Don’t waste data scientists’ time asking them to continually explain what or why. Nothing annoys them more. Either dig in yourself, or invest in the tooling to make it easy for everyone to do so.
Everyone (PM, Eng, DS, Des) should be able to say what happened from the data. PM, DS should be able to say why it happened from the data. DS really comes into it’s own predicting what will happen next.