Granger causality is about linear inter-temporal dependence. Chatterjee correlation is about non-linear contemporaneous (or time-independent) dependence. They'r

Granger causality is about linear inter-temporal dependence. Chatterjee correlation is about non-linear contemporaneous (or time-independent) dependence. They're tools for quite different applications.