Science literatures have developed from time to time concerning specialization and target audience. It is not just a tidy package of knowledge. It is a vital part of being human.
Working with large datasets is a whole lot more challenging. Data science has the extra issue of reputation price. Although not all scientists have face-to-face contact to go over research papers, all of them are on the exact same team.