You won't trust one of these people to work on your project, will you?

The problem gets worse in unsupervised ML, e.g. cluster analysis. Whatever variables you choose, clustering will give you some results. But only an experienced person can understand what variables to choose for the clustering, how to do it, and what those clusters really mean. You can't just try different things in clustering until it "works", because it always works.