Trees contribute enormously to climate change mitigation by sequestering huge amounts of atmospheric carbon dioxide. Quantifying this important function of trees is however not without challenges as it requires measuring the size and density of trees to determine aboveground biomass. Our study shows that uncertainty in tree size can lead to more errors than from density. Characterising local tree structures is key to our understanding of the contribution of trees to climate change mitigation.