Data science is effective when the team can perform a dedicated exploration before applying data in production. Separating the exploration from production allows the teams to test the data and hypothesis before setting it loose in the wild, a step any business exploring machine learning initiatives will recognize the value of.
Every business feels the pressure to adopt business intelligence, but many are struggling with how and where to best incorporate data scientists and analysts into their teams.
https://www.cmswire.com/digital-experience/why-data-scientists-need-room-to-explore/
