Rethinkingcounterfactualanalysis

Belian is the local Sabahan name for the Bornean Ironwood — a remarkable tree with a lifespan exceeding 1,000 years and exceptional carbon storage capacity.

Forest conservation and carbon projects face a fundamental challenge: how do you credibly estimate what would have happened without the conservation intervention? Getting counterfactuals right is essential for carbon markets to deliver real climate impact.

We're building new approaches to this problem, bringing together state-of-the-art geospatial foundation models with rigorous causal inference methods.