Explore the complexities of dataset licensing in AI software development through this conference talk. Delve into the OpenDataology project, an open-source initiative addressing license compliance challenges for publicly available datasets. Learn about the risks associated with using multiple data sources, each with potentially different licenses. Discover how OpenDataology proposes a novel approach to assess potential license compliance violations and acts as a crowd-sourced medium for identifying and documenting risks. Gain insights into the project's key thrusts, available tools, and its efforts to enhance SPDX for better dataset license compliance analysis. Understand the importance of proper dataset licensing and the steps being taken to improve the current landscape in AI development.