Estimation and Inference of Impulse Responses by Local Projections
University of California, Davis
Indexed incrossref
Abstract
This paper introduces methods to compute impulse responses without specification and estimation of the underlying multivariate dynamic system. The central idea consists in estimating local projections at each period of interest rather than extrapolating into increasingly distant horizons from a given model, as it is done with vector autoregressions (VAR). The advantages of local projections are numerous: (1) they can be estimated by simple regression techniques with standard regression packages; (2) they are more robust to misspecification; (3) joint or point-wise analytic inference is simple; and (4) they easily accommodate experimentation with highly nonlinear and flexible specifications that may be…
Citation impact
4,336
total citations
- FWCI
- 12.64
- Percentile
- 100%
- References
- 66
Citations per year
Authors
1Topics & keywords
Topics
Keywords
- Inference
- Econometrics
- Impulse response
- Multivariate statistics
- Monte Carlo method
- Computer science
- Regression
- Point estimation
No related works found for this paper.