A lot of hard science is still done on the back of Excel, only begrudgingly adopting a data science mindset as the instruments produce more and more data. Data science is more than just streaming data, data lakes and machine learning.

Visual programming platforms like Knime is the next step for these teams, and then onto something like RStudio as they complete the transition towards employing data science in their pipelines.