When you use data to study people, ask "who gains power with this info?" If it's not the people whose data you are using, there's a problem.
All of the answers we want are not in the data. They never are. Sometimes we need to go outside and talk to people.
When a company raises big $ claiming a machine learning edge and then you get a note from a recruiter trying to hire someone to build it.