Title: Assertions, assumptions and predictions
1Assertions, assumptions and predictions
- Applications to scientific method discussion
2Theory and reality
- Theories capture logical links between aspects of
reality - Ceteris paribus assumption is important in
theories but data for testing theories violate
ceteris paribus assumption - Smith a general discussion auxiliary
hypotheses - Cox example of joint tests and confounds,
example of non-standard objective functions - McDaniel and Rutström non-standard objective
function, inferring unobservable processes from
observable actions - Cummings, Harrison, and Rutström do theories
speak to hypothetical circumstances?
3Theory, Experiments and Economics Vernon Smith
- Nobel 2002
- Economics is theory intensive more than
observation intensive - An a priori science
- Field data tests are composite tests of all
assertions and assumptions of the theory jointly - CETERIS PARIBUS assumption
- If theory fails (is rejected) we dont know which
element is incorrect
4Field observations
- Natural experiments
- Ceteris paribus assumption is implemented to
greater extent - Less common in economics than in natural sciences
- Data normally collected by government agencies
for other purposes than theory testing - Exceptions exist
- Deal or No Deal game show
5Elements of a theory
- What is being tested
- Environment
- agents characteristics preferences, technology,
endowments - Institution
- Rules, terms and conditions for contact between
elements of demand and supply - Behavior
- Optimization, common knowledge, common
expectations, risk attitudes
6Beauty of laboratory experiments
- Control the environment
- Inducing values and costs
- Control the institution
- Defining and enforcing the trading rules
- Test the theorys assertion of optimization
7Example Double Auctions and Pit Markets
- Theory based on downward sloping demand and
upward sloping supply curves - Predicts P and Q based on QdQs
- Experiments
- Chamberlin prices did not converge to
equilibrium and varied a lot across contracts - Smith prices converge to equilibrium over time
and variance becomes small
8Why different findings
- Common elements in experimental design
- Many buyers and sellers
- Homogeneous goods
- Induced values and costs
- Differences
9Differences
- Chamberlin
- allowed traders to walk around and make deals
- No public information on the terms of the
contracts - Traders tended to cluster (presumably to minimize
information search cost) - Smith
- Central clearing house of contracts
- Public information on the terms of each contract
10If testing using field data
- May not be able to observe the institutional
details that generate the differences - Ceteris paribus
- Institutional details are the same
11Institutions matter
- Theory should pay more attention to institutions
- The rules of interactions information flow,
message space - The rules of contract enforcement
- Perfect competition theory price taking buyers
and sellers - Experimental finding price taking AND price
making
12Rationality and anomalies
- Sometimes anomalies have been used to declare the
death of rationality as an assumption in theory
of choice - Rationality is based on a small set of very
attractive axioms - Agents can compare things at least bilaterally
and rank things in a consistent manner - Agents can choose
- If agents are not rational can we even model
them?
13The most productive knowledge building attitude
is to be skeptical of both the theory and the
evidence. This is likely to cause you to seek
improvements in both the theory and the methods
of testing.
14How to identify trust and reciprocity
- James C. Cox, Games and Economic Behavior, 2003
15- Alternative assertions and specifications of
objective functions - Include psychological or social values
- Confounds in empirical tests
16Testing assertions joint tests and confounds
- Standard choice theory
- Utility maximization over consumption of goods or
over income or wealth - Behavioral extensions
- Psychological values and social preferences
- Utility arguments include other peoples utility
or income, consumption, wealth - Social norms
- Trust and Reciprocity
17The investment game
- 2 person game Investor and contractor
- Investor cannot enforce rate of return payment
from contractor - Incomplete contracts
- Investor and contractor both get 10
- Investor can send some of that to contractor
- Money sent triples (this is the return on the
investment) - Contractor can send some back or not no
penalties
18Predictions
- Standard assertion of utility maximization
- Contractor will never return any money
- So investor will never send
- Alternative assertion 1 Trust and Reciprocity
- Recognition of efficiency gain if investor trusts
and contractor reciprocates - Alternative assertion 2 Equity preferences
altruism - Investor beliefs that contractor has inequality
averse preferences
19Confounding influences
- Observations of sending and returning are not
proof of Trust and Reciprocity - Confounded by the possibility that preferences
reflect inequality aversion - Triadic game structure to test this
- Remove incentives to trust and test if giving
still occurs - Remove incentives to reciprocate and test if
returning still occurs - Finds evidence of both
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21Decision Making Costs and Problem Solving
Performance
- McDaniel and Rutström, Experimental Economics 2001
22- Alternative assertions
- Costly rationality
- Distractions and externalities in decision process
23Incentives and utility maximization
- Classical utility maximization
- Perfect rationality no decision costs or
decision errors - Costly rationality - cognitive production
function - Many different ways to model decision errors
- Stochastic noise terms on utility evaluation
- Stochastic noise term on expression of final
choice
24Cognitive Production Functions
- Mental resources and time enters decision making
- Extrinsic rewards monetary rewards
- Motivational factor
- Positive incentives make decisions better
- Costly rationality hypothesis
25Detrimental rewards
- Intrinsic rewards internal psychological
evaluations - Motivational factor
- Extrinsic and intrinsic motivation may be
dependent - Introducing extrinsic rewards when intrinsic
reward is already high - Detrimental effect on performance
- Extrinsic/intrinsic trade-off hypothesis
26Homegrown Values and Hypothetical Surveys Is the
Dichotomous Choice Approach Incentive-Compatible?
- Cummings, Harrison, and Rutström, American
Economic Review 1995
27- Do our theories predict behavior in hypothetical
situations - Can we study behavior using surveys of intentions?
28Contingent Valuation Method
- Questionnaire instrument to ascertain how people
value public goods or bads - Cannot use market price information since markets
do not exist - Dichotomous choice Take it or leave it offer
- Would you favor a policy that requires higher
smoke stacks on coal burning generation
facilities if it implies a 10 increase in your
annual federal income tax?
29Hypothetical incentives
- Respondents are in a hypothetical situation
- They will not have to take the consequences of
their decisions - This experiment tests for hypothetical response
bias in valuation of - Calculators
- Chocolates
- Citrus juicers
30- Proportion of yes responses significantly higher
in hypothetical setting - 41 16 for juicers
- 42 4 for chocolates
- 21 8 for calculators
- Did the preferences change?
- Or did the opportunities change?
31Conclusion
- Dont be fooled by the simplicity of theory
- Reality is very messy and hard to understand