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Kill the Correlation, Save the Grid: Why Energy Forecasting Needs Causality

Humidity looks harmless on a scatter plot. Actually, in this paper, it looks worse than harmless: it appears negatively correlated with electricity demand. That is the kind of result a busy forecasting team might quietly accept. Add humidity as a feature, let the model figure it out, move on. The grid will not wait politely while everyone debates Pearl diagrams. ...

December 15, 2025 · 14 min · Zelina