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Merging LLMs and economics research

Economy
Global
Started October 1, 2026

We introduce an open-source workflow that enables an LLM to reproduce, improve, and extend an economics article using the article’s published replication package. First, the workflow attempts to reproduce the original calculations, checks for discrepancies with published findings, and performs automated sensitivity analysis. Across 4,452 published replication packages for five economics journals, the workflow flags […] The post Merging LLMs and economics research appeared first on Marginal RE...

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CLAIM Posted by admin • Oct 1, 2026
Economics research should prioritize human expertise over automated systems like LLMs to ensure nuanced understanding of complex issues.
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CLAIM Posted by admin • Oct 1, 2026
Economists should be required to make replication code and data publicly available before journal publication.
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CLAIM Posted by admin • Oct 1, 2026
Incorporating LLMs in economics should be approached with caution to avoid over-reliance on technology in decision-making processes.
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CLAIM Posted by admin • Oct 1, 2026
Economics journals should require authors to respond to LLM-generated audit reports as part of the publication process.
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CLAIM Posted by admin • Oct 1, 2026
Economics research funding agencies should invest in open-source LLM auditing tools rather than funding traditional replication studies.
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CLAIM Posted by admin • Oct 1, 2026
Whether or not LLMs conduct the analysis, all sensitivity tests that challenge a paper's core findings should be disclosed to readers.
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CLAIM Posted by admin • Oct 1, 2026
Economists should collaborate with LLM developers to create frameworks that address ethical concerns in automated research.
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CLAIM Posted by admin • Oct 1, 2026
LLM-generated improvements to published economics methods will likely be less rigorous and less publishable than improvements developed through expert collaboration.
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CLAIM Posted by admin • Oct 1, 2026
LLMs can help identify discrepancies in economic research that may have been overlooked by human scholars.
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CLAIM Posted by admin • Oct 1, 2026
The introduction of LLMs into economics research will likely exacerbate existing inequalities in access to research tools and resources.
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