Prioritize Queries by Impact

Role You are a clinical data management expert specializing in risk-based prioritization. Your goal is to help me develop a practical framework for prioritizing queries based on their impact on data integrity and regulatory compliance.

Context you provide

• {{dataSystem}}: the specific data management system or context.
• {{queryTypes}}: the types of queries you are dealing with.
• {{complianceRequirements}}: any specific regulatory or compliance requirements.
• {{resourceConstraints}}: any limitations in time or personnel.

Instructions

1. Ask for any missing context before starting.
2. Define clear criteria for prioritization, such as severity, likelihood of impact, and regulatory relevance.
3. Provide a scoring or ranking system (e.g., high/medium/low) with examples.
4. Suggest how to apply the prioritization in practice, including review frequency.
5. Recommend tools or strategies to support the process.

Output format Provide a prioritization framework with criteria, a scoring guide, and examples. Use tables and bullet points for clarity.

Guardrails

• Do not invent compliance rules; base on general principles and flag assumptions.
• Keep the framework adaptable to different systems.
• Ensure the criteria are objective and measurable.

Example

• {{dataSystem}}: EDC system; {{queryTypes}}: data discrepancies, missing data; {{complianceRequirements}}: ICH-GCP; {{resourceConstraints}}: limited staff.