Dynamic Higher Order Expectations

In models where privately informed agents interact, they may need to form higher-order expectations, i.e. expectations about other agents' expectations. In this paper we prove that there exists a unique equilibrium in a class of linear dynamic rational expectations models in which privately informed agents form higher order expectations. We propose an iterative procedure that recursively computes increasing orders of expectations. The algorithm is a contraction mapping, and the implied dynamics of the endogenous variables converge to the unique equilibrium of the model. The contractive property of the algorithm implies that, in spite of the fact that the model features an infinite regress of expectations, the equilibrium dynamics of the model can be approximated to an arbitrary accuracy with a finite-dimensional state. We provide explicit bounds on the approximation errors. These results hold under quite general conditions: It is sufficient that agents discount the future and that the exogenous processes follow stationary (but otherwise unrestricted) VARMA processes.

[1]  M. Gover,et al.  Comparative review of applied linear algebra, 3rd ed., by B. Noble and J.W. Daniel and linear algebra and its applications, 3rd ed., by G. Strang☆☆☆ , 1989 .

[2]  Xavier Vives,et al.  Dynamic Trading and Asset Prices: Keynes Vs. Hayek , 2007, SSRN Electronic Journal.

[3]  Ron Kaniel,et al.  Price Drift as an Outcome of Differences in Higher Order Beliefs , 2008 .

[4]  L. Robert Some International Evidence on Output-Inflation Tradeoffs. , 1973 .

[5]  lawa Kanas,et al.  Metric Spaces , 2020, An Introduction to Functional Analysis.

[6]  C. Hellwig Public Announcements, Adjustment Delays, and the Business Cycle (November 2002) , 2002 .

[7]  G. Lorenzoni A Theory of Demand Shocks , 2006 .

[8]  W. Greub Linear Algebra , 1981 .

[9]  T. Sargent,et al.  Recursive Macroeconomic Theory , 2000 .

[10]  Stephen Morris,et al.  Inertia of Forward-Looking Expectations , 2006 .

[11]  S. Morris,et al.  Social Value of Public Information , 2002 .

[12]  Mirko Wiederholt,et al.  Optimal Sticky Prices under Rational Inattention , 2009 .

[13]  Guido Lorenzoni,et al.  Optimal Monetary Policy with Uncertain Fundamentals and Dispersed Information , 2009 .

[14]  Jonathan Weinstein,et al.  Impact of Higher-Order Uncertainty , 2003, Games Econ. Behav..

[15]  Philippe Aghion,et al.  Knowledge, information, and expectations in modern macroeconomics : in honor of Edmund S. Phelps , 2003 .

[16]  Todd B. Walker How Equilibrium Prices Reveal Information in Time Series Models with Disparately Informed, Competitive Traders , 2006 .

[17]  X. Vives,et al.  Dynamic Trading, Asset Prices, and Bubbles , 2007 .

[18]  C. Hellwig,et al.  Setting the Right Prices for the Wrong Reasons , 2009 .

[19]  Todd B. Walker How equilibrium prices reveal information in a time series model with disparately informed, competitive traders , 2007, J. Econ. Theory.

[20]  T. Sargent,et al.  A note on Wiener-Kolmogorov prediction formulas for rational expectations models , 1981 .

[21]  Phelps,et al.  Beauty Contests and Iterated Expectations in Asset Markets * , 2001 .

[22]  Thomas J. Sargent,et al.  Knowing the forecasts of others , 2005 .

[23]  Audra E. Kosh,et al.  Linear Algebra and its Applications , 1992 .

[24]  John C. Harsanyi,et al.  Games with Incomplete Information Played by "Bayesian" Players, I-III: Part I. The Basic Model& , 2004, Manag. Sci..

[25]  T. Sargent Equilibrium with signal extraction from endogenous variables , 1991 .

[26]  R. Aumann,et al.  Unraveling in Guessing Games : An Experimental Study , 2007 .

[27]  K. Atkinson,et al.  Theoretical Numerical Analysis: A Functional Analysis Framework , 2001 .

[28]  Kenneth Kasa,et al.  Forecasting the Forecasts of Others in the Frequency Domain , 2000 .

[29]  Olivier Coibion,et al.  What Can Survey Forecasts Tell Us About Informational Rigidities? , 2008 .

[30]  H. Barger The General Theory of Employment, Interest and Money , 1936, Nature.

[31]  J. Wolfers,et al.  Disagreement about Inflation Expectations , 2003, NBER Macroeconomics Annual.

[32]  Christian Grisse Higher Order Beliefs and the Comovement of Asset Prices , 2007 .

[33]  D. Luenberger Optimization by Vector Space Methods , 1968 .

[34]  J. Keynes,et al.  The General Theory of Employment, Interest and Money. , 1936 .

[35]  E. Kreyszig Introductory Functional Analysis With Applications , 1978 .

[36]  Alessandro Pavan,et al.  Efficient Use of Information and Social Value of Information , 2007 .

[37]  Robert M. Townsend,et al.  Forecasting the Forecasts of Others , 1983, Journal of Political Economy.

[38]  Wilbur John Coleman Solving the Stochastic Growth Model by Policy-Function Iteration , 1990 .

[39]  L. B. Thomas Survey Measures of Expected U.S. Inflation , 1999 .

[40]  J. Harsanyi Games with Incomplete Information Played by 'Bayesian' Players, Part III. The Basic Probability Distribution of the Game , 1968 .

[41]  Eric T. Swanson Have Increases in Federal Reserve Transparency Improved Private Sector Interest Rate Forecasts? , 2006 .

[42]  Richard A. Davis,et al.  Time Series: Theory and Methods , 2013 .

[43]  R. Lucas Expectations and the neutrality of money , 1972 .

[44]  Todd B. Walker,et al.  Asset Prices in a Time Series Model with Perpetually Disparately Informed, Competitive Traders , 2006 .

[45]  R. Lucas An Equilibrium Model of the Business Cycle , 1975, Journal of Political Economy.

[46]  Kristoffer Nimark,et al.  DYNAMIC PRICING AND IMPERFECT COMMON KNOWLEDGE , 2008 .

[47]  Klaus Adam Optimal Monetary Policy with Imperfect Common Knowledge , 2003 .