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Research Article

Accurate market price formation model with both supply-demand and trend-following for global food prices providing policy recommendations

Marco Lagi, Yavni Bar-Yam, Karla Z. Bertrand, and Yaneer Bar-Yam
  1. New England Complex Systems Institute, Cambridge, MA 02139

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PNAS first published October 26, 2015; https://doi.org/10.1073/pnas.1413108112
Marco Lagi
New England Complex Systems Institute, Cambridge, MA 02139
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Yavni Bar-Yam
New England Complex Systems Institute, Cambridge, MA 02139
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Karla Z. Bertrand
New England Complex Systems Institute, Cambridge, MA 02139
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Yaneer Bar-Yam
New England Complex Systems Institute, Cambridge, MA 02139
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  • For correspondence: yaneer@necsi.edu
  1. Edited* by Thomas C. Schelling, University of Maryland, College Park, MD, and approved September 16, 2015 (received for review July 16, 2014)

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Significance

Recent increases in food prices are linked to widespread hunger and social unrest. The causes of high food prices have been debated. Here we rule out explanations that are not consistent with the data and construct a dynamic model of food prices using two factors determined to have the largest impact: corn-to-ethanol conversion and investor speculation. We overcome limitations of equilibrium theories that are unable to quantify the impact of speculation by using a dynamic model of trend following. The model accurately fits the data. Ethanol conversion results in a smooth price increase, whereas speculation results in bubbles and crashes. These findings significantly inform the discussion about food prices and market equilibrium and have immediate policy implications.

Abstract

Recent increases in basic food prices are severely affecting vulnerable populations worldwide. Proposed causes such as shortages of grain due to adverse weather, increasing meat consumption in China and India, conversion of corn to ethanol in the United States, and investor speculation on commodity markets lead to widely differing implications for policy. A lack of clarity about which factors are responsible reinforces policy inaction. Here, for the first time to our knowledge, we construct a dynamic model that quantitatively agrees with food prices. The results show that the dominant causes of price increases are investor speculation and ethanol conversion. Models that just treat supply and demand are not consistent with the actual price dynamics. The two sharp peaks in 2007/2008 and 2010/2011 are specifically due to investor speculation, whereas an underlying upward trend is due to increasing demand from ethanol conversion. The model includes investor trend following as well as shifting between commodities, equities, and bonds to take advantage of increased expected returns. Claims that speculators cannot influence grain prices are shown to be invalid by direct analysis of price-setting practices of granaries. Both causes of price increase, speculative investment and ethanol conversion, are promoted by recent regulatory changes—deregulation of the commodity markets, and policies promoting the conversion of corn to ethanol. Rapid action is needed to reduce the impacts of the price increases on global hunger.

  • behavioral economics
  • agricultural commodities
  • food prices
  • nonequilibrium markets
  • global crisis

Footnotes

  • ↵1To whom correspondence should be addressed. Email: yaneer{at}necsi.edu.
  • Author contributions: M.L., Yavni Bar-Yam, and Yaneer Bar-Yam designed research; M.L., Yavni Bar-Yam, and Yaneer Bar-Yam performed research; M.L., Yavni Bar-Yam, and Yaneer Bar-Yam contributed new reagents/analytic tools; M.L., Yavni Bar-Yam, and Yaneer Bar-Yam analyzed data; and M.L., Yavni Bar-Yam, K.Z.B., and Yaneer Bar-Yam wrote the paper.

  • The authors declare no conflict of interest.

  • ↵*This Direct Submission article had a prearranged editor.

  • This article contains supporting information online at www.pnas.org/lookup/suppl/doi:10.1073/pnas.1413108112/-/DCSupplemental.

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Quantitative nonequilibrium model of food prices
Marco Lagi, Yavni Bar-Yam, Karla Z. Bertrand, Yaneer Bar-Yam
Proceedings of the National Academy of Sciences Oct 2015, 201413108; DOI: 10.1073/pnas.1413108112

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Quantitative nonequilibrium model of food prices
Marco Lagi, Yavni Bar-Yam, Karla Z. Bertrand, Yaneer Bar-Yam
Proceedings of the National Academy of Sciences Oct 2015, 201413108; DOI: 10.1073/pnas.1413108112
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