While at least 70 per cent of deforestation is done to clear land for agriculture, the scientists called out industrial mining as an emerging concern due to the growing global appetite for minerals used in clean-energy technologies to combat climate change.
"The energy transition is going to require very large amounts of minerals, copper, lithium, cobalt, for decarbonized technologies," said coauthor Anthony Bebbington, a geographer at Clark University in Massachusetts.
"We need more planning tools on the parts of governments and companies to mitigate the impacts of mining on forest loss."
Already, mines worldwide extract more than twice the amount of raw materials than they did in 2000, the study said.
For the study, the researchers studied global satellite images and data tracking forest loss alongside location information for industrial-scale mining operations from the past two decades.
The study did not measure the impacts from small-scale and artisanal mining, which can also be a challenge as pollution goes unregulated.
Overall, there were 26 countries responsible for most of the world's tropical deforestation since 2000.
But around industrial mining sites, the four countries dominated. The biggest losses were in Indonesia, where coal mines on the island of Borneo have expanded to meet fuel demand from China and India.
Ghana and Suriname also showed high deforestation rates around gold and bauxite mines delivering material used in aluminum and other products. In Brazil, gold and iron ore extraction drove mining deforestation.
Mining operations often clear forests to make room for expanding extraction sites and tailing storage facilities, as well as to build access roads and settlements for miners.
Road-building and development activities are often not included in environmental impact assessments, conducted before a mine is approved, said environmental engineer Juliana Siqueira-Gay at the sustainability nonprofit Instituto Escolhas in Brazil, who was not involved in the study.