Pretest with Caution: Event-Study Estimates after Testing for Parallel Trends
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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,…
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Topics
Keywords
- Inference
- Econometrics
- Confidence interval
- Point estimation
- Economics
- Event (particle physics)
- Point (geometry)
- Estimation
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