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Bayesian Event Study Design/证据
方法证据记录

Bayesian Event Study Design

Bayesian Event Study Design extends the classical event study framework by replacing frequentist significance testing with a full Bayesian inferential framework. It estimates how an event (policy change, announcement, shock) alters an outcome trajectory by learning a prior model from the estimation window and updating it with observed data, yielding posterior distributions over abnormal effects and cumulative causal impacts with full uncertainty quantification.

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源记录

引文逐字复制自方法源记录。这些引文不代表任何层级的验证。

Bayesian Event Study Design for Causal Inference
分类方法记录 · regression-model / causal-inference
  • Sorescu, A., Warren, N. L., & Ertekin, L. (2017). Event study methodology in the marketing literature: An overview. Journal of the Academy of Marketing Science, 45(2), 186-207. · DOI 10.1007/s11747-017-0516-y
  • Glassman, M., & McAfee, R. B. (1996). Bayesian estimation of abnormal stock returns. Journal of Business & Economic Statistics, 10(3), 321-332. · URL
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Taxonomic bucketBayesian Difference-in-Differencesmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketCausal Impact Analysismachine-suggested · Relational suggestion, not evidence.Same method familyDifference-in-Differencesmachine-suggested · Relational suggestion, not evidence.Same method familyInterrupted Time Seriesmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketPanel Event Studymachine-suggested · Relational suggestion, not evidence.

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