Implementing differential privacy presents several challenges. First, determining the appropriate level of noise to add for privacy protection while maintaining data utility is complex. Second, managing the cumulative privacy loss in repeated data queries or analyses is a technical challenge. Third, integrating differential privacy into existing data systems and processes can be resource-intensive. Fourth, educating stakeholders about the nuances of differential privacy and its implications is necessary but can be difficult. Addressing these challenges requires a combination of technical expertise, strategic planning, and stakeholder engagement to effectively implement differential privacy in practical settings.
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