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Graduate Experimental Economics

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See the survey by Roberto Ricciuti and ... A Field Experiment with Racetrack Betting,' Journal of Political Economy, 106, 457 82. ... Parimutuel (win) Betting ... – PowerPoint PPT presentation

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Title: Graduate Experimental Economics


1
Graduate Experimental Economics
  • Lecture 9
  • John Hey

2
New Developments
  • Macroeconomics Experiments
  • Field Experiments
  • Neuro Economics Experiments

3
Macroeconomic Experiments
  • See the survey by Roberto Ricciuti and references
    therein.
  • We will just look at one example Riedl, A. and
    Van Winden, F. (2001) Does the wage tax system
    cause budget deficits? A macro-experiment,
    Public Choice, 109, 371-394.
  • But the same principles apply elsewhere.

4
Riedl and Van Winden
  • In this paper we investigate experimentally the
    economic functioning of a wage tax system for
    financing unemployment benefits in an
    international economy, in particular in reaction
    to budget deficits and tax adjustment. Our
    results support the hypothesis that due to
    out-of-equilibrium price uncertainty producers
    are reluctant to employ inputs.We also observe a
    downward pressure on wages exacerbated by an
    over-supply of labor by consumers. These
    observations can explain the budget deficits
    found. Furthermore, we find that tax adjustments
    in order to facilitate a balancing of the budget
    has strong adverse effects on unemployment and
    real GDP.

5
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6
Broad Structure
  • Two countries Big and Small
  • 3 consumers in each country with log-linear
    utility/payment function supply labour and
    consume.
  • 2 type X (traded) producers and 3 Type Y
    (protected) producers in each country demand
    labour and produce. CES prod.fn.
  • Multiple Unit Double Auction.

7
Purpose to compare two tax regimes
  • Result 1. For the constant tax regime in both
    countries substantial and persistent budget
    deficits are observed, which do not vanish over
    time.
  • when taxes adjust to the previous period budget
    deficit or surplus...
  • Result 5. For the dynamic tax regime the budget
    deficits converge to zero from below in both
    countries.

8
Unemployment
  • Result 2. For the constant tax regime (periods 1
    to 8) in both countries, unemployment converges
    to equilibrium unemployment from above, in the
    sense that the asymptotic (long-term) values,
    though larger, are statistically not
    significantly different from the predicted
    values.
  • Result 6. In the long run the unemployment rates
    measured as deviation from equilibrium
    unemployment rates increase from 6 to 12 in
    the small country and from 4 to 18 in the large
    country. Long-term RGDP decreases by 8 in the
    small country and by 13 in the large country.

9
Field Experiments
  • See Harrison G and List J A (2004), Field
    Experiments", Journal of Economic Literature, 62,
    1009-1055.
  • Six factors that can be used to determine the
    field context of an experiment
  • the nature of the subject pool,
  • the nature of the information that the subjects
    bring to the task,
  • the nature of the commodity,
  • the nature of the task or trading rules applied,
  • the nature of the stakes, and
  • the nature of the environment that the subject
    operates in.

10
Field Experiments A Classification
  • a conventional lab experiment is one that employs
    a standard subject pool of students, an abstract
    framing, and an imposed set of rules
  • an artefactual field experiment is the same as a
    conventional lab experiment but with a
    nonstandard subject pool
  • a framed field experiment is the same as an
    artefactual field experiment but with field
    context in either the commodity, task, or
    information set that the subjects can use
  • a natural field experiment is the same as a
    framed field experiment but where the environment
    is one where the subjects naturally undertake
    these tasks and where the subjects do not know
    that they are in an experiment.

11
A Field Experiment
  • Camerer, Colin F. 1998. Can Asset Markets Be
    Manipulated? A Field Experiment with Racetrack
    Betting, Journal of Political Economy, 106,
    45782.
  • To test whether naturally occurring markets can
    be strategically manipulated, 500 and 1,000
    bets were made, then canceled, at horse racing
    tracks. The net effects of these costless
    temporary bets give clues about how market
    participants react to information large bets
    might contain. The bets moved odds on horses
    visibly (compared to matched-pair control horses
    with similar prebet odds) and had a slight
    tendency to draw money toward the horse that was
    temporarily bet, but the net effect was close to
    zero and statistically insignificant. The results
    suggest that some bettors inferred information
    from bets and others did not, and their reactions
    roughly canceled out.

12
Parimutuel (win) Betting
  • Let Bn be the total amount bet on the horses that
    did not win and Bi be the amount bet by better i
    of the set of bettors who bet on the winning
    horse (i1,2,,I)
  • Then bettor i gets back his bet plus
  • k Bi/(B1 B2 BI) Bn
  • where (1-k) is the share that the track takes.

13
What Camerer did
  • He placed bets on a particular horse and then
    cancelled the bet just before the start.
  • He wanted to see if his temporary bids changed
    the prices of the horses
  • and also whether this was a way of manipulating
    the market.

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16
Conclusions
  • The answer to my title question is "no."
    Pari-mutuel racetrack odds could not be
    systematically manipulated with a sample of 50
    500 and 33 1,000 bets on randomly chosen
    temporary-bet horses, compared with matched-pair
    control horses in the same race. There is no
    evidence during any period-while the bet was
    "live" and lowered the odds on the bet horse,
    after it was canceled (raising the odds), or
    over the entire pre-bet to post-bet period - that
    other bettors responded systematically to the
    temporary bets. The bets also did not increase
    the variance of pre- and post-bet changes on the
    temporary-bet horse, relative to the controls, so
    it is not the case that temporary bets worked
    strongly in opposite directions.

17
A Natural Experiment
  • Deal or No Deal aka Affari Tuoi
  • Contestants sequentially choose between an offer
    of a sure amount of money and a gamble over the
    remaining boxes.
  • Can be modelled either static or dynamic.
  • Data can be used to estimate the risk preferences
    of the contestants.
  • See Conte et al LUISS (plus many others)

18
Neuro Economics
  • This is perhaps the most active (as well as being
    a very expensive) field.
  • Major players are Colin Camerer, Ernst Fehr, Aldo
    Rustichini, David Laibson, George Loewenstein.
  • Jockeying for a Nobel Prize.
  • Neuroeconomics combines neuroscience, economics,
    and psychology to study how we make choices. It
    looks at the role of the brain when we evaluate
    decisions, categorize risks and rewards, and
    interact with each other. (Wikipedia
    definition)
  • Opponents include Gul and Pesendorfer ("The Case
    for Mindless Economics") and Ariel Rubinstein,

19
Colin Camerer and Ernst Fehr
  • Both are very good at PR.
  • Camerer is at Caltech http//www.hss.caltech.edu/
    camerer/camerer.html and has a neuro site there
    http//www.neuro-economics.org/
  • Fehr is at Zurich (and MIT) http//www.iew.uzh.ch/
    chairs/fehr/team/fehr.html.

20
A Camerer Risk/Ambiguity experiment
  • Ming Hsu, Meghana Bhatt, Ralph Adolphs, Daniel
    Tranel, Colin F. Camerer (2005), Neural Systems
    Responding to Degrees of Uncertainty in Human
    Decision-Making, Science, 9, 310, 1680 - 1683

21
A Camerer Risk/Ambiguity experiment
22
Fig. 2. Regions showing greater activation in
response to ambiguity than in response to risk.
Random-effects analysis of all three treatments
revealed regions that are differentially
activated in decision-making under ambiguity
relative to risk (P   0.001, uncorrected
cluster size k   10 voxels). These regions
include (A) left amygdala and right
amygdala/parahippocampal gyrus (coronal section
shown at y 7 in MNI space heat map represents
t statistic with 42 degrees of freedom) and (B)
bilateral OFC. (C) Mean time courses of amygdala
and OFC (time synched to trial onset, dashed
vertical lines are mean decision times error
bars are SEM n 16).
23
Fig. 3. Regions showing greater activation in
response to risk than in response to ambiguity.
Random-effects analysis of all three treatments
revealed brain regions that are differentially
activated in decision-making under risk. These
regions include (A) dorsal striatum, as well as
precuneus and premotor cortex (table S8) (P  
0.001, uncorrected cluster size k   10
voxels.) (B) Mean time courses for risk regions
(time synched to trial onset, dashed vertical
lines are mean decision times error bars are
SEM n 16). (C) Regions of the dorsal striatum
significantly correlated with expected values of
subjects' choices in risk condition of Card-Deck
treatment (red) and both risk and ambiguity
conditions of Knowledge treatment (blue) (P lt
0.005, uncorrected cluster size k   10 voxels)
24
A Recent Fehr Paper
  • Ernst Fehr, Manfred Spitzer, Urs Fischbacher,
    Bärbel Herrnberger and Georg Grön (2007), The
    Neural Signature of Social Norm Compliance,
    Neuron 56, 185-196.

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26
Conclusions on Neuro
  • Interesting to know which parts of the brain are
    active when we are doing things.
  • and to know that different parts are active when
    we are doing different things.
  • But how does this information help us to do
    economics? To formulate new theories? If
    behaviour is different we knew that before if it
    is not different then why might we be interested?

27
The End
  • of the module
  • though hardly the end of experimental economics.
  • I hope that you have enjoyed the module.
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