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Impulse Response Confidence Intervals for Persistent Data: What Have We Learned?

Elena Pesavento and Barbara Rossi

No 06-03, Working Papers from Duke University, Department of Economics

Abstract: This paper is a comprehensive comparison of existing methods for constructing confidence bands for univariate impulse response functions in the presence of high persistence. Monte Carlo results show that Kilian (1998a), Wright (2000), Gospodinov (2004) and Pesavento and Rossi (2005) have favorable coverage properties, although they differ in terms of robustness at various horizons, median unbiasedness, and reliability in the possible presence of a unit or mildly explosive root. On the other hand, methods like Runkleís (1987) bootstrap, Andrews and Chen (1994), and regressions in levels or first differences (even when based on pre-tests) may not have accurate coverage properties. The paper makes recommendations as to the appropriateness of each method in empirical work.

Keywords: Local to unity asymptotics; persistence; impulse response functions (search for similar items in EconPapers)
JEL-codes: C1 C2 (search for similar items in EconPapers)
Pages: 23 pages
Date: 2006
New Economics Papers: this item is included in nep-cba, nep-ecm and nep-ets
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Related works:
Journal Article: Impulse response confidence intervals for persistent data: What have we learned? (2007) Downloads
Working Paper: Impulse Response Confidence Intervals for Persistent Data: What Have We Learned? (2006) Downloads
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