Which models are interpretable?

Data Scientists have the role to extract information from raw data. They aren't engineers, nor they are software developers. They dig inside data and extract the gold from the mine. Knowing what a model does and how it works is part of this job. Black-boxes models, although sometimes work better than other models, aren't a good idea if we need to learn something from our data.