Your question is Time-Series Data Leakage. 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).
Explain the concept of data leakage in time-series forecasting and how you prevent it.