As data science as a discipline becomes more popular there is a need to be precise about the fundamental aspects of the discipline itself and what we as a society want data science to be. A new definition for applied data science is given and how non-technical aspects of the work conducted by data scientists can be formalised. The work also proposes a new type of underpinning framework for the discipline and lays the foundations for a method of ensuring robust integration of Computer Science, Mathematics, Domain Knowledge and the Social Sciences to ensure that ethical applied data science is always conducted, no matter the organisation, team members or projects that conduct said work.