A data quality framework is a structured approach to assess, maintain, and improve the quality of data within an organization. It includes methodologies, standards, and processes to ensure data accuracy, consistency, reliability, and relevance. By implementing a data quality framework, organizations can enhance decision-making, mitigate risks, and optimize business outcomes.