An LLM Workflow for Functional Form Sensitivity Analysis -- by Isaiah Andrews, Simon C. Essig Aberg, Jesse M. Shapiro

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  • Acknowledgements and Disclosures

    We are grateful to Scott Kominers for comments and suggestions. This material is based upon work supported by the National Science Foundation Graduate Research Fellowship Program under Grant No. DGE 2140743. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation. LLMs were used in the preparation of this article and its accompanying materials. The views expressed herein are those of the authors and do not necessarily reflect the views of the National Bureau of Economic Research.


    Jesse M. Shapiro

    Shapiro has, in the past, been a paid visitor at Microsoft Research New England and a paid consultant for FutureOfCapitalism, LLC. Shapiro has been paid for writing by the New York Times.

    Shapiro's spouse has a disclosure statement posted at https://vivo.brown.edu/display/eoster1#Affiliations.

  • Citation and Citation DataCopy Citation Isaiah Andrews, Simon C. Essig Aberg, and Jesse M. Shapiro, "An LLM Workflow for Functional Form Sensitivity Analysis," NBER Working Paper 35947 (2026), https://doi.org/10.3386/w35947. Copy to Clipboard Download Citation
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