Your question is Time-Series Feature Engineering. 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).
Describe your experience with feature engineering for time-series data related to loyalty transactions at Kobie Marketing.