otherwise they will not be able to work on their problems full-time.

they need to understand the business domain's problem, why it is important, and how a data science solution to the problem might fit into an organization's processes.

any data analytics technique and algorithms must be uniquely adapted to the domain problem in order to achieve correct computational solutions.