Singapore Land Transport Authority

A scalable urban planning tool that uses open data to simulate the impact of traffic demand and congestion on city-wide carbon emissions. The platform provides high-resolution emission estimates while incorporating uncertainty intervals to ensure policy decisions are based on robust data.

Why it helps: Can use the tool to benchmark the emission reduction potential of their 100% electrification pledge across different vehicle sub-classes.