I find the simple expression of a causes b as in this database without qualification not very helpful. At least, we need causal graphs/causal digram loops to describe these causal relationships better.

[0] https://en.wikipedia.org/wiki/Causal_graph

Harvard has a free course about it: https://www.edx.org/learn/data-analysis/harvard-university-c...