Course syllabus (PDF)- LECTURES:
- Three two-day intensive
lectures in the followings Saturdays and Sundays
- December
13-14
- January
24-25
- January 31-February 1
- TIME
- Saturdays: 12:50-16:00
- Sundays: 10:30-12:00, 12:50-16:00
- PLACE:
- INSTRUCTOR:
- Katsuya Tanaka
- Associate
Professor, Research Center for Sustainability and Environment,
Shiga University
- OFFICE HOURS:
- Anytime before/after the class
or by email
- TA:
- Chen
Chunxiao (IDEC Master's student)
- COURSE
DESCRIPTION
- This
course is an introduction to econometrics, providing a working knowledge of
basic methods and principles. We will cover a wide variety of linear regression
models and several major limited dependent variable models. In addition, this
course provides practical lab sessions to learn how to apply econometric models
to real world data. After taking this course, you will understand wide variety
of common econometric models and how to apply them for empirical analysis.
TEXTBOOKS
Required:
• Introductory Econometrics: A Modern Approach
(3rd edition), by Jeffrey Wooldridge, Thomson Southwestern, 2006.
• R in Econometrics, by Grant V. Farnsworth,
available at: http://cran.r-project.org/doc/contrib/Farnsworth-EconometricsInR.pdf
Optional:
• A Guide
to Econometrics (6th edition), by Peter Kennedy, MIT Press, 2008.
(Great
book for supplementary reading, providing greater intuitions)
• Introduction to Econometrics (2nd
edition), by James Stock and Mark Watson, Prentice Hall, 2007.
(Covers
almost same materials as Wooldridge, but at more introductory level)
• Introductory Econometrics with Applications
(5th edition), by Ramu Ramanathan, South-Western, 2002.
(Covers
almost same materials as Wooldridge, but at more introductory level)
• Regression Models for Categorical and
Limited Dependent Variables, by J. Scott Long, SAGE Publications, 1997.
(Provides
technical but intuitive discussions for the limited dependent variable models)
PREREQUISITES
This course
is designed for students with basic microeconomics, basic statistics, and calculus.
Students should be familiar with contents in Appendices A to C of Wooldridge
(required textbook, see below). If you would like to refresh your memory of microeconomics,
Microeconomics by Pindyck and
Rubinfeld (6th edition, published in 2004) is a good reference. No prior
knowledge of R is required.
LAB SESSIONS
AND ECONOMETRIC SOFTWARE
An important
component of this course is exercise of data analysis using the model
introduced in this course and real-world data. To this end, a total of 6 lab
sessions (every Sunday afternoon) will be offered to learn econometric
programming skills using different models and data.
R will be
used through our lab sessions. R is an integrated statistical package with a
full data management system and comprehensive econometric and graphical
functions. It is powerful, fully funcitional, and FREE.
Prior to the
first lab session, be sure to install R into your laptop. If you do not have a
laptop computer, ask your supervisor if you borrow the one. R is available at
the following website:
http://www.r-project.org/
Installation
of R is not different from installing other software. If you are not familiar
with installation process, contact our TA for her assistance.
The code and
data files are distributed through my website a day beofre the session (at the
latest). Be sure to download the files onto your computer before the session.
GRADING
Grading is based only on the final exam, which is scheduled to be on February 6, 2-3PM.
-
COURSE OUTLINE
1. Introduction Slide (PDF) 2. Classical
simple linear regression model (W Ch. 2) Slide (PDF) 3. Classical
multiple linear regression model (W Ch. 3) Slide (PDF) 4. Statistical
inference (W Ch. 4) Slide (PDF) 5. Lab
session 1: Introduction of R Slide (PDF) 6. Lab
session 2: Estimating classical linear model 01-1.r , 01-1.prn , 01-2.prn 7. Omitted
variable bias, multicollinearity, dummy variables (W Ch. 3, 6, 7)
8. Functional
forms, specification and data problems (W Ch. 7, 9)
9. Heteroscedasticity (W Ch. 8)
10. Lab session 3: Regression diagnostics
11. Lab
session 4: Generalized least squares (GLS)
12. Panel data models (W Ch. 13, 14)
Slide ( PDF), Hi-resolution version ( PDF) 13. Limited dependent variable models : Logit, Probit
(W Ch. 17) Slide (PDF) 14. Lab
session 5: Fixed and random effects models 03-1.r, 03-2ans.r, WAGEPAN.csv 15. Lab
session 6: Logit, Probit, and Tobit models 04-1.r, logit.csv
Final exam on Feb. 6, 2009: 2-3PM at IDEC 201
OLD EXAMS
- Midterm2007 (PDF)
- Final2007 (PDF)
OLD PROBLEM SETS
R contributed packages for panel data models
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01-1.prn - on Dec 13, 2008 7:53 AM by Katsuya Tanaka (version 1)
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01-1.r - on Dec 13, 2008 7:53 AM by Katsuya Tanaka (version 1)
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01-2.prn - on Dec 13, 2008 7:53 AM by Katsuya Tanaka (version 1)
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03-1.r - on Feb 1, 2009 8:06 AM by Katsuya Tanaka (version 1)
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03-2ans.r - on Feb 1, 2009 8:06 AM by Katsuya Tanaka (version 1)
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04-1.r - on Feb 1, 2009 8:08 AM by Katsuya Tanaka (version 1)
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Formula_0.1-2.zip - on Jan 31, 2009 5:34 PM by Katsuya Tanaka (version 1)
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WAGEPAN.csv - on Feb 1, 2009 8:07 AM by Katsuya Tanaka (version 1)
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final2007.pdf - on Jan 25, 2009 7:29 PM by Katsuya Tanaka (version 1)
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final2007ans.pdf - on Jan 25, 2009 7:29 PM by Katsuya Tanaka (version 1)
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kinship_1.1.0-22.zip - on Jan 31, 2009 5:34 PM by Katsuya Tanaka (version 1)
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lab01.ppt.pdf - on Dec 13, 2008 8:28 AM by Katsuya Tanaka (version 1)
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lec01.ppt.pdf - on Dec 12, 2008 8:33 AM by Katsuya Tanaka (version 3 / earlier versions)
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lec02.ppt.pdf - on Dec 12, 2008 8:33 AM by Katsuya Tanaka (version 3 / earlier versions)
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lec03.ppt.pdf - on Dec 12, 2008 8:34 AM by Katsuya Tanaka (version 1)
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lec04.ppt.pdf - on Dec 13, 2008 7:50 AM by Katsuya Tanaka (version 1)
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lec06.ppt.pdf - on Feb 1, 2009 8:02 AM by Katsuya Tanaka (version 1)
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lec06hires.ppt.pdf - on Feb 1, 2009 8:02 AM by Katsuya Tanaka (version 1)
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lec07.ppt.pdf - on Feb 1, 2009 8:03 AM by Katsuya Tanaka (version 1)
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logit.csv - on Feb 1, 2009 8:08 AM by Katsuya Tanaka (version 1)
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midterm2007.pdf - on Jan 25, 2009 7:29 PM by Katsuya Tanaka (version 1)
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midterm2007ans.pdf - on Jan 25, 2009 7:29 PM by Katsuya Tanaka (version 1)
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nlme_3.1-90.zip - on Jan 31, 2009 5:35 PM by Katsuya Tanaka (version 1)
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plm_1.0-1.zip - on Jan 31, 2009 5:36 PM by Katsuya Tanaka (version 1)
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ps1a.pdf - on Jan 25, 2009 7:52 PM by Katsuya Tanaka (version 1)
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ps1q.pdf - on Jan 25, 2009 7:52 PM by Katsuya Tanaka (version 1)
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syllabus_econometrics.pdf - on Dec 9, 2008 3:12 AM by Katsuya Tanaka (version 1)
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