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局部投影的双重稳健性与若干令人不快的VAR运算

Double Robustness of Local Projections and Some Unpleasant VARithmetic
Econometrica · 2026 · José Luis Montiel Olea、Mikkel Plagborg‐Møller、Eric Qian、Christian K. Wolf

中文摘要

我们考察局部误设的向量自回归(VAR)模型中的脉冲响应推断。即使误设程度大到能以趋近于1的概率被检测出来,传统局部投影(LP)置信区间仍具有正确的覆盖率。这一结果源于一种“双重稳健性”性质,类似于常见的部分线性回归估计量所具有的性质。相比之下,对于较小、难以统计检测、且无法根据经济理论排除的误设,滞后阶数为短至中等长度的传统VAR置信区间可能出现严重的覆盖不足。VAR置信区间具有稳健的覆盖率,当且仅当滞后阶数大到使该区间与LP区间一样宽。

Abstract

We consider impulse response inference in a locally misspecified vector autoregression (VAR) model. The conventional local projection (LP) confidence interval has correct coverage even when the misspecification is so large that it can be detected with probability approaching 1. This result follows from a “double robustness” property analogous to that of popular partially linear regression estimators. By contrast, the conventional VAR confidence interval with short‐to‐moderate lag length can severely undercover for misspecification that is small, difficult to detect statistically, and cannot be ruled out based on economic theory. The VAR confidence interval has robust coverage if, and only if, the lag length is so large that the interval is as wide as the LP interval.
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