Welcome to Dynamic Micro Models
and Policy Evaluation
Summer 2009. Universitat Pompeu Fabra. Monday July 13 to Friday July 17,
from 9am to 11am (theory), and 3pm to 4pm (practice).
Office Hours
Hugo Benitez-Silva: Monday to Friday: 1:45pm to 2:45pm
Syllabus
Announcements
Welcome to Barcelona.
Assignments
Preliminary Readings
Read the NBER paper by Judd I linked below, and Rust's discussions on
economic complexity that I also link below. As well as Rust's recent
piece on dynamic programming, and a paper by Keane on structural
models, and Rust's response to it.
Judd's insights on
Computational Economics and its connection with Economic Theory.
Rust's insights on
Computational and Economic Complexity.
An Overview
of Dynamic Programming by John Rust.
Structural vs. Atheoretic Approaches to Econometrics, by Michael Keane.
Comments
by John Rust on the paper by Michael Keane titled
"Structural vs. Atheoretic Approaches to Econometrics".
Also, read the short paper by Wolpin in AER, May 2007, pages 48-52.
Review paper on the estimation of Dynamic Discrete Choice Structural Models
by Aguirregabiria and Mira. No need to read it right now, but useful reference to have.
Also very interesting and a good reference is Manuel Santos' chapter in the Handbook of
Macroeconomics (Chapter 5) titled "Numerical Solution of Dynamic Economic Models."
Also Chapters 2 and 3 in Ljungqvist and Sangent's book,
and Chapter 12 in Judd's book.
Monday July 13 and Tuesday July 14
Introduction. Policy (Program) Evaluation (ex-post) and Program Design (ex-ante vs. ex-post),
Treatment, Controls, Natural Experiments, Randomized
Experiments, Models, and Data. From the Biological and Medical Sciences to the
Social Sciences, and to Economics.
Reduced Form vs. Structural Models: The Lucas Critique.
Notes on
Stochastic Decision Problems: Theory
The notes are based in part on Rust's working paper: Do People Behave According to Bellman's
Principle of Optimality?
Read Phelps (1962), Levhari and Srinivasan (1969) and Hakansson (1970). We will
talk about these models in class.
Phelps, Ecta 1962
Hakansson, Ecta 1970
Levhari and Srinivasan, RESTUD 1969
If you are interested in the topic read also Thurow (1969), Nagatani (1972),
Miller (1974), Zeldes (1989a), Zeldes (1989b), Deaton (1991),
Van Der Ploeg (1993), Heckman (1974), and Martin Browning and Thomas F. Crossley, J. of E. Perspectives (2001).
If you are interested in issues of time discounting see:
Rubinstein, IER Nov. 2003
Frederick et al., JEL June 2002
Derivation of
the finite horizon counterpart of the Phelp's problem using CRRA.
Wednesday July 15
Notes on
Discrete Approximation of Continuous State Finite Horizon MDPs
Notes on
Bisection for Solving Non-linear functions, and Finite Differences Derivative Methods.
Notes on
Quadrature Integration and Quadrature Grids
Notes on
Drawing from arbitrary distributions: the Probability Integral Transform.
Notes on Monte Carlo and Quasi
Monte Carlo Integration.
Link to the Matlab Programs
to Solve the Finite Horizon Version of the Phelps Problem
Thursday July 17 and Friday July 17
Gourinchas and Parker (Ecta, 2002)
Notes on the estimation by Gourinchas and Parker (2002)
Notes on Life-Cycle Models.
Notes on Models with Income Uncertainty.
Zeldes 1989, QJE
Thursday July 16 and Friday July 17: Applications
Retirement Modeling
Rust and Phelan (Ecta, 1997).
* "Retirement and Social Security
Reform Expectations: A Solution to the New Retirement Puzzle."
With Deb Dwyer, Frank Heiland, and Warren C. Sanderson.
Version of September 18, 2007. Rewrite and Resubmit stage at the Economic Journal
Download in pdf
*"The Social Security Earnings Test and
Work Incentives,""
with Frank Heiland at Florida State University.
Journal of Policy Analysis and Management (JPAM), Vol. 26, No. 3, 527-555, (2007), plus appendix
available in the online version..
Version of December 12, 2006.
Download in pdf
*"An Empirical Study of the Effects of Social Security Reforms
on Claiming Behavior and Benefits Receipt Using Public-Use Administrative Micro Data"
This paper has also circulated under the title: "Actuarial Fairness,
Retirement Benefits, Self-Selection,
and Individual Heterogeneity"
with Na Yin (Baruch College-CUNY). Version of June 3, 2009. Accepted for publication
in the peer reviewed section (Perspectives) of the Social Security Bulletin.
Download in pdf
Disability Modeling
* " Disability, Social Insurance, and Labor Force Attachment."
Submitted to the Journal of Policy Analysis and Management.
Version: September 28, 2008.
Download in pdf
* " Using a Life Cycle Model to Predict Induced Entry Effects
of a $1 for $2 benefit offset in the SSDI Program."
Revision has been requested by JPAM (Journal of Policy Analysis and Management).
New Version: April 2006.
With John Rust (Maryland), and Moshe Buchinsky (UCLA).
Download in pdf
Health Investments
Ehrlich and Becker (JPE, 1972).
Ehrlich and Chuma (JPE, 1990).
Philipson and Becker (JPE, 1998).
Ehrlich (JHE, 2000, Vol. 19-3).
Ehrlich and Yin (Journal of Risk and Uncertainty, 2005. Vol 31-2).
*"Health Status and Health Dynamics in an
Empirical Model of Expected Longevity."
with Huan Ni (Kennesaw State University),
Journal of Health Economics , Volume 27, Issue 3, May 2008, Pages 564-584.
Version of August 31, 2007. This version is the working paper version of the published piece,
it is a bit longer (by 6 or 7 pages) since it includes two appendices and some more
detailed references and discussions on a number of issues.
Download in pdf
If you have access to Elsevier journals online through ScienceDirect you can get the published
version at
http://dx.doi.org/10.1016/j.jhealeco.2007.09.008
Other Applications
Belzil and Hansen on Returns to Education (Ecta, 2002).
Todd and Wolpin (AER, 2006). School Subsidies in Mexico
Ahn (ReStud, 1995). On the Value of Children
Montgomery on Contraception (JOURNAL OF BIOSOCIAL SCIENCE. SUPPLEMENT, 1989;Suppl 11:17-40.)
Journal of Randomized Social Experiments
Derivative Security Pricing
Programs on Security Pricing
A Final Discussion
Next Step
Structural estimation of Markov decision processes (J. Rust). Handbook of Econometrics, Vol. 4.
Taber (Journal of Econometrics, 2000. Vol 96-2). Identification of DP models.
Magnac and Thesmar (Ecta, 2002. Vol 70-2). Identification of Dynamic Decision Processes.
Additional Useful notes on Material not covered in class
Dynamic Industrial Organization
Growth Model
Notes on Solving
Infinite Horizon DP Problems. Policy Iteration Method
Parametric
Policy Iteration Method
Infinite Horizon MDPs
Smooth Approximation Methods
Polynomial Approximation I
Polynomial Approximation II
Useful Links
Unix: Beginners Guide
Gauss: the basics
Gauss: Comprehensive User's Guide
Matlab: A Primer
Matlab: a guide written
by those that commercialize the software
Gauss and Matlab Code
vi editor tutorial
emacs editor tutorial
pico editor tutorial
Fortran tutorials
C tutorials
Other Resources
Consumption and Capital Accumulation Under Uncertainty.
Samuelson, RESTAT 1969
Merton, RESTAT 1969
Fama, AER 1970
Mossin, Journal of Business 1968.
Thurow, AER 1969.
Nagatani, AER 1972
A Dynamic Programming Model of the Consumption Function. Martin J. Beckmann (1959). CFDP 68.
Miller, Ecta (1974).
Zeldes, QJE (1989a).
Zeldes, JPE (1989b).
Deaton, Ecta (1991)
Heckman, AER (1974)
The Life-Cycle Model of Consumption and Saving. Martin Browning and Thomas F. Crossley, J. of E. Perspectives (2001).
Other Supporting Material
How to write a successful proposal. This is a roadmap to success.
Community of Science. Grant Information
National Science Foundation. Grant Information
Inomics. Conferences and Job Openings
SSRN. Conferences and Job Openings
This way to my research homepage
email-me
Updated July 14, 2009