How Market Ecology Explains Market Malfunction

PNAS, 2020

12 Pages Posted: 11 Nov 2020 Last revised: 26 Jan 2021

See all articles by Maarten P. Scholl

Maarten P. Scholl

Department of Computer Science, University of Oxford; Institute for New Economic Thinking at the Oxford Martin School

Anisoara Calinescu

Department of Computer Science, University of Oxford

J. Doyne Farmer

University of Oxford - Institute for New Economic Thinking at the Oxford Martin School; Santa Fe Institute

Date Written: September 21, 2020

Abstract

Standard approaches to the theory of financial markets are based on equilibrium and efficiency. Here we develop an alternative based on concepts and methods developed by biologists, in which the wealth invested in a financial strategy is like the abundance of a species. We study a toy model of a market consisting of value investors, trend followers and noise traders. We show that the average returns of strategies are strongly density dependent, i.e. they depend on the wealth invested in each strategy at any given time. In the absence of noise the market would slowly evolve toward an efficient equilibrium, but the statistical uncertainty in profitability (which is adjusted to match real markets) makes this noisy and uncertain. Even in the long term, the market spends extended periods of time away from perfect efficiency. We show how core concepts from ecology, such as the community matrix and food webs, give insight into market behavior. The wealth dynamics of the market ecology explain how market inefficiencies spontaneously occur and gives insight into the origins of excess price volatility and deviations of prices from fundamental values.

Keywords: market efficiency, market ecology, agent-based modeling

JEL Classification: G14, G17, C53

Suggested Citation

Scholl, Maarten Peter and Calinescu, Anisoara and Farmer, J. Doyne, How Market Ecology Explains Market Malfunction (September 21, 2020). PNAS, 2020, Available at SSRN: https://ssrn.com/abstract=3696449 or http://dx.doi.org/10.2139/ssrn.3696449

Maarten Peter Scholl (Contact Author)

Department of Computer Science, University of Oxford ( email )

Wolfson Building, Parks Road
Oxford
United Kingdom

HOME PAGE: http://https://www.cs.ox.ac.uk/people/maarten.scholl/

Institute for New Economic Thinking at the Oxford Martin School ( email )

Eagle House
Walton Well Road
Oxford, OX2 6ED
United Kingdom

HOME PAGE: http://https://www.inet.ox.ac.uk/people/maarten-scholl/

Anisoara Calinescu

Department of Computer Science, University of Oxford ( email )

Mansfield Road
Oxford, Oxfordshire OX1 4AU
United Kingdom
+44 (0)1865 283527 (Phone)

HOME PAGE: http://https://www.cs.ox.ac.uk/people/ani.calinescu/

J. Doyne Farmer

University of Oxford - Institute for New Economic Thinking at the Oxford Martin School ( email )

Eagle House
Walton Well Road
Oxford, OX2 6ED
United Kingdom

HOME PAGE: http://www.inet.ox.ac.uk/people/view/4

Santa Fe Institute ( email )

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Santa Fe, NM 87501
United States
505-984-8800 (Phone)
505-982-0565 (Fax)

HOME PAGE: http://www.santafe.edu/~jdf/

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