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Course: The Economics of Search and Matching
Offered: Fall 2010
Instructor: John Kennes
Location: Aarhus University
This fall I will offer a course to advanced masters students (also elective
PhD's) on the economics of search and matching
at the University of Aarhus. This
course will emphasize the use of search and matching models as a fundamental
tool for economic analysis. The use of this tool will be illustrated by some
key applications in the fields of family economics, labor economics, monetary economics,
investment irreversibilities (kids, housing, specific human capital), networks and market design. This course will also highlight the importance of
other fundamental tools of economic analysis such as dynamic decision theory,
game theory, general equilibrium analysis, probability theory, calibration
methods, behavioral economics, and microeconometrics. Some key empirical
findings and puzzles will also be discussed.
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Link to official course description
Lecture plan
There are 48 hours of lectures over 12 weeks. The lecture hours are organized
by topic as follows.
A) Matching Foundations (8 lecture hours)
- The scope of search and matching theory in economic analysis
- The Gale-Shapley matching model
- The Becker matching model
- Comparative statics in a matching market
- Matching and pricing with frictions: The Diamond paradox
- Matching and pricing with frictions: The Burdett-Judd model
- Directed
matching with frictions: Auctions
-
Directed matching with frictions: Price posting
B) Decision making inside a relationship (8 lecture hours)
- Nash Bargaining
- Rubinstein Bargaining
- The Myerson-Satterthwaite theorem
- Introduction to intrahousehold utility
-
The unitary model
- The rotten kid theorem
- Collective model
- Comparative statics
C)
Search
(8 lecture hours)
- One-sided search: McCall's optimal stopping problem
- One-sided search: Jovanovic's learning problem
- The Diamond-Mortensen-Pissarides model: steady state
- The Diamond-Mortensen-Pissarides model: Aggregate shocks
- The Andolfatto/Shimer puzzle
-
The Burdett-Coles model
- The Kiyotaki-Wright model of monetary exchange
- The Lagos-Wright model
of monetary exchange
D) Descriptive statistics (4 hours)
- Simple duration analysis: Theory and estimation
- Simple duration analysis: Example
- Abowd, Kramarz and Margolis (AKM) regression:
Theory and estimation
- Abowd, Kramarz and Margolis (AKM) regression: Example
E) Technology dispersion (6 hours)
- The Eaton-Kortum/Julien, Kennes and King approach
- Order statistics
-
Equilibrium technology dispersion property
- Computation simplicity of directed search: Aggregate shocks
and lots of heterogeneity
-
The block recursive property
- Some quantitative results
F) Irreversible investments and risk sharing (6 hours)
- An investment irreversiblity problem: Marriage, fertility and step-families
-
Some quantitative results
- The hold-up problem
- The recursive saddlepoint method: Marcet-Marimon (1998)
- Risk sharing in the static collective model
- Risk sharing in a dynamic collective model
G) Externalities and Peer Effects (4 hours)
- Theory and evidence
- School quality and the Tiebout model
- Benabou's model of peer group effects
- Montgomery's model of networks
H) Market design (4 hours)
- The hospital-intern assignment problem
- The kidney exchange problem
- The Kelso-Crawford model
- Sales pitch to learn lattice theory
Note: Links to the lecture slides will appear (at what hazard I cannot tell for sure).
Course reader
There is a reader for the course, which contains a set of relevant journal
articles (The inclusion of some of my own papers makes it a bit idiosyncratic -
but you teach what you know). These articles are easy to obtain when you are logged onto the
university network, but are a bit of a pain to get when you do not have access
to such resources. The course reader can be purchased
at the University of Aarhus bookstore for a nominal fee, which covers binding
and photocopying costs. The contents of the reader are listed
below.
- Coase, Ronald (1937) "The Nature of the Firm," Economica, 4(16): 386-405.
- Gale, David and Llyod S. Shapley (1962) "College Admissions and the Stability of
Marriage," American Mathematical Monthly 69: 9-14.
- Becker, Gary S (1973) "A Theory of Marriage: Part I," Journal of Political Economy, 81(4):
813-46.
- Teulings, Coen N (1995) "The Wage Distribution in a Model of the Assignment of Skills to Jobs,"
Journal of Political Economy, 103(2): 280-315.
- Diamond, Peter, (1971) "A Model of Price Adjustment", Journal of
Economic Theory, (3)2: 156-168.
- Burdett, Kenneth and Kenneth L. Judd (1983) "Equilibrium
Price Dispersion" Econometrica, 51(4): 955-969.
- Burdett, Kenneth, Souyong Shi, and Randall Wright (2001) Pricing and
Matching with Frictions, Journal of Political Economy,
- Julien, Benoit, John Kennes, and Ian King (2000) Bidding for Labor,
Review of Economic Dynamics, 4: 619-649.
- Nash, John (1950).
"The Bargaining Problem," Econometrica 18 (2): 155–162
- Rubinstein, Ariel (1982) "Perfect Equilibrium in a Bargaining Model". Econometrica 50 (1): 97–109.
- Myerson, Roger B. and Mark A. Satterthwaite (1983). "Efficient
Mechanisms for Bilateral Trading," Journal of Economic Theory 29: 265–281.
- Becker, Gary S. (1974) "A Theory of Social Interactions," Journal of Political Economy, 82, 1063-1093.
- Browning, Martin, Francois Bourguignon, Pierre-Andre Chiappori and Valerie Lechene (1994) "Income and Outcomes: A Structural Model of Intrahousehold Allocation,"
Journal of Political Economy, 102(6): 1067-96
- McCall, John J. (1970) "Economics of information and job search," Quarterly Journal of Economics, 84: 113-126.
- Jovanovic, Boyan (1979) "Job Matching and the Theory of Turnover,"
Journal of Political Economy, 87(5): 972-90.
- Cox, D.R. (1972) Regression models and life-tables (with
discussion)" Journal of the Royal Statistical Society Series, 34: 187-202.
- Lancaster, T. (1979), Econometric methods for the duration of unemployment, Econometrica, 47: 939-956>
- Pissarides, Christopher A (1987) "Search, Wage Bargains and Cycles," Review of Economic Studies, 54(3): 473-83.
- Mortensen, Dale T (1988) "Matching: finding a partner for life or otherwise,"
American Journal of Sociology, 94, Supplement
- Andolfatto, David, (1996) "Business Cycles and Labor-Market Search," American Economic Review, 86(1): 112-32
- Robert Shimer (2005), "The cyclical behavior of equilibrium unemployment
and vacancies," American Economic Review 95 (1): 25-49
- Nobuhiro Kiyotaki and Randall Wright (1989) "On Money as a Medium of
Exchange," Journal of Political Economy 97: 927-54.
- Trejos, Alberto and Randall Wright (1995) "Search, Bargaining, Money, and Prices,"
Journal of Political Economy, 103(1): 118-41.
- Lagos, Ricardo and Randall Wright (2005), "A Unified Framework for
Monetary Theory and Policy Analysis," Journal of Political Economy,
113, 463-84.
- Julien, Benoit, John Kennes, & Ian King (2008) "Bidding for money,"
Journal of Economic Theory, 142(1): 196-217.
- Abowd, J, F. Kramarz and D. Margolis (1999), "High-Wage Workers and High-Wage Firms,"
Econometrica, 67(2): 251-333.
- Eaton, Jonathon and Samuel Kortum (2002) "Technology, Geography, and
Trade," Econometrica, 70(5), 1741–1779.
- K. Burdett and D. Mortensen (1998), "Wage differentials, employer size,
and unemployment." International Economic Review 39: 257-73.
- Fabien Postel-Vinay and Jean-Marc Robin (2002) "Wage Dispersion
with Worker and Employer Heterogeneity," Econometrica, 102(6): 1067-92
- Julien, Benoit, John Kennes and Ian King (2006) "Residual Wage Disparity And Coordination Unemployment,"
International Economic Review, 47(3): 961-989
- Kennes, John and John Knowles (2010) Marriage, Fertility and Step-Families: An
Equilibrium Analysis, mimeo, University of Southampton.
- Kydland, F. and E. C. Prescott (1977) "Rules Rather than Discretion:
The Inconsistency of Optimal Plans". Journal of Political Economy:
473–492.
- Marcet, Albert and Raymond Marimon (1998) "Recursive contracts" EUI
working paper
- Mazzocco, Maurizio (2004) "Saving, Risk Sharing, and Preferences for Risk,"
American Economic Review, 94, 1169-1182
- Montgomery, J.D. (1991). "Social Networks and Labor-Market Outcomes:
Toward an Economic Analysis,"
American Economic Review, 81: 1408-18.
- Rochet, J.C. and J.
Tirole (2006) "Two-Sided Markets: A Progress Report," Rand Journal of
Economics, 37(3): 645-667.
- Weyl,Glen E. (2010) A Price Theory of Multi-Sided Platforms, American
Economic Review, in press
- Kennes, John and Aaron Schiff (2008) "Quality infomediation in search markets,"
International Journal of Industrial Organization, 26(5): pages 1191-1202
- Roth, Al and E. Peranson (1999). "The
Redesign of the Matching Market for American Physicians: Some Engineering
Aspects of Economic Design". American Economic Review 89 (4): 748–780.
- Roth, Al, T. Sönmez, T and M.U. Ünver
(2004). "Kidney exchange," Quarterly Journal of Economics 119(2): 457–488.
- Kelso, Alexander S, Jr and Crawford, Vincent P (1982) "Job Matching,
Coalition Formation, and Gross Substitutes," Econometrica,
50(6): 1483-1504
Books
Some of us also like to read books instead of just journal articles. Books give the
authors more time for reflection at some cost of the excitement found in
original research articles. Books also give much room towards thinking
about how various results in the literature are connected. If you plan to do
research, I recommend reading and owning the following books.
- Diamond, Peter (1984) A Search-Equilibrium
Approach to the Micro Foundations of
Macroeconomics, MIT press.
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Pissarides, Chris (2000) Equilibrium Unemployment Theory, 2nd edition, MIT
press
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Mortensen,
Dale T. (2003) Wage Dispersion: Why are Similarly People Paid Differently?
MIT press.
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Roth, Alvin E. and Marilda Sotomayor (1990), Two-Sided Matching: A Study in
Game-Theoretic Modeling and Analysis, Cambridge, Cambridge University Press.
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Browning, Martin, Pierre-André Chiappori and Yoram Weiss (2010) The
Economics of the Family, mimeo
- Muthoo, Abinay (1999) Bargaining Theory with Applications, Cambridge University Press, 1999
- Becker, Gary (1991) Treatise on the Family, Enlarged edition,
Harvard University Press.
- Sargent, Thomas and Lars Ljungqvist (2004) Recursive Macroeconomic
Theory, 2nd edition, MIT press
- Adda, Jerome and Russell Cooper (2003) Dynamic Economics: Quantitaive
Methods and Applications, MIT press.
- Shimer, Robert (2010) Labor Markets and Business Cycles,
Princeton University Press.
- Ehrmisch, J. (2003) An Economic Analysis of the Family, Princeton University Press.
Problem sets and exams
There are 5 problem sets for the course. Please access the offical course
website on AULA for these materials, old exam questions, etc.
Human resources in Aarhus
Aarhus is a tremendous place to study economic decisions related to search
and matching. Here is a list of Aarhus faculty/PhDs and longer term visitors in Aarhus this fall
who are working in the area.
Ian King
Randall Wright
Ricardo Lagos
Robert Shimer
Dale Mortensen
Yoram Weiss
Rasmus Lentz
Moritz Ritter
Martin Browning
Benoit Julien
Bent Jesper Christiansen
Henning Bunzel
Rune Vejlin
Jesper Bagger
Sebi Buhai
John Kennes
Gustaf Bruze
John Knowles
Daniel le Maire
Michael Svarer
Michael Rosholm
Peter Jensen
Kenneth Lykke Sørensen
Malene Kallestrup Lamb
Lene Kromann
Torben Andersen
Aarhus also has many microeconometricians who study microdata relevant to
search and matcing problems through the lens of natural experiments, regression
discontinuities, instrumental variables techniques, etc.. The extent that all of
us study the problem of endogeneity and unobserved heterogeneity using common
data sources means that there are natural synergies. A small sample of the
Aarhus people in this area includes
Marianne Simmonsen, Maria Knoth Humlum, Helena Skyt Nielsen, Nabanita Datta
Gupta
Chiara Orsini, and Bjørn Hinnerich Tyrefors.
Aarhus also has CREATES, which is one of the world's leading group of time
series econometricians (ranked 3rd in the world in time series by repec and 8th
in the world by repec for econometrics). Access to this group of researchers
means that Aarhus students gain a rich understanding of probability theory,
statistics and econometrics: All valuable tools for the analysis of search and
matching theory.
If you are interested in thinking about behavioural issues related to search
and matching, you are well advised to see Alex Koch, Julia Nafziger, and
Leonidas-Enrique (Kike) De-La-Rosa . If you are interested in questions related
to information economics, you are well advised to talk to Per Baltzer Overgaard, Norovsambuu Tumennasan
(whose thesis is about matching), Hans Frimor, Peter Ove Christensen.
Finally, we have a number of people in the organization and marketing groups who
are interested in common problems related to transaction costs.
Finally, Aarhus is home of a number of international conferences and
workshops, which focus on issues related to search and matching. Do attend. It
will be my pleasure to help you mingle!
DGPE: Danish Graduate Program in Economics
The Danish Graduate program in economics offers a steady stream of courses that are
highly relevant to the study of search and matching. Here are some useful
courses in 2010 at the University of Aarhus
- May 31-June2 2010 (Aarhus University)
"Duration Analysis" Lecturer: Professor Jaap H Abbring, Tilburg University
- September 20-23 2010 (Aarhus University)
"Economics of Monetary Exchange" Lecturer Randall Wright, University of
Wisconsin
- October 11-14 2010 (Aarhus University)
"Topics in Labour Market Dynamics". Lecturers: Professor Dale T Mortensen, Northwestern University and Ass.
Professor Rasmus Lentz, University of Wisconsin
It is not an accident that we continue to attract great foreign researchers
to visit Aarhus and give lectures. They are interested in getting to know our
students, because students here are skilled and have access to great data. Be
one of them!
Other complementary courses
Much of search and matching theory is about decisions over time. Oluf Posch
of CREATES teaches a splendid course here on dynamic programming methods.
Danish data
Denmark has a wealth of data useful for the analysis of search and matching.
Denmark is famous for its matched employee/employer/household register data.
Since it is so well documented and studied, this data is often used as an important
starting point for many empirical studies related to search and matching. Researchers at the University of Aarhus have spent countless hours
working with data, which means much cleaning and documentation has been done to
make it readily available. Interested student will find much support if they
wish to pursue empirical projects.
Students interested in using Danish data for projects related to this course
can contact John Kennes for more information.
Internet resources for students
There are many helpful tools of study on the internet. Here are some
resources.
Links to related courses, course notes, and other student centered resources
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Steve Williamson's course notes on labor and money search models
> Jaap Abbring's notes on
structural duration analysis
> Yoram Weiss's course on
family economics
> Yves Zenou's course on job
search and job matching
> Bruno Van der Linden's notes
on equilibrium search and matching models
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Albrecht and Vroman's course on macro labor economics
> Philipp
Kircher's course: matching theory, competitive search, and competing mechanisms
> Daron Acemoglu's
lecture slides, problem sets and notes
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Alexander Berentsen's course on monetary economics
> Randall
Wright's course notes
> John Rust's
old course in computational economics
> Russell Cooper's courses on
dynamic methods
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Fuhito Kojima's mini lecture on matching and market design
> Kevin
Wayne's com sci lecture slides: Gale-Shapley algorithm, Dynamic programming, etc
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Al Roth's lectures on the Kelso-Crawford model, lattice theory, Milgrom and
Hatfield model
> The
Price Theory of Two-Sided Markets by E. Glen Weyl
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Klaus Kultti's short note on proving the Myerson Satterthwaite theorem
> Xavier Vives
occasional paper on supermodularity and supermodular games
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Raymund Duch's slides on Nash Bargaining and the Rubinstein game
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Raymund Duch's rules for writing mathematics
> Michele
Tertilt's resources for PhD students
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David Andolfatto critiques sticky prices using search and matching as an
alternative theory
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Steve Williamson's post on real business cycle theory and the Lucas Islands
assumption
> Daron Acemoglu's manuscript:
Lectures in Labor Economics
Youtube lectures
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Myerson's Nobel prize lecture: The revelation principle, Myerson-Satterthwaite
theorem, etc.
> Al Roth's youtube
Google
lecture on market design
> Al Roth's youtube Yahoo
lecture on market design
> Robert Gibbon's big picture
video lecture: organization and economics
> Hal Varian's youtube
on The Economics of Internet Search
> Hal Varian's youtube
on Search Advertising
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Hal Varian's youtube on Computer mediated
transactions
> Hal Varian explains
Google's ad auction
> Ed
Glaser talks about the economics of cities
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Nash bargaining via flexible bubget constraints
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Ben Pollack lecture on Backwards induction: ultimatums and bargaining
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Academic earth courses. See Math and probability for life sciences by Herbert
Enderton
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Lectures by Buchanan on the Chicago School, as well as talks by other 'Austrian
Schoolers'
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Lectures on 'discrete mathematical structures' by Prof. Kamala Krithivasan
Games, experiments, animations computer code, blogs, etc
A small set of resources allow us to think about search and matching problems
using tools other than purely axiomatic reasoning. In the future I would like to see more fun and interactive tools used in the
teaching and analysis of search and matching problems
> Wiki's
animation of the Gale-Shapley algorithm
> Thomas Sargent's "Matlab
code for Jovanovic's matching model,"
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John KennessAssociate ProfessorUniversity of Aarhus
Website under development.
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