The risk of costly data revisions can be minimized if projects start from a carefully designed pilot study, which tests various models and identifies relevant data needs. Pilots can be run by several team members.
Ideally, pilots build on previous, related models which have been tested in the empirical literature, and which have gone through a  5/10  BIS - Central bankers' speeches  1.  process of quality control by academic journals.