1. Convert a stakeholder question into scope TASK: Draft the brief, metric contract and evidence request. Choose a region comparison as an independent extension. Your method: Your evidence/result: Limitations and next action: 2. Integrate SQL/Python analysis with reporting TASK: Build the analysis and one visual/table. Include row/order reconciliation, a mutated-input test and an empty-coverage state. Your method: Your evidence/result: Limitations and next action: 3. Write a decision note and defend the limits TASK: Write the final note and score scope, method, checks, communication and reproducibility 0–2 each with linked evidence. Your method: Your evidence/result: Limitations and next action: