Economic Forecasting

A calibrated AI economic forecaster trained from Fed Beige Book PDFs

22%
lower prediction error than GPT-5
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84%
better calibration than GPT-5
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+6.1%
Brier Skill Score vs. a naive base-rate baseline
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We turned timestamped Federal Reserve Beige Book PDFs into forecasting data, then trained a compact model to predict changes in regional economic conditions. The model beats GPT-5 by 22% on prediction error and 84% on calibration using only the PDFs as input.

What we did


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