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Shoki Okubo

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Review Sep 2026

Panel Conditioning in Fixed-Effects Models: Identification and Bias Propagation

Panel conditioning, the causal effect of prior survey participation on responses, can vary with tenure. Under an additive model of cell means in period, entry cohort, and tenure, we characterize which features of the conditioning path a staggered panel identifies on its observed support, and how the unidentified compon...

Shoki Okubo · 0 citations

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