Explanations can be an important tool in providing that confidence. Not all contexts require the same level of understanding of how machine learning models work.
I have mainly spoken to you about the important input that economic research provides in central banking. Let me briefly touch upon the other leg of this exchange, from policy to science, which is by no means less important than the previous one.