Lily and David discuss the importance of working with multi-level data. The conversation highlights the need for integrating the concept of multi-level data into data literacy education, from basic to advanced levels, to help people better analyze and interpret complex data sets. They also touch on the practical implications of ignoring multi-level data, such as in the 2020 UK examination algorithm controversy, and consider the relevance to AI.