Irrational exuberance and neural crash warning signals during endogenous experimental market bubbles.

Alec Smith, Terry Lohrenz, Justin King, P Read Montague, Colin F Camerer
Author Information
  1. Alec Smith: Humanities and Social Sciences and Computational and Neural Systems, California Institute of Technology, Pasadena, CA 91125; acs@hss.caltech.edu camerer@hss.caltech.edu read@vt.edu.
  2. Terry Lohrenz: Virginia Tech Carilion Research Institute, Virginia Tech, Roanoke, VA 24016; and.
  3. Justin King: Virginia Tech Carilion Research Institute, Virginia Tech, Roanoke, VA 24016; and.
  4. P Read Montague: Virginia Tech Carilion Research Institute, Virginia Tech, Roanoke, VA 24016; andThe Wellcome Trust Centre for Neuroimaging, University College London, London WC1N 3BG, United Kingdom acs@hss.caltech.edu camerer@hss.caltech.edu read@vt.edu.
  5. Colin F Camerer: Humanities and Social Sciences and Computational and Neural Systems, California Institute of Technology, Pasadena, CA 91125; acs@hss.caltech.edu camerer@hss.caltech.edu read@vt.edu.

Abstract

Groups of humans routinely misassign value to complex future events, especially in settings involving the exchange of resources. If properly structured, experimental markets can act as excellent probes of human group-level valuation mechanisms during pathological overvaluations--price bubbles. The connection between the behavioral and neural underpinnings of such phenomena has been absent, in part due to a lack of enabling technology. We used a multisubject functional MRI paradigm to measure neural activity in human subjects participating in experimental asset markets in which endogenous price bubbles formed and crashed. Although many ideas exist about how and why such bubbles may form and how to identify them, our experiment provided a window on the connection between neural responses and behavioral acts (buying and selling) that created the bubbles. We show that aggregate neural activity in the nucleus accumbens (NAcc) tracks the price bubble and that NAcc activity aggregated within a market predicts future price changes and crashes. Furthermore, the lowest-earning subjects express a stronger tendency to buy as a function of measured NAcc activity. Conversely, we report a signal in the anterior insular cortex in the highest earners that precedes the impending price peak, is associated with a higher propensity to sell in high earners, and that may represent a neural early warning signal in these subjects. Such markets could be a model system to understand neural and behavior mechanisms in other settings where emergent group-level activity exhibits mistaken belief or valuation.

Keywords

References

  1. Nat Neurosci. 2004 Feb;7(2):189-95 [PMID: 14730305]
  2. Neuron. 2013 Sep 18;79(6):1222-31 [PMID: 24050407]
  3. PLoS One. 2011;6(8):e23291 [PMID: 21829726]
  4. Nature. 2004 Oct 14;431(7010):760-7 [PMID: 15483596]
  5. Proc Natl Acad Sci U S A. 2007 May 29;104(22):9493-8 [PMID: 17519340]
  6. Nat Rev Neurosci. 2009 Jan;10(1):59-70 [PMID: 19096369]
  7. Neuroimage. 2013 Aug 1;76:412-27 [PMID: 23507394]
  8. Nat Methods. 2011 Jun 26;8(8):665-70 [PMID: 21706013]
  9. Neuron. 2005 Sep 1;47(5):763-70 [PMID: 16129404]
  10. J Neurosci. 1996 Mar 1;16(5):1936-47 [PMID: 8774460]
  11. Biochem Pharmacol. 2008 Jan 1;75(1):63-75 [PMID: 17719013]
  12. J Neurosci. 2008 Mar 12;28(11):2745-52 [PMID: 18337404]
  13. Neuron. 2006 Aug 3;51(3):381-90 [PMID: 16880132]
  14. J Neurosci. 2010 May 12;30(19):6613-9 [PMID: 20463224]
  15. J Neurosci. 2011 Apr 6;31(14):5504-11 [PMID: 21471387]

Grants

  1. R01 MH085496/NIMH NIH HHS
  2. 091188/Wellcome Trust
  3. R01 DA011723/NIDA NIH HHS
  4. /Wellcome Trust
  5. 091593/Wellcome Trust

MeSH Term

Behavior
Brain
Commerce
Emotions
Humans
Investments

Word Cloud

Created with Highcharts 10.0.0neuralbubblesactivitypriceexperimentalmarketssubjectsNAccfuturesettingshumangroup-levelvaluationmechanismsconnectionbehavioralassetendogenousmaymarketsignalearnerswarningGroupshumansroutinelymisassignvaluecomplexeventsespeciallyinvolvingexchangeresourcesproperlystructuredcanactexcellentprobespathologicalovervaluations--priceunderpinningsphenomenaabsentpartduelackenablingtechnologyusedmultisubjectfunctionalMRIparadigmmeasureparticipatingformedcrashedAlthoughmanyideasexistformidentifyexperimentprovidedwindowresponsesactsbuyingsellingcreatedshowaggregatenucleusaccumbenstracksbubbleaggregatedwithinpredictschangescrashesFurthermorelowest-earningexpressstrongertendencybuyfunctionmeasuredConverselyreportanteriorinsularcortexhighestprecedesimpendingpeakassociatedhigherpropensitysellhighrepresentearlymodelsystemunderstandbehavioremergentexhibitsmistakenbeliefIrrationalexuberancecrashsignalshyperscanningneuroeconomics

Similar Articles

Cited By