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Behavioral economics: Introduction
Colin Camerer, Caltech
RES Easter School 22-25 Mar 2015
 What is it?
Use facts about natural [biological] limits on
computation, willpower and self-interest to improve
economics
History:
Why was psychology ignored?
 Questions to eventually answer
What happens in equilibrium?
Welfare and policy
This deck is for personal scholarly use only. Do not quote, circulate, or use for
teaching.
Precursor: What is economics?
 Consumer theory
 Maximize utility given preferences and information, subject to
constraint
Max u(x1,x2,xn|慮) s.t. 裡i pixi <y (income)
 Demand
 From consumer theory
 Complicated by risk, time, probability judgment (given 慮)
 Assume social independence of demand (no fashion)
 Supply
 Firms combine capital and hired labor to produce output
 Sorting of different workers into ideal jobs (Becker: That takes
care of 90% of it)
Allowing imperfection always
improves economics
Perfect competition ( firms)
Useful special case, helpful to relax
(product differentiation, oligopoly)
Perfect information (慮 = truth)
Useful special case, helpful to relax
(costly hidden information & action, signaling)
Perfect rationality (max u(x))
Useful special case, helpful to relax
(costly information processing, heterogeneity)
What do economists study?
AER March 07
 The Missing Motivation in Macroeconomics
George A. Akerlof
Competence Implies Credibility
Giuseppe Moscarini
Modeling the Transition to a New Economy:
Lessons from Two Technological Revolutions
Andrew Atkeson and Patrick J. Kehoe
The Cross Section of Foreign Currency Risk
Premia and Consumption Growth Risk
Hanno Lustig and Adrien Verdelhan
Inefficiency in Legislative Policymaking: A
Dynamic Analysis
Marco Battaglini and Stephen Coate
Decision Making in Committees:
Transparency, Reputation, and Voting Rules
Gilat Levy
Bureaucrats or Politicians? Part I: A Single
Policy Task
Alberto Alesina and Guido Tabellini
The Motivation and Bias of Bureaucrats
Canice Prendergast
Urban Evolutions: The Fast, the Slow, and the
Still
Gilles Duranton
Market Share Dynamics and the "Persistence
of Leadership" Debate
John Sutton
 Internet Advertising and the Generalized
Second-Price Auction: Selling Billions of
Dollars Worth of Keywords
Benjamin Edelman, Michael Ostrovsky and
Michael Schwarz
Credible Sales Mechanisms and
Intermediaries
David McAdams and Michael Schwarz
Imprecision as an Account of the
Preference Reversal Phenomenon
David J. Butler and Graham C. Loomes
Do Workers Work More if Wages Are High?
Evidence from a Randomized Field
Experiment
Ernst Fehr and Lorenz Goette
The Effect of Court-Ordered Hiring Quotas
on the Composition and Quality of Police
Justin McCrary
The Economic Impacts of Climate Change:
Evidence from Agricultural Output and
Random Fluctuations in Weather
Olivier Desch棚nes and Michael Greenstone
What Are Stock Investors Actual Historical
Returns? Evidence from Dollar-Weighted
Returns
Ilia D. Dichev
What model features are useful?
 Neoclassical economics:
 Generality applies to many domains
 Precision produces clear predictions
 Accuracy predictions are tested by field data
 Behavioral economics:
 All of above
+ psychological plausibility fit data on how
individuals think, perceive etc.
Why psychology was ignored:
Milton Friedman, Methodology of
Positive Economics (1953)
 The abstract methodological issues we have
been discussing have a direct bearing on the
perennial criticism of orthodox economic
theory as unrealistic as well as on the attempts
that have been made to reformulate theory to
meet this charge. Economics is a dismal
science because it assumes man to be selfish
and money-grubbing, a lightning calculator of
pleasures and pains, who oscillates like a
homogeneous globule of desire of happiness
under the impulse of stimuli that shift him about
the area, but leave him intact; it rests on
outmoded psychology and must be
reconstructed in line with each new development
in psychology;
Forgotten passage
 As we have seen, criticism of this type [about
accuracy of assumptions] is largely beside the point
unless supplemented by evidence that a
hypothesis differing in one or another of these
respects from the theory being criticised yields
better predictions for as wide a range of
phenomena. (mytalics)
 That is precisely what behavioral economics
tries to do
precisely
precisely
Claim: Many important economic decisions
will not necessarily becomputed correctly
 Housing
 Marriage/divorce
 Children
 Education & career choices
 Violence (crime, war)
 Health
Claim: Many important economic decisions
will not necessarily becomputed correctly
 Why not?
 Many are political decisions (median voter
theorem)
 Evolution did not face these challenges
 Learning from experience is difficult
 Advice markets may or may not work well
 Imitation of successful people may or may not
work well
Examples
 Computation
 Chess, consumer choice
 Willpower
 Hyperbolic discounting
 Greed
 Ultimatum games
Do markets correct mistakes?
 Tug-of-war:
 Firms sort to limit rationality mistakes from
workersand to better exploit consumer
mistakes
 Example: Pathological gambling
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Heterogeneity in economics
 Not everyone is the same
 Differences create division of labor,
specialization
 Interactions are interesting: Is the effect of
limitedly-rational agents multiplied or erased?
(Fehr Camerer Sci 07)
 Individual differences
 Gender, lifecycle, IQ, patience
 Example: Aging and credit (Laibson et al 07)
RES_introdiscussionCFC.ppt
Pareto believed optimization was
due to learning
 [W]e are concerned only with certain relations between
objective facts and subjective facts, principally the tastes
of men. Moreover, we will simplify the problem still more
by assuming that the subjective fact conforms perfectly
to the objective fact. This can be done because we will
consider only repeated actions to be a basis for claiming
that there is a logical connection uniting such actions.
 A man who buys a certain food for the first time may buy
more of it than is necessary to satisfy his tastes, price
taken into account. But in a second purchase he will
correct his error, in part at least, and thus, little by little,
will end up by procuring exactly what he needs. We will
examine this action at the time when he has reached this
state.
History and sociology
 Herbert Simon
 1954 JASA/OR/Econometrica/PoliSci
 bounded, procedural rationality (a/k/a Aumann
rule rationality)
 Inspired by cognitive revolution in psych, AI
 Thaler 1980 Toward a theory of consumer
choice (JEBO, first article, first issue)
 Met Kahneman, Tversky in 1970s
 KT, Slovic, Fischhoff, Lichtenstein
 Used deviations from Bayesian judgment, EU to
understand psychological principles
 Analogy to visual illusions in study of perception
Optical illusions: Decomposition is
unnaturalexcept for autists!
Modern history 
 Second wave empirics & psychology
 Camerer, Loewenstein, Shafir, Shefrin (c. 1985+), Shiller (1981)
 Third wave formalists
 Rabin (1993 AER), Laibson (1997 QJE)
 Koszegi, ODonoghue
 Empirics: Malmendier, Della Vigna, D. Silverman et al, +++
 Nobel prize (Kahneman-Smith 02)
 Thaler: Did you ever think we would be here? CFC: ______
 Converts
 Benabou-Tirole (03?), Fudenberg-Levine (06), Benhabib-Bisin
(05), many more
 2005+ Fundamentalist backlash
 Shaked pamphlet on social prefs, Rubinstein, Gul and
Pesendorfer (05) (echo of Pareto-Friedman argument), Levine
(Is behavioral economics doomed?)
 Relatively easy to publish  refutations of behavioral economics
findings (Plott-Zeiler AER, Manaiadis AEJ, AER, Sprenger
AER)
Trends: Franchising
 Finance (Shiller-Thaler, Shleifer, Barberis, Odean)
 Rationality limits influence pricing, corporate
 Game theory (Crawford, Camerer)
 Formal models of cognitive hierarchy, learning
 Labor (Fehr)
 Reciprocity/crowding out overturns many conclusions
 Law (Sunstein)
 Influence of framing, norms, tackle paternalism
 Public finance (Slemrod et al )
 What is welfare?
 Poverty (Shafir, Mullainathan)
Trends: Formal theory & field data
 New psychology & sociology
 Attention, motivated cognition, self-image, social
networks + peer effects
 Formal theory
 Deriving bounds on rationality from familiar primitives
(beliefs, preferences, rational attention)
 Dual-process models (planner-doer, controlled-
auto)
 My view: Theories that fit the most data and make
sharp, bold predictions are preferred
 Field data
 Friedmans desideratum what new effects are
predicted & explained?
Conclusions
 Behavioral economics is now well-established
 Should cease to be a distinct subfield around 2015
 Grounds economics in psychology and biology
 Imperfect rationality is as natural as
 Imperfect competition
 Imperfect information
 Interesting questions about market equilibrium
 Controversies are healthy (normal science)
 E.g. reference points are fragile
 Frontiers:
 Field data, careful theory, new psychology
Some critique
 The conclusion of so-called behavioral
economics is that people dont behave in a
rational way, that they dont respond as
expected to economic incentives. Empirical
economics shows that people do respond very
precisely to economic incentives. (Robert
Aumann interview 9/04
http://www.ma.huji.ac.il/~hart/papers/md-
aumann.pdf?. )
 Not quite: People respond imprecisely (perhaps
slowly) to incentives. And they respond to
variables which are not incentives (not prices,
income, or information)
Conscious computation and as if
 The thesis that behavioral economics attacks is that
people behave rationally in a conscious waythat they
consciously calculate and make an optimal decision based,
in each case, on rational calculations. [Ed. : False] Perhaps
behavioral economists are right that that is not so. Because
their experiments or polls show that people, when faced
with certain kinds of decisions, do not make the rational
decision. However, nobody ever claimed that; they are
attacking a straw man, a dead horse. What is claimed is
that economic agents behave in a way that could be
described as derived from rationality considerations; not
that they actually are derived that way, that they actually go
through a process of optimization each time they make a
decision. (Aumann interview)
 Not so: We are questioning predictions of the as if view
and attempting to construct models which make better
predictions. Read Friedman carefully...

More Related Content

RES_introdiscussionCFC.ppt

  • 1. Behavioral economics: Introduction Colin Camerer, Caltech RES Easter School 22-25 Mar 2015 What is it? Use facts about natural [biological] limits on computation, willpower and self-interest to improve economics History: Why was psychology ignored? Questions to eventually answer What happens in equilibrium? Welfare and policy This deck is for personal scholarly use only. Do not quote, circulate, or use for teaching.
  • 2. Precursor: What is economics? Consumer theory Maximize utility given preferences and information, subject to constraint Max u(x1,x2,xn|慮) s.t. 裡i pixi <y (income) Demand From consumer theory Complicated by risk, time, probability judgment (given 慮) Assume social independence of demand (no fashion) Supply Firms combine capital and hired labor to produce output Sorting of different workers into ideal jobs (Becker: That takes care of 90% of it)
  • 3. Allowing imperfection always improves economics Perfect competition ( firms) Useful special case, helpful to relax (product differentiation, oligopoly) Perfect information (慮 = truth) Useful special case, helpful to relax (costly hidden information & action, signaling) Perfect rationality (max u(x)) Useful special case, helpful to relax (costly information processing, heterogeneity)
  • 4. What do economists study? AER March 07 The Missing Motivation in Macroeconomics George A. Akerlof Competence Implies Credibility Giuseppe Moscarini Modeling the Transition to a New Economy: Lessons from Two Technological Revolutions Andrew Atkeson and Patrick J. Kehoe The Cross Section of Foreign Currency Risk Premia and Consumption Growth Risk Hanno Lustig and Adrien Verdelhan Inefficiency in Legislative Policymaking: A Dynamic Analysis Marco Battaglini and Stephen Coate Decision Making in Committees: Transparency, Reputation, and Voting Rules Gilat Levy Bureaucrats or Politicians? Part I: A Single Policy Task Alberto Alesina and Guido Tabellini The Motivation and Bias of Bureaucrats Canice Prendergast Urban Evolutions: The Fast, the Slow, and the Still Gilles Duranton Market Share Dynamics and the "Persistence of Leadership" Debate John Sutton Internet Advertising and the Generalized Second-Price Auction: Selling Billions of Dollars Worth of Keywords Benjamin Edelman, Michael Ostrovsky and Michael Schwarz Credible Sales Mechanisms and Intermediaries David McAdams and Michael Schwarz Imprecision as an Account of the Preference Reversal Phenomenon David J. Butler and Graham C. Loomes Do Workers Work More if Wages Are High? Evidence from a Randomized Field Experiment Ernst Fehr and Lorenz Goette The Effect of Court-Ordered Hiring Quotas on the Composition and Quality of Police Justin McCrary The Economic Impacts of Climate Change: Evidence from Agricultural Output and Random Fluctuations in Weather Olivier Desch棚nes and Michael Greenstone What Are Stock Investors Actual Historical Returns? Evidence from Dollar-Weighted Returns Ilia D. Dichev
  • 5. What model features are useful? Neoclassical economics: Generality applies to many domains Precision produces clear predictions Accuracy predictions are tested by field data Behavioral economics: All of above + psychological plausibility fit data on how individuals think, perceive etc.
  • 6. Why psychology was ignored: Milton Friedman, Methodology of Positive Economics (1953) The abstract methodological issues we have been discussing have a direct bearing on the perennial criticism of orthodox economic theory as unrealistic as well as on the attempts that have been made to reformulate theory to meet this charge. Economics is a dismal science because it assumes man to be selfish and money-grubbing, a lightning calculator of pleasures and pains, who oscillates like a homogeneous globule of desire of happiness under the impulse of stimuli that shift him about the area, but leave him intact; it rests on outmoded psychology and must be reconstructed in line with each new development in psychology;
  • 7. Forgotten passage As we have seen, criticism of this type [about accuracy of assumptions] is largely beside the point unless supplemented by evidence that a hypothesis differing in one or another of these respects from the theory being criticised yields better predictions for as wide a range of phenomena. (mytalics) That is precisely what behavioral economics tries to do
  • 10. Claim: Many important economic decisions will not necessarily becomputed correctly Housing Marriage/divorce Children Education & career choices Violence (crime, war) Health
  • 11. Claim: Many important economic decisions will not necessarily becomputed correctly Why not? Many are political decisions (median voter theorem) Evolution did not face these challenges Learning from experience is difficult Advice markets may or may not work well Imitation of successful people may or may not work well
  • 12. Examples Computation Chess, consumer choice Willpower Hyperbolic discounting Greed Ultimatum games
  • 13. Do markets correct mistakes? Tug-of-war: Firms sort to limit rationality mistakes from workersand to better exploit consumer mistakes Example: Pathological gambling GAMBLING PROBLEMS - TOP RATED ONLINE CASINO SITES. FREE KENO MASSAGE SANDALS BONUS ... is licensed and gambling problems regulated ! Here you will find gambling problems more information about all ... www.casino-startup.com/gambling-problems.html - 17k - Cached - More from this site - Save - Block
  • 14. Heterogeneity in economics Not everyone is the same Differences create division of labor, specialization Interactions are interesting: Is the effect of limitedly-rational agents multiplied or erased? (Fehr Camerer Sci 07) Individual differences Gender, lifecycle, IQ, patience Example: Aging and credit (Laibson et al 07)
  • 16. Pareto believed optimization was due to learning [W]e are concerned only with certain relations between objective facts and subjective facts, principally the tastes of men. Moreover, we will simplify the problem still more by assuming that the subjective fact conforms perfectly to the objective fact. This can be done because we will consider only repeated actions to be a basis for claiming that there is a logical connection uniting such actions. A man who buys a certain food for the first time may buy more of it than is necessary to satisfy his tastes, price taken into account. But in a second purchase he will correct his error, in part at least, and thus, little by little, will end up by procuring exactly what he needs. We will examine this action at the time when he has reached this state.
  • 17. History and sociology Herbert Simon 1954 JASA/OR/Econometrica/PoliSci bounded, procedural rationality (a/k/a Aumann rule rationality) Inspired by cognitive revolution in psych, AI Thaler 1980 Toward a theory of consumer choice (JEBO, first article, first issue) Met Kahneman, Tversky in 1970s KT, Slovic, Fischhoff, Lichtenstein Used deviations from Bayesian judgment, EU to understand psychological principles Analogy to visual illusions in study of perception
  • 18. Optical illusions: Decomposition is unnaturalexcept for autists!
  • 19. Modern history Second wave empirics & psychology Camerer, Loewenstein, Shafir, Shefrin (c. 1985+), Shiller (1981) Third wave formalists Rabin (1993 AER), Laibson (1997 QJE) Koszegi, ODonoghue Empirics: Malmendier, Della Vigna, D. Silverman et al, +++ Nobel prize (Kahneman-Smith 02) Thaler: Did you ever think we would be here? CFC: ______ Converts Benabou-Tirole (03?), Fudenberg-Levine (06), Benhabib-Bisin (05), many more 2005+ Fundamentalist backlash Shaked pamphlet on social prefs, Rubinstein, Gul and Pesendorfer (05) (echo of Pareto-Friedman argument), Levine (Is behavioral economics doomed?) Relatively easy to publish refutations of behavioral economics findings (Plott-Zeiler AER, Manaiadis AEJ, AER, Sprenger AER)
  • 20. Trends: Franchising Finance (Shiller-Thaler, Shleifer, Barberis, Odean) Rationality limits influence pricing, corporate Game theory (Crawford, Camerer) Formal models of cognitive hierarchy, learning Labor (Fehr) Reciprocity/crowding out overturns many conclusions Law (Sunstein) Influence of framing, norms, tackle paternalism Public finance (Slemrod et al ) What is welfare? Poverty (Shafir, Mullainathan)
  • 21. Trends: Formal theory & field data New psychology & sociology Attention, motivated cognition, self-image, social networks + peer effects Formal theory Deriving bounds on rationality from familiar primitives (beliefs, preferences, rational attention) Dual-process models (planner-doer, controlled- auto) My view: Theories that fit the most data and make sharp, bold predictions are preferred Field data Friedmans desideratum what new effects are predicted & explained?
  • 22. Conclusions Behavioral economics is now well-established Should cease to be a distinct subfield around 2015 Grounds economics in psychology and biology Imperfect rationality is as natural as Imperfect competition Imperfect information Interesting questions about market equilibrium Controversies are healthy (normal science) E.g. reference points are fragile Frontiers: Field data, careful theory, new psychology
  • 23. Some critique The conclusion of so-called behavioral economics is that people dont behave in a rational way, that they dont respond as expected to economic incentives. Empirical economics shows that people do respond very precisely to economic incentives. (Robert Aumann interview 9/04 http://www.ma.huji.ac.il/~hart/papers/md- aumann.pdf?. ) Not quite: People respond imprecisely (perhaps slowly) to incentives. And they respond to variables which are not incentives (not prices, income, or information)
  • 24. Conscious computation and as if The thesis that behavioral economics attacks is that people behave rationally in a conscious waythat they consciously calculate and make an optimal decision based, in each case, on rational calculations. [Ed. : False] Perhaps behavioral economists are right that that is not so. Because their experiments or polls show that people, when faced with certain kinds of decisions, do not make the rational decision. However, nobody ever claimed that; they are attacking a straw man, a dead horse. What is claimed is that economic agents behave in a way that could be described as derived from rationality considerations; not that they actually are derived that way, that they actually go through a process of optimization each time they make a decision. (Aumann interview) Not so: We are questioning predictions of the as if view and attempting to construct models which make better predictions. Read Friedman carefully...