Randomization Test for the Specification of Interference Structure

• Tác giả: Tadao Hoshino, Takahide Yanagi
• Ngôn ngữ: eng
• Ký hiệu phân loại: 781.32 *Indeterminacy and aleatory composition
• Thông tin xuất bản: 2023
• Bộ sưu tập: Metadata
• ID: 196353

Tóm tắt

This study considers testing the specification of spillover effects in causal inference. We focus on experimental settings in which the treatment assignment mechanism is known to researchers. We develop a new randomization test utilizing a hierarchical relationship between different exposures. Compared with existing approaches, our approach is essentially applicable to any null exposure specifications and produces powerful test statistics without a priori knowledge of the true interference structure. As empirical illustrations, we revisit two existing social network experiments: one on farmers' insurance adoption and the other on anti-conflict education programs.