Econometrics for Policy Research II
Readings
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- Causation and Regression Review
- MHE, Chapters 1, 2, and beginning of Chapter 3 (3.1 to 3.1.2)
- Causation handout
- Supplemental
- Helpful overview: Imbens and Wooldridge, 2009. “Econometrics of Program Evaluation,” Journal of Economic Literature. [link]
- Example of controlling for observables: Brooks et al, “The Cabals of a Few or the Confusion of a Multitude” American Economic Journal: Economic Policy 2011. [link]
- Unit of observation discussion by Social Security
- Fixed Effects
- MHE, Sections 3.1.4 and 5.1
- Black, Sandra et al., 2005. “The More the Merrier? The Effect of Family Size and Birth Order on Childrens' Education” [link]
- skip III.D.-III.G., and sections V & VI
- Differences-in-differences
- MHE, Sections 5.2 and 5.2.1
- Autor, David et al, “The Impact of Disability Benefits on Labor Supply: Evidence from the VA's Disability Compensation Program,” Working paper 2015. [link]
- Skim section 5
- Differences-in-difference extensions
- Milligan, Kevin. “Subsidizing the Stork: New Evidence on Tax Incentives and Fertility” Review of Economics and Statistics, 2005. [link]
- Skip Section 5
- Bertrand et al. “How Much Should We Trust Differences-in-differences Estimates?” Quarterly Journal of Economics, 2004. [link]
- Skim Section 4, with the exception of 4C, which you should read carefully
- Milligan, Kevin. “Subsidizing the Stork: New Evidence on Tax Incentives and Fertility” Review of Economics and Statistics, 2005. [link]
- Instrumental Variables I
- MHE, Sections 4.1 (but not 4.1.3) and 4.4 (only 4.4.1 and 4.4.2)
- Angrist and Kreuger, “Does Compulsory School Attendance Affect Schooling and Earnings?”, Quarterly Journal of Economics, 1991. [link]
- Section II.C is optional
- Instrumental Variables II
- MHE, Section 4.6.4
- split the class between
- Supplemental
- Bound, Baker and Jaeger, “Problems with Instrumental Variables Estimation When the Correlation Between the Instruments and the Endogeneous Explanatory Variable is Weak,” Journal of the American Statistical Association, 1995. [link]
- An entertaining lament from David Jaeger on the fate of this critique
- Regression Discontinuity I
- Lee and Lemiuex, “Regression Discontinuity Designs in Economics,” NBER Working Paper 14723, 2009. [link]
- Read only through Section 3.3.
- Anderson, Michael L., “Subways, Strikes and Slowdowns: The Impacts of Public Transit on Traffic Congestion” American Economic Review, 2014. [link]
- Focus on Section 3, which what we will discuss in class
- Supplemental
- MHE, Chapter 6
- Lee and Lemiuex, “Regression Discontinuity Designs in Economics,” NBER Working Paper 14723, 2009. [link]
- Regression Discontinuity II
- Manoli and Turner, “Cash-on-Hand and College Enrollment: Evidence from Population Tax Data and the Earned Income Tax Credit” [link]
- Read through Section 3.3; skim 3.4
- discuss fuzzy RD, RD kink
- Manoli and Turner, “Cash-on-Hand and College Enrollment: Evidence from Population Tax Data and the Earned Income Tax Credit” [link]
- Matching I
- Todd, Petra, “A Practical Guide to Implementing Matching Estimators,” Unpublished notes, 1999. [link]
- Brooks, Leah, “Volunteering to be Taxed: Business Improvement Districts and the Provision of Public Safety,” Journal of Public Economics 2008. [link]
- Ignore Section 6
- Supplemental
- MHE, Section 3.3 (skip starred section)
- Matching II: Synthetic Controls
- Abadie, Diamond and Hainmueller, “Comparative Politics and the Synthetic Control Method,” American Journal of Political Science, 2015.[link]
- Standard Errors and Workshop
- First half class: Cameron, A. Colin and Douglas L. Miller, “A Practitioner's Guide to Cluster-Robust Inference,” Journal of Human Resources, 2015. [link]
- Read only sections 1, 2 A-C, 4, 5A
- Second half class: workshop on papers
- First half class: Cameron, A. Colin and Douglas L. Miller, “A Practitioner's Guide to Cluster-Robust Inference,” Journal of Human Resources, 2015. [link]
- Student Presentations
- Students: TBD
- Student Presentations
- Students: TBD
- Structural Estimation
- Lecture by Brooks. No reading required.