg Stochastic Technical Progress, Smooth Trends, and Nearly Distinct Business Cycles , 2003 .

[25]  Matthias Sydow,et al.  What Drives Investors' Behaviour in Different FX Market Segments? A Var-Based Return Decomposition Analysis , 2006, SSRN Electronic Journal.

[26]  Ferre De Graeve,et al.  The Determinants of Pass-Through of Market Conditions to Bank Retail Interest Rates in Belgium , 2004 .

[27]  Janet Mitchell,et al.  Financial Intermediation Theory and Implications for the Sources of Value in Structured Finance Markets , 2005 .

[28]  Miles S. Kimball The Quantitative Analytics of the Basic Neomonetarist Model , 1995 .

[29]  Ronald MacDonald,et al.  The Role of the Exchange Rate in Economic Growth: A Euro-Zone Perspective , 2000 .

[30]  Gerdie Everaert,et al.  Measuring Inflation Persistence: A Structural Time Series Approach , 2005, SSRN Electronic Journal.

[31]  Barry Jones,et al.  Are Money and Consumption Additively Separable in the Euro Area? A Non-Parametric Approach , 2006, SSRN Electronic Journal.

[32]  Frédéric Lagneaux,et al.  Economic Importance of the Belgian Ports: Flemish Maritime Ports and Liège Port Complex - Report 2005 , 2007 .

[33]  Philippe Jeanfils,et al.  Réduction linéaire de cotisations patronales à la sécurité sociale et financement alternatif , 2006 .

[34]  John B. Taylor Discretion versus policy rules in practice , 1993 .

[35]  Lawrence J. Christiano,et al.  The Great Depression and the Friedman-Schwartz Hypothesis , 2003, SSRN Electronic Journal.

[36]  Christopher A. Sims,et al.  PROBABILITY MODELS FOR MONETARY POLICY DECISIONS , 2003 .

[37]  J. Galí,et al.  Technology, Employment, and the Business Cycle: Do Technology Shocks Explain Aggregate Fluctuations , 1996 .

[38]  Luc Bauwens,et al.  Bayesian Inference in Dynamic Econometric Models , 2000 .

[39]  Lawrence J. Christiano,et al.  Monetary Policy Shocks: What Have We Learned and to What End? , 1998 .

[40]  M. Sánchez,et al.  Emerging Asia's Growth and Integration: How Autonomous are Business Cycles? , 2007 .

[41]  Luc Aucremanne,et al.  The Use of Robust Estimators as Measures of Core Inflation , 2000 .

[42]  Hans Degryse,et al.  Interbank Exposures: An Empirical Examination of Systemic Risk in the Belgian Banking System , 2004 .

[43]  F. Lagneaux Economic Importance of the Flemish Maritime Ports - Report 2002 , 2004 .

[44]  Pierre Giot,et al.  How Does Liquidity React to Stress Periods in a Limit Order Market? , 2004 .

[45]  J. Imbs,et al.  The Dynamics of Trade and Competition , 2006 .

[46]  Frank Schorfheide,et al.  Learning-by-Doing as a Propagation Mechanism , 2001 .

[47]  Christoffer Kok,et al.  The Dynamics of Bank Spreads and Financial Structure , 2007, SSRN Electronic Journal.

[48]  Frédéric Lagneaux,et al.  Importance économique du Port Autonome de Liège: rapport 2002 , 2004 .

[49]  Stefano Neri,et al.  What does a technology shock do ? A VAR analysis with model-based sign restrictions ∗ , 2004 .

[50]  J. Galí,et al.  The Science of Monetary Policy: A New Keynesian Perspective , 1999 .

[51]  Jean-Jacques Vanhaelen,et al.  The Belgian Industrial Confidence Indicator: Leading Indicator of Economic Activity in the Euro Area? , 2000 .

[52]  Stan Maes,et al.  Modeling the Term Structure of Interest Rates: Where Do We Stand? , 2003 .

[53]  Olivier J. Blanchard,et al.  A New Keynesian Model with Unemployment , 2006 .

[54]  Benoît Robert,et al.  La consommation privée en Belgique , 2003 .

[55]  Y. Crama,et al.  Basel II and Operational Risk: Implications for Risk Measurement and Management in the Financial Sector , 2004 .

[56]  M. Bussière,et al.  Evaluating China’s Integration in World Trade with a Gravity Model Based Benchmark , 2006 .

[57]  Giovanni Veronese,et al.  Price Setting in the Euro Area: Some Stylized Facts from Individual Consumer Price Data , 2005, SSRN Electronic Journal.

[58]  F. Smets,et al.  Shocks and Frictions in US Business Cycles: A Bayesian DSGE Approach , 2007 .

[59]  Charles Wyplosz Economic Growth and the Labor Markets: Europe's Challenge , 2000 .

[60]  Emmanuel Dhyne,et al.  How Frequently Do Prices Change? Evidence Based on the Micro Data Underlying the Belgian CPI , 2004, SSRN Electronic Journal.

[61]  Luc Aucremanne,et al.  Price-Setting Behaviour in Belgium: What Can Be Learned from an Ad Hoc Survey ? , 2005 .

[62]  Harald Stahl,et al.  The Pricing Behaviour of Firms in the Euro Area: New Survey Evidence , 2005, SSRN Electronic Journal.

[63]  G. Calvo Staggered prices in a utility-maximizing framework , 1983 .

[64]  Joseph Plasmans,et al.  Simulation, Estimation and Welfare Implications of Monetary Policies in a 3-Country NOEM Model , 2006 .

[65]  J. Galí,et al.  Inflation Dynamics: A Structural Econometric Analysis , 1999 .

[66]  Koen Burggraeve,et al.  The Labour Market and Fiscal Impact of Labour Reductions: The Case of Reduction of Employers' Social Security Contributions Under a Wage Norm Regime with Automatic Price Indexing of Wages , 2003 .

[67]  Ester Faia,et al.  Ramsey Monetary Policy With Labour Market Frictions , 2007, SSRN Electronic Journal.

[68]  Vivien Lewis,et al.  Macroeconomic Fluctuations and Firm Entry: Theory and Evidence , 2006 .

[69]  M. Watson,et al.  Sources of Business Cycle Fluctuations , 1988, NBER Macroeconomics Annual.

[70]  Marco Lippi,et al.  OPENING THE BLACK BOX: STRUCTURAL FACTOR MODELS WITH LARGE CROSS SECTIONS , 2009, Econometric Theory.

[71]  P. Giot,et al.  An International Analysis of Earnings, Stock Prices and Bond Yields , 2005, SSRN Electronic Journal.

[72]  V. Gaspar,et al.  Adjusting to the Euro , 2007, SSRN Electronic Journal.

[73]  Patrick Sevestre,et al.  Lumpy Price Adjustments: A Microeconometric Analysis , 2006, SSRN Electronic Journal.

[74]  A. Durre,et al.  Stock Market Valuation in the United States , 2003 .

[75]  M. Bussière Balance of payment crises in emerging markets: how early were the ‘early’ warning signals? , 2007 .

[76]  F. Rycx,et al.  Industry Wage Differentials, Unobserved Ability, and Rent-Sharing: Evidence from Matched Worker-Firm Data, 1995-2002 , 2006 .

[77]  Philippe Moës,et al.  The production function approach to the Belgian output gap, estimation of a multivariate structural time series model , 2006 .

[78]  Frank Smets,et al.  Comparing Shocks and Frictions in Us and Euro Area Business Cycles: A Bayesian DSGE Approach , 2004, SSRN Electronic Journal.

[79]  Jozef Konings,et al.  Price and Wage Setting in an Integrating Europe: Firm Level Evidence , 2006 .

[80]  Filippo Altissimo,et al.  "Inflation persistence and price-setting behaviour in the euro area: a summary of the Inflation Persistence Network evidence." NBB Working Paper No. 95, October 2006 , 2006 .

[81]  Andreas Worms,et al.  The Interest Rate and Credit Channels in Belgium: An Investigation with Micro-Level Firm Data , 2001, SSRN Electronic Journal.

[82]  Lawrence J. Christiano,et al.  Nominal Rigidities and the Dynamic Effects of a Shock to Monetary Policy , 2001, Journal of Political Economy.

[83]  Philippe Jeanfils,et al.  Noname - A New Quarterly Model for Belgium , 2005 .

[84]  C. Sims,et al.  Bayesian methods for dynamic multivariate models , 1998 .

[85]  C. De Mol,et al.  Forecasting Using a Large Number of Predictors: Is Bayesian Regression a Valid Alternative to Principal Components? , 2006, SSRN Electronic Journal.

[86]  Christophe Piette,et al.  Importance et évolution des investissements directs en Belgique , 2007 .

[87]  Ivo Maes,et al.  On the Origins of the Franco-German EMU Controversies , 2002 .

[88]  Janet Mitchell,et al.  Smes and Bank Lending Relationships: The Impact of Mergers , 2004 .

[89]  Frank Smets,et al.  Forecasting with a Bayesian DSGE Model: An Application to the Euro Area , 2004, SSRN Electronic Journal.

[90]  Jean Boivin,et al.  Has Monetary Policy Become More Effective? , 2003, The Review of Economics and Statistics.

[91]  Sveriges Riksbank Firm-Specific Capital , Nominal Rigidities and the Business Cycle , 2004 .

[92]  Frank Smets,et al.  Firm-Specific Production Factors in a DSGE Model with Taylor Price Setting , 2006, SSRN Electronic Journal.

[93]  Lorenz Goette,et al.  How Wages Change: Micro Evidence from the International Wage Flexibility Project , 2006, SSRN Electronic Journal.

[94]  C. Fuss,et al.  The Impact of Uncertainty on Investment Plans , 2002 .

[95]  Patrick J. G. Van Cayseele,et al.  Financial Consolidation and Liquidity: Prudential Regulation And/Or Competition Policy? , 2004 .

[96]  Georges Hübner,et al.  NATIONAL BANK OF BELGIUM WORKING PAPERS-RESEARCH SERIES DEVELOPMENT PATH AND CAPITAL STRUCTURE OF BELGIAN BIOTECHNOLOGY FIRMS , 2002 .

[97]  François Coppens,et al.  The Single European Electricity Market: A Long Road to Convergence , 2006 .

[98]  Robert B. Litterman Forecasting and policy analysis with Bayesian vector autoregression models , 1984 .

[99]  I. Visco,et al.  Knowledge, Technology and Economic Growth: an OECD Perspective , 2000 .

[100]  C. Sims,et al.  Were there Regime Switches in U.S. Monetary Policy , 2006 .

[101]  David de la Croix,et al.  Dynamics and Monetary Policy in a Fair Wage Model of the Business Cycle , 2007 .

[102]  C. Fuss,et al.  The Response of Firms' Investment and Financing to Adverse Cash Flow Shocks: The Role of Bank Relationships , 2006 .

[103]  Rafael Wouters,et al.  Nominal Wage Rigidities in a New Keynesian Model with Frictional Unemployment , 2006 .

[104]  Gregorios Siourounis,et al.  Optimal Currency Shares in International Reserves: The Impact of the Euro and the Prospects for the Dollar , 2006, SSRN Electronic Journal.

[105]  Stephan Sauer Discretion Rather than Rules? When is Discretionary Policy-Making Better than the Timeless Perspective? , 2007, SSRN Electronic Journal.

[106]  C. V. Nieuwenhuyze,et al.  A Generalised Dynamic Factor Model for the Belgian Economy - Useful Business Cycle Indicators and GDP Growth Forecasts , 2006 .

[107]  Luc Aucremanne,et al.  Attractive Prices and Euro-Rounding Effects on Inflation , 2001 .

[108]  B. Bernanke,et al.  The Financial Accelerator in a Quantitative Business Cycle Framework , 1998 .

[109]  I. Maes,et al.  The Process of European Monetary Integration: A Comparison of the Belgian and Italian Approaches , 2003 .

[110]  Jean-Bernard Chatelain,et al.  Structural Modelling of Investment and Financial Constraints: Where Do We Stand? , 2002, SSRN Electronic Journal.

[111]  John Geweke,et al.  Federal Reserve Bank of Minneapolis Research Department Staff Report 249 Using Simulation Methods for Bayesian Econometric Models: Inference, Development, and Communication , 2022 .

[112]  C. Fuss,et al.  Firms’ investment decisions in response to demand and price uncertainty , 2004, SSRN Electronic Journal.

[113]  Frédéric Verschueren,et al.  Finance, Uncertainty and Investment: Assessing the Gains and Losses of a Generalized Non Linear Structural Approach Using Belgian Panel Data , 2002 .

[114]  Maureen O’Hara,et al.  Liquidity and Financial Market Stability , 2004 .

[115]  Philippe Moës,et al.  Asymetric Growth and Inflation Developments in the Acceding Countries: A New Assessment , 2004 .

[116]  Frank Smets,et al.  An Estimated Dynamic Stochastic General Equilibrium Model of the Euro Area , 2002 .

[117]  Anders Warne,et al.  Bayesian Inference in Cointegrated VAR Models: With Applications to the Demand for Euro Area M3 , 2006, SSRN Electronic Journal.

[118]  James H. Stock,et al.  Has the Business Cycle Changed? Evidence and Explanations , 2003 .

[119]  Jens Tapking,et al.  Pricing of Settlement Link Services and Mergers of Central Securities Depositories , 2007, SSRN Electronic Journal.

[120]  Joseph Pearlman,et al.  Quantifying and Sustaining Welfare Gains from Monetary Commitment , 2007, SSRN Electronic Journal.

[121]  Julio J. Rotemberg,et al.  An Optimization-Based Econometric Framework for the Evaluation of Monetary Policy , 1997, NBER Macroeconomics Annual.