American Economic Review Insights · 2022 · 698 citations · 32 references
Social SciencesEconomicsCausal InferenceEconometricsExperimental DesignEvent Study AnalysisHypothesis TestingInferential StatisticsMicroeconometricsTrend AnalysisParallel Trends AssumptionPretesting Effect
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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Semiparametric Difference-in-Differences Estimators
Alberto Abadie · The Review of Economic Studies · 2004 · 2.3K citations