Abstract Three-dimensional forest structure plays an important role in processes such as biomass accumulation and fire spread and provides wildlife with habitat and foraging spaces. Advances in lidar mapping have improved forest structure quantification at local to global scales. However, point cloud density may have effects on estimates of forest structure variables that are not well understood and may vary by forest structural type (e.g. closed vs open canopy).