Causability is important. Why?

Effective (future) Human-AI interaction must take into account a context specific mapping between explainable-AI and human understanding.

The need for deep understanding of algorithms

There are many different machine learning algorithms for a certain problem, but which one to chose for solving a practical problem? The comparison of learning algorithms is very difficult and is highly dependent of the quality of the data!