In this session the buildingSMART Airport Data and AI workgroup lead will explore the essential role of data governance in enhancing the trustworthiness of machine learning (ML) systems, with a focus on the use of open data. Addressing challenges like data quality, bias, and transparency, the session will emphasize the need for robust governance frameworks to ensure data accuracy and ethical AI practices.