Complex price dynamics in vertically linked cobweb markets

We enrich the traditional cobweb model by explicitly modelling interdependencies between upstream and downstream farmers in a vertically linked agricultural supply chain. Analysis of the system of nonlinear difference equations characterizing price dynamics in the underlying model reveal complex, quasi-cyclical price fluctuations around the unique equilibrium state. We show that time-delays arising from the unequal lengths of upstream and downstream production cycles have profound effects on price dynamics. From a policy perspective, we find that improvements in downstream production technology and declines in consumers’ sensitivity to prices lead to chaotic price fluctuations. Simulations under reasonable model calibrations reproduce the stylized features of actual prices, including quasi-cyclical fluctuations, positive first-order autocorrelation and fat-tailed distributions. In doing so, we address a major criticism of the theory of endogenous price fluctuations: the failure of chaotic cobweb models to replicate positively autocorrelated prices.

[1]  Stability and bifurcation in a simple heterogeneous asset pricing model , 2009 .

[2]  Christophe Gouel Agricultural Price Instability: A Survey of Competing Explanations and Remedies , 2012 .

[3]  Jean-Paul Chavas,et al.  Market Instability and Nonlinear Dynamics , 1993 .

[4]  J. Chavas On information and market dynamics: The case of the U.S. beef market , 2000 .

[5]  Roberto Dieci,et al.  Stability analysis of a cobweb model with market interactions , 2009, Appl. Math. Comput..

[6]  J. Hale,et al.  Stability in Linear Delay Equations. , 1985 .

[7]  L. Tian,et al.  New non-equilibrium cobweb dynamical evolution model and its application , 2015 .

[8]  Cars H. Hommes,et al.  On the consistency of backward-looking expectations: The case of the cobweb , 1998 .

[9]  Complex dynamics of monopolies with gradient adjustment , 2014 .

[10]  R. Dieci,et al.  Interacting cobweb markets , 2010 .

[11]  W. Brock,et al.  Adaptive rational equilibrium with forward looking agents , 2006 .

[12]  Cars H. Hommes,et al.  ADAPTIVE LEARNING AND ROADS TO CHAOS - THE CASE OF THE COBWEB , 1991 .

[13]  Martin Faulstich,et al.  The cobweb theorem and delays in adjusting supply in metals' markets , 2016 .

[14]  B. Adrangi,et al.  Are commodity prices chaotic , 2002 .

[15]  Cars Hommes,et al.  LEARNING IN COBWEB EXPERIMENTS , 2007, Macroeconomic Dynamics.

[16]  Blake LeBaron A Fast Algorithm for the BDS Statistic , 1997 .

[17]  J. Boussard,et al.  A Simple Model of Endogenous Agricultural Commodity Price Fluctuations with Storage , 2011 .

[18]  Jye-Chyi Lu,et al.  Competition under manufacturer service and retail price , 2011 .

[19]  Laura Gardini,et al.  Border collision bifurcations in boom and bust cycles , 2012, Journal of Evolutionary Economics.

[20]  Saangjoon Baak Tests for bounded rationality with a linear dynamic model distorted by heterogeneous expectations , 1999 .

[21]  Marc Nerlove,et al.  Adaptive Expectations and Cobweb Phenomena , 1958 .

[22]  M. Malek-Zavarei,et al.  Time-Delay Systems: Analysis, Optimization and Applications , 1987 .

[23]  Emma Jonson,et al.  A cobweb model of land-use competition between food and bioenergy crops , 2015 .

[24]  J. Boussard When risk generates chaos , 1996 .

[25]  R. Jensen,et al.  Chaotic price behavior in a non-linear cobweb model , 1984 .

[26]  H. Kantz,et al.  Nonlinear time series analysis , 1997 .

[27]  Guy Laroque,et al.  On the Behavior of Commodity Prices , 1990 .

[28]  J. Barkley Rosser,et al.  CONSISTENT EXPECTATIONS EQUILIBRIA AND COMPLEX DYNAMICS IN RENEWABLE RESOURCE MARKETS , 2001, Macroeconomic Dynamics.

[29]  S. Z. Hassan,et al.  On delayed dynamical duopoly , 2004, Appl. Math. Comput..

[30]  M. Miranda,et al.  Examining pricing mechanics in the poultry value chain - empirical evidence from Pakistan , 2016 .

[31]  Emilia Fridman,et al.  Introduction to Time-Delay Systems: Analysis and Control , 2014 .

[32]  B. Liu,et al.  Pricing decisions and strategies selection of dominant manufacturer in dual-channel supply chain , 2012 .

[33]  J. Yorke,et al.  Chaos, Strange Attractors, and Fractal Basin Boundaries in Nonlinear Dynamics , 1987, Science.

[34]  Bärbel Finkenstädt,et al.  Chaotic dynamics in agricultural markets , 1992, Ann. Oper. Res..

[35]  B. LeBaron,et al.  Nonlinear Dynamics, Chaos, and Instability: Statistical Theory and Economic Evidence , 1991 .

[36]  Carl Chiarella,et al.  The cobweb model: Its instability and the onset of chaos , 1988 .

[37]  F. Takens Detecting strange attractors in turbulence , 1981 .

[38]  Cars H. Hommes,et al.  Dynamics of the cobweb model with adaptive expectations and nonlinear supply and demand , 1994 .

[39]  Epaminondas Panas,et al.  Are oil markets chaotic? A non-linear dynamic analysis , 2000 .

[40]  Ludwig Kanzler,et al.  Very Fast and Correctly Sized Estimation of the Bds Statistic , 1999 .

[41]  Jean-Paul Chavas On Dynamic Arbitrage Pricing and Information: The Case of the US Broiler Sector , 1999 .

[42]  Baogui Xin,et al.  On a master–slave Bertrand game model , 2011 .

[43]  W. Brock Distinguishing random and deterministic systems: Abridged version , 1986 .

[44]  Gernot Sieg,et al.  Complex dynamics in a cobweb model with adaptive production adjustment , 2000 .

[45]  Tönu Puu,et al.  Attractors, Bifurcations, and Chaos: Nonlinear Phenomena in Economics , 2000 .

[46]  Mordecai Ezekiel,et al.  The Cobweb Theorem , 2010 .

[47]  R. Lucas Methods and Problems in Business Cycle Theory , 1980 .

[48]  Brian D. Wright,et al.  Is the storage model a 'closed' empirical issue? The empirical ability of the storage model to explain price dynamics. , 2006 .

[49]  William A. Barnett,et al.  A single-blind controlled competition among tests for nonlinearity and chaos , 1997 .

[50]  M. T. Yassen,et al.  Analysis of a duopoly game with delayed bounded rationality , 2003, Appl. Math. Comput..

[51]  Bärbel Finkenstädt,et al.  Nonlinear Dynamics in Economics: A Theoretical and Statistical Approach to Agricultural Markets , 1995 .

[52]  D. Farrell The role of poultry in human nutrition , 2012 .

[53]  Joep Sonnemans,et al.  The Instability of a Heterogeneous Cobweb economy: a Strategy Experiment on Expectation Formation , 2004 .

[54]  R. Muñoz‐Carpena,et al.  Distinguishing between endogenous and exogenous price volatility in food security assessment: An empirical nonlinear dynamics approach , 2018 .

[55]  William A. Brock,et al.  A rational route to randomness , 1997 .

[56]  Michael L. Katz,et al.  Vertical contractual relations , 1989 .

[57]  Joep Sonnemans,et al.  UvA-DARE (Digital Academic Repository) Price stability and volatility in markets with positive and negative expectations feedback: an experimental investigation , 2007 .

[58]  S. A. Campbell Time Delays in Neural Systems , 2007 .

[59]  B. LeBaron,et al.  A test for independence based on the correlation dimension , 1996 .

[60]  F. Westerhoff,et al.  A behavioral cobweb-like commodity market model with heterogeneous speculators , 2010 .