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

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 co...

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Published inProceedings of the National Academy of Sciences - PNAS Vol. 111; no. 29; pp. 10503 - 10508
Main Authors Smith, Alec, Lohrenz, Terry, King, Justin, Montague, P. Read, Camerer, Colin F.
Format Journal Article
LanguageEnglish
Published United States National Academy of Sciences 22.07.2014
National Acad Sciences
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Online AccessGet full text
ISSN0027-8424
1091-6490
1091-6490
DOI10.1073/pnas.1318416111

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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.
AbstractList 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.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.
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.
Asset price bubbles are an important example of human group decision making gone awry, but the behavioral and neural underpinnings of bubble dynamics remain mysterious. In multisubject markets determined by 11–23 subjects, with 2–3 subjects simultaneously scanned using functional MRI, we show how behavior and brain activity interact during bubbles. Nucleus accumbens (NAcc) activity tracks the price bubble and predicts future price changes. Traders who buy more aggressively based on NAcc signals earn less. High-earning traders have early warning signals in the anterior insular cortex before prices reach a peak, and sell coincidently with that signal, precipitating the crash. These experiments could help understand other cases in which human groups badly miscompute the value of actions or events. 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.
Asset price bubbles are an important example of human group decision making gone awry, but the behavioral and neural underpinnings of bubble dynamics remain mysterious. In multisubject markets determined by 11–23 subjects, with 2–3 subjects simultaneously scanned using functional MRI, we show how behavior and brain activity interact during bubbles. Nucleus accumbens (NAcc) activity tracks the price bubble and predicts future price changes. Traders who buy more aggressively based on NAcc signals earn less. High-earning traders have early warning signals in the anterior insular cortex before prices reach a peak, and sell coincidently with that signal, precipitating the crash. These experiments could help understand other cases in which human groups badly miscompute the value of actions or events. 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.
Author Camerer, Colin F.
Smith, Alec
King, Justin
Montague, P. Read
Lohrenz, Terry
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Cites_doi 10.1073/pnas.0608842104
10.1038/nmeth.1635
10.1257/aer.96.3.577
10.1523/JNEUROSCI.4286-07.2008
10.1523/JNEUROSCI.6316-10.2011
10.2307/1911361
10.1016/j.neuron.2005.08.008
10.1093/0198292279.001.0001
10.2307/2298101
10.1038/nature03015
10.3200/JECE.40.1.027-037
10.1038/nrn2555
10.1523/JNEUROSCI.0003-10.2010
10.1016/j.neuron.2006.06.024
10.1016/j.bcp.2007.06.043
10.1111/j.1540-6261.2006.00867.x
10.1017/S0022109009990056
10.1111/j.1540-6261.2006.00868.x
10.1111/1468-0262.00393
10.1038/nn1176
10.1057/9780230628045
10.1111/1540-6261.00560
10.1086/260900
10.1523/JNEUROSCI.16-05-01936.1996
10.2307/1911360
10.1016/j.neuroimage.2013.02.063
10.1257/000282805775014362
10.1371/journal.pone.0023291
10.1111/j.1540-6261.2006.00885.x
10.3386/w19189
10.1016/j.neuron.2013.07.003
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Keywords neuroeconomics
asset bubbles
hyperscanning
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Author contributions: A.S., T.L., P.R.M., and C.F.C. designed research; A.S. and J.K. performed research; A.S., T.L., and P.R.M. contributed new reagents/analytic tools; A.S. analyzed data; and A.S., T.L., P.R.M., and C.F.C. wrote the paper.
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References Akerlof G (e_1_3_3_5_2) 2009
Camerer C (e_1_3_3_24_2) 1993
Lo A (e_1_3_3_36_2) 2013
Dyck A (e_1_3_3_32_2) 2003
e_1_3_3_17_2
e_1_3_3_16_2
e_1_3_3_19_2
e_1_3_3_38_2
e_1_3_3_18_2
e_1_3_3_39_2
e_1_3_3_13_2
e_1_3_3_12_2
e_1_3_3_15_2
e_1_3_3_34_2
e_1_3_3_14_2
e_1_3_3_35_2
e_1_3_3_33_2
e_1_3_3_11_2
e_1_3_3_30_2
e_1_3_3_10_2
e_1_3_3_31_2
e_1_3_3_6_2
e_1_3_3_8_2
e_1_3_3_7_2
e_1_3_3_28_2
Shiller R (e_1_3_3_3_2) 2005
e_1_3_3_9_2
e_1_3_3_27_2
e_1_3_3_29_2
e_1_3_3_23_2
Shefrin H (e_1_3_3_37_2) 1999
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e_1_3_3_25_2
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References_xml – volume-title: Animal Spirits: How Human Psychology Drives the Economy, and Why It Matters for Global Capitalism
  year: 2009
  ident: e_1_3_3_5_2
– ident: e_1_3_3_27_2
  doi: 10.1073/pnas.0608842104
– ident: e_1_3_3_12_2
  doi: 10.1038/nmeth.1635
– ident: e_1_3_3_33_2
  doi: 10.1257/aer.96.3.577
– ident: e_1_3_3_23_2
  doi: 10.1523/JNEUROSCI.4286-07.2008
– ident: e_1_3_3_14_2
  doi: 10.1523/JNEUROSCI.6316-10.2011
– ident: e_1_3_3_8_2
  doi: 10.2307/1911361
– ident: e_1_3_3_26_2
  doi: 10.1016/j.neuron.2005.08.008
– ident: e_1_3_3_16_2
  doi: 10.1093/0198292279.001.0001
– ident: e_1_3_3_30_2
  doi: 10.2307/2298101
– ident: e_1_3_3_11_2
  doi: 10.1038/nature03015
– ident: e_1_3_3_9_2
  doi: 10.3200/JECE.40.1.027-037
– volume-title: Beyond Greed and Fear
  year: 1999
  ident: e_1_3_3_37_2
– ident: e_1_3_3_20_2
  doi: 10.1038/nrn2555
– ident: e_1_3_3_22_2
  doi: 10.1523/JNEUROSCI.0003-10.2010
– ident: e_1_3_3_21_2
  doi: 10.1016/j.neuron.2006.06.024
– volume-title: Handbook on Systemic Risk
  year: 2013
  ident: e_1_3_3_36_2
– ident: e_1_3_3_29_2
  doi: 10.1016/j.bcp.2007.06.043
– ident: e_1_3_3_31_2
  doi: 10.1111/j.1540-6261.2006.00867.x
– volume-title: Double Auction Markets
  year: 1993
  ident: e_1_3_3_24_2
– ident: e_1_3_3_34_2
  doi: 10.1017/S0022109009990056
– ident: e_1_3_3_18_2
  doi: 10.1111/j.1540-6261.2006.00868.x
– ident: e_1_3_3_35_2
  doi: 10.1111/1468-0262.00393
– ident: e_1_3_3_19_2
  doi: 10.1038/nn1176
– ident: e_1_3_3_2_2
  doi: 10.1057/9780230628045
– ident: e_1_3_3_4_2
  doi: 10.1111/1540-6261.00560
– ident: e_1_3_3_39_2
– ident: e_1_3_3_1_2
  doi: 10.1086/260900
– ident: e_1_3_3_10_2
  doi: 10.1523/JNEUROSCI.16-05-01936.1996
– ident: e_1_3_3_7_2
  doi: 10.2307/1911360
– ident: e_1_3_3_13_2
  doi: 10.1016/j.neuroimage.2013.02.063
– ident: e_1_3_3_25_2
  doi: 10.1257/000282805775014362
– ident: e_1_3_3_15_2
  doi: 10.1371/journal.pone.0023291
– ident: e_1_3_3_38_2
– ident: e_1_3_3_6_2
  doi: 10.1111/j.1540-6261.2006.00885.x
– ident: e_1_3_3_17_2
  doi: 10.3386/w19189
– volume-title: Irrational Exuberance
  year: 2005
  ident: e_1_3_3_3_2
– ident: e_1_3_3_28_2
  doi: 10.1016/j.neuron.2013.07.003
– volume-title: Corporate Governance and Capital Flows in a Global Economy
  year: 2003
  ident: e_1_3_3_32_2
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Snippet Groups of humans routinely misassign value to complex future events, especially in settings involving the exchange of resources. If properly structured,...
Asset price bubbles are an important example of human group decision making gone awry, but the behavioral and neural underpinnings of bubble dynamics remain...
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SubjectTerms Asset markets
assets
Behavior
Behavioral neuroscience
Biological Sciences
Brain
Brain - physiology
Bubbles
Business orders
Commerce
cortex
Dividends
Economic bubbles
Emotions - physiology
Human subjects
Humans
Imaging
Investments
magnetic resonance imaging
Market prices
markets
Nucleus accumbens
Price changes
prices
purchasing
Social Sciences
Warning systems
Title Irrational exuberance and neural crash warning signals during endogenous experimental market bubbles
URI https://www.jstor.org/stable/23803666
http://www.pnas.org/content/111/29/10503.abstract
https://www.ncbi.nlm.nih.gov/pubmed/25002476
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https://www.proquest.com/docview/1803134566
https://pubmed.ncbi.nlm.nih.gov/PMC4115519
https://www.pnas.org/content/pnas/111/29/10503.full.pdf
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