We present a model that represents global supply-chain networks.
We identified supply-chain clusters with high CO2 emissions.
The U.S. construction demand induced relatively large CO2 clusters in China.
The CO2 cluster in China had high annual growth rate of 58%, during the period 1995–2008.
This study shows the highest-priority supply chains to mitigate global warming.