Review the completeness and accuracy of metadata as it supports data lineage, classification, and context understanding. Analyze the frequency and severity of data breaches, errors, or compliance violations before and after implementing the governance strategy.

A multi-dimensional approach is required as it requires measurements of both tangible (data quality metrics, compliance metrics) and non-tangible outcomes (level of stakeholder engagement). Define the metrics and track them and see how they contribute to overall business objectives.

1. Data Quality Metrics: Track data accuracy, completeness, and consistency. 2. Compliance Rates: Monitor adherence to policies and regulatory requirements. 3. Issue Resolution Time: Measure the speed of identifying and resolving data issues. 4. User Satisfaction: Conduct surveys on data accessibility and reliability. 5. Access Control Violations: Record unauthorized access attempts and breaches.

To measure the success of a data governance strategy, I focus on several key performance indicators (KPIs). First, I track data quality metrics such as accuracy, completeness, and consistency, using automated tools to identify and address discrepancies. I also monitor compliance with internal policies and regulatory standards to ensure data handling remains secure and ethical. User satisfaction is another critical factor, so I gather feedback through surveys and interviews to gauge how well the governance strategy supports data users' needs. Regular audits and periodic reviews help refine and adapt the strategy to address evolving requirements.

I would establish clear objectives and track Key Performance Indicators (KPIs) such as data quality, compliance, accessibility, and usage. Monitoring tools would provide real-time insights, while regular audits ensure adherence to policies and regulations. Stakeholder feedback through surveys and interviews would assess user satisfaction and identify areas for improvement. Operational metrics like error reduction, cost savings, and efficiency gains highlight the strategy’s impact. Finally, evaluating business outcomes—enhanced decision-making, customer satisfaction, and revenue growth—ensures alignment with organizational goals. Continuous reviews and updates maintain the strategy’s relevance and effectiveness over time.