Transcality creates digital transportation twins for transport infrastructure planning and real-time traffic monitoring and prediction.My main task was to ensure the transportation network of the digital twin was as accurate as possible.• Submitted issues and a pull request in open-source traffic simulation package, SUMO• Rewrote scripts to increase their modularity• Put together a pipeline for automated network creation

• Collated desktop research on EU forestry policy• Screened academic literature and gathered information on accountabilityconcepts in public policy

• Assisted supervisor in a systematic literature review on greenhouse gas fluxes from a variety of land-uses over peatlands• Developed literature screening workflow and eligibility criteria• Screened and categorised over 1000 studies based on their methodologies

• Developed data templates to support client's data collection process for sustainability reporting based on GRI Standards.• Developed social compliance related training materials for workers and supervisors based on Responsible Business Alliance standard.

• Conducted literature review of geological and historical evidence of typhoons in theSouth China Sea• Organised and visualised data on the occurrence of historical typhoons in Excel