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Econometrics (Hiroshima University)


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:
    • IDEC 201
  • 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)
    • OFFICE:  
      • IDEC 509
    • OFFICE HOURS:           
      • Thursdays 3-5PM
  • 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)
      • Sample Answers (PDF)
    • Final2007 (PDF)
      • Sample Answers (PDF)

    OLD PROBLEM SETS
    • PS 1 (PDF)
      • Sample Answers (PDF)
    • PS 2 (PDF)
      • Sample Answers (PDF)
    • PS 3 (PDF)
      • Sample Answers (PDF)
    • PS 4 (PDF)
      • Sample Answers (PDF)
    • PS 5 (PDF)
      • Sample Answers (PDF)
         R contributed packages for panel data models

 

Attachments (35)

  • 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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  • ps2a.pdf - on Jan 25, 2009 7:52 PM by Katsuya Tanaka (version 1)
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  • ps2q.pdf - on Jan 25, 2009 7:52 PM by Katsuya Tanaka (version 1)
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  • ps3a.pdf - on Jan 25, 2009 7:53 PM by Katsuya Tanaka (version 1)
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  • ps3q.pdf - on Jan 25, 2009 7:53 PM by Katsuya Tanaka (version 1)
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  • ps4a.pdf - on Jan 25, 2009 7:53 PM by Katsuya Tanaka (version 1)
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  • ps4q.pdf - on Jan 25, 2009 7:53 PM by Katsuya Tanaka (version 1)
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  • ps5a.pdf - on Jan 25, 2009 7:53 PM by Katsuya Tanaka (version 1)
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  • ps5q.pdf - on Jan 25, 2009 7:53 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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