Rashid Mureed gave a presentation on regulatory challenges with data integrity and data management. He discussed global standards and guidance from organizations like WHO, EMA, MHRA, and FDA. Common deficiencies seen include a lack of audit trails, improper user access controls, and inaccurate or fabricated test results. Mureed emphasized the importance of the ALCOA principles for data integrity and explained that most issues stem from technical failures and bad practices rather than willful misconduct. He provided recommendations for developing a data integrity action plan through risk assessment, defined procedures, training, and fostering a culture of quality.