Blog posts

2026

Graph ML for Asset Pricing: Traversing the Supply Chain

1 minute read

Published:

Standard asset pricing treats firms as isolated atoms — each valued solely on its own balance sheet, momentum, and factor loadings. But in reality, a chip shortage at TSMC reverberates through Apple’s supply chain, and on to every automaker waiting for electronics. Why should we expect a model that ignores these connections to price assets well?