As the CEO of a company that uses AI to automate pricing and supply chain, I can tell you that you are spot on about the lack of business understanding holding applicants back. Of course we need technically skilled data scientists on our team, but as you point out, optimizing for any metric is impossible without the right context. Data scientists must have a basic understanding of the business context in which they’ll be operating in order to succeed.