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谨慎的预检验:平行趋势检验后的事件研究估计

Pretest with Caution: Event-Study Estimates after Testing for Parallel Trends
AER: Insights · 2022 · Jonathan Roth

中文摘要

本文讨论了在使用双重差分及相关方法时,对预先存在的趋势差异(“预趋势”)进行检验这一常见做法的两个重要局限性。首先,常规的预趋势检验可能具有较低的检验势。其次,以预检验结果为条件进行分析会扭曲估计与推断,可能加剧点估计的偏误并导致置信区间覆盖率不足。我从理论和模拟两个层面分析了这些问题,其中模拟校准自对顶级经济学期刊近期论文的调查,结果表明这些局限性在实践中十分重要。最后,我给出了缓解这些问题的实用建议。

Abstract

This paper discusses two important limitations of the common practice of testing for preexisting differences in trends (“ pre-trends”) when using difference-in-differences and related methods. First, conventional pre-trends tests may have low power. Second, conditioning the analysis on the result of a pretest can distort estimation and inference, potentially exacerbating the bias of point estimates and under-coverage of confidence intervals. I analyze these issues both in theory and in simulations calibrated to a survey of recent papers in leading economics journals, which suggest that these limitations are important in practice. I conclude with practical recommendations for mitigating these issues. (JEL A14, C23, C51)
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