Dr Yiyan Liu is the Geotechnical Data Manager at HS2 Ltd. With a background in computer vision–based structural health monitoring, he now leads the assurance, validation, and curation of geotechnical data, including ground investigation, earthworks construction, and ground movement compliance data. A key focus of his work is route-wide 3D ground modelling using advanced learning-based methods.