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ivmodel: An R Package for Inference and Sensitivity Analysis of Instrumental Variables Models with One Endogenous Variable
- Source :
- Observational Studies. 7:1-24
- Publication Year :
- 2021
- Publisher :
- Project MUSE, 2021.
-
Abstract
- We present a comprehensive R software ivmodel for analyzing instrumental variables with one endogenous variable. The package implements a general class of estimators called k- class estimators and two confidence intervals that are fully robust to weak instruments. The package also provides power formulas for various test statistics in instrumental variables. Finally, the package contains methods for sensitivity analysis to examine the sensitivity of the inference to instrumental variables assumptions. We demonstrate the software on the data set from Card (1995), looking at the causal effect of levels of education on log earnings where the instrument is proximity to a four-year college.<br />Comment: 24 pages, 2 figures, 3 tables
- Subjects :
- FOS: Computer and information sciences
Statistics and Probability
Numerical Analysis
Computer science
business.industry
Applied Mathematics
05 social sciences
Instrumental variable
Inference
Estimator
Statistics - Applications
Confidence interval
Computer Science Applications
Software
Modeling and Simulation
0502 economics and business
Econometrics
Applications (stat.AP)
Sensitivity (control systems)
Endogeneity
050207 economics
business
050203 business & management
Statistical hypothesis testing
Subjects
Details
- ISSN :
- 27673324
- Volume :
- 7
- Database :
- OpenAIRE
- Journal :
- Observational Studies
- Accession number :
- edsair.doi.dedup.....6afaecb01e3174da73a5c341f3207058