Publications

Published Articles

1. Leveraging Generative Artificial Intelligence for Causal Inference with Unstructured Data, Working paper, with Kosuke Imai, Proceedings of the National Academy of Sciences (Accepted), URL

2. Causal Inference with Generative Artificial Intelligence: Application to Texts as Treatments, Journal of the American Statistical Association (Accepted), with Kosuke Imai URL

3. Understanding the Impact of Military Service on Support for Insurrection in the United States, Journal of Conflict Resolution, with Robert Pape, Keven Ruby, and Kyle Larson. URL

4. Balancing Opportunities and Incentives: How Rising China’s Mediated Public Diplomacy Changes under Crisis, International Journal of Communication. URL

Selected Working Papers

1. Observational Equivalence of LLM and Human Annotation, Working paper, with Jing Ling Tan and George Yean. URL

2. Causal Inference with Video Features as Treatments, Working paper, with Adam Breuer, Michael H. Crespin, Bryce J. Dietrich, Kosuke Imai. URL

3. Where’s the Evidence that Respondents Understand Your Survey Questions?, Working paper, with Musashi Hinck, Gary King, and Brandon Stewart. URL

4. GenAI Powered Dynamic Causal Inference with Unstructured Data, Working paper, with Kosuke Imai URL

5. Surrogate Representation Inference for Text and Image Annotations, Working paper, Presented at PolMeth2025 URL

   • Society of Political Methodology Best Poster Award (Method) at PolMeth2025 News

Selected Software

1. debriefly (Survey tools for automated cognitive debriefing) URL

2. gpi-pack (Python module for Generative-AI powered statistical inference) [Pypl] [Website]