Your question is Ensure Data Validity and Reproducibility. 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 how you ensure the validity and reproducibility of your data from study design through analysis and reporting.