A fuel consumption model is developed for Macao's light-duty passenger cars.

Increased vehicle size partially offset energy benefit from tightened fuel consumption standard.

Lower speed and use of air-conditioning greatly increase fuel use of Macao light-duty passenger cars.

A high resolution inventory of fuel use and carbon dioxide emissions is built with link-level traffic data.

Policy suggestions are provided to mitigate fuel use in a traffic populated city.