Your question is Validating With Unfamiliar Data. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
What methodologies do you employ to validate the accuracy of your data analysis when working with completely unfamiliar datasets?