Explicit vs Implicit, Explainable Decision Logic

In general, there are several ways to capture information processing logic of the kind used, for example, in decision making.

Some are explicit (e.g. by means of several, distinct rules), while some others are more ‘black box’ in nature (e.g. a complex equation)

There should be a trade-off between complexity, accuracy and clarity