Add Data And Logic Tests
Test your data and test logic/code/scripts used in each tool in your analytic toolchain.
Put All Steps To Version Control
At the end of the day, analytic models/workbooks/scripts is all just code.
Branch and Merge
Branching and merging enables people to safely work on their own tasks.