Exploring Database Quality Through Shapley Values

Key Points

• Database quality assessment demonstrates the strengths of Shapley values in evaluating accuracy and completeness.
• Key metrics reveal that Shapley values can substantially improve how we assess data integrity and consistency.
• Observational analysis utilizes statistical measures to quantify the effectiveness of Shapley values in database evaluation.
• This approach highlights the need for better tools in data evaluation to ensure quality and reliability.