  The purpose of this note is to point out analogies between causal analysis in
statistics and the correlation-response theory in statistical physics. It is
further shown that for some systems the dynamic cavity offers a way to compute
the stationary state of a non- equilibrium process effectively, which could
then be taken an alternative starting point of causal analysis.
