Intro to Sensitivity Analysis
01 Nov 2013Presenters: Alex Coppock, Albert Fang
Install R packages:
- rbounds
Selected Readings:
Note: first three papers are short.
- Imbens, Guido. 2003. “Sensitivity to Exogeneity Assumptions in Program Evaluation.” The American Economic Review. [download from CU Libraries]
- Rosenbaum, Paul R. and Donald B. Rubin. 1983. “Assessing Sensitivity to an Unobserved Binary Covariate in an Observational Study with Binary Outcome.” JRSS, Series B. 45(2): 212-218. [download from CU Libraries]
- Rosenbaum, Paul R. 2005. “Sensitivity Analysis in Observational Studies.” in Everitt, Brian S. and David C. Howell, eds. Encyclopedia of Statistics in Behavioral Science. Vol 4. pp. 1809-1814. [paper]
- Harada, Masataka. 2013. “Generalized Sensitivity Analysis and Application to Quasi-Experiments.” Working Paper: New York University. [paper] [Stata ado files]
Other useful references:
- Rosenbaum, Paul R. 2010. Design of Observational Studies. Springer-Verlag.
- Rosenbaum, Paul R. 2002. Observational Studies. Springer.