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#Policy#Philosophy#Climate

How I Used Game Theory to Model UN Climate Negotiations (And What It Predicted About COP30)

A reproducible coalitional model with surprisingly accurate out-of-sample predictions.

EG SEALVERIFIEDJun 16, 2026
22 upvotes · 1 comments

The Idea

I built a coalitional game theory model of multi-party climate negotiations using publicly available position papers and historical voting data.

What the Model Got Right

  • Predicted the formation of the Small Island States + LDC bloc in pre-COP30 alignment.
  • Identified the EU-Mercosur tension point before it became headline news.
  • Flagged three swing-vote nations whose positions shifted exactly as the model suggested they would, given their domestic constraints.

What It Got Wrong

The model under-weighted bilateral side deals signed outside formal negotiations. This is a known limitation of coalitional approaches and I'm working on a fix.

Code & Data

Fully open. Reproducible Jupyter notebooks linked from my profile.

Endorsements & feedback

Mei Lin Chen
ML Researcher · Stanford AI Lab
ENDORSEMENT

Exceptional rigor and clarity. The methodology section alone is graduate-level work. Reaching out via DM.

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