Black carbon (BC) contributes to global warming by absorbing sunlight. However, the size of this contribution, namely, the direct radiative forcing (RF), ranges from +0.1 to +1.0 W m À2 , largely due to differences between bottom-up and observation-based estimates. Current global models systematically underestimate BC radiation absorption relative to observations, which is often attributed to the underestimation of BC emissions. Several studies that adjusted emissions to correct biases of global aerosol models resulted in a revised upward estimate of the BC RF. However, the BC RF was never optimized against observations in a rigorous mathematical manner. Here we simulated the absorption of solar radiation by BC from all sources at the 10 km resolution by combining a highly disaggregated emission inventory with a nested aerosol climate model and a downscaling method. As a result, the normalized mean bias in BC radiation absorption was reduced from À51% to À24% in Asia and from À57% to À50% elsewhere. We applied a Bayesian method that makes the best account of all model, representativeness and observational uncertainties to estimate the BC RF and its uncertainty. Using the new emission inventory and high-resolution model reduces uncertainty in BC RF from À101%/+152% to À70%/+71% over Asia and from À83%/+108% to À64%/+68% over other continental regions. Finally we derived an observationally constrained BC RF of 0.61 Wm À2 (0.16 to 1.40 as 90% confidence) as our best estimate. Our estimate implies that reduction in BC emissions would contribute to slow down global warming, but the contribution could be less than previously thought. tions of aerosol absorption optical depth (AAOD) from the ground-based remote sensing Aerosol Robotic Network (AERONET) [Koch et al., 2009;Bond et al., 2013], leading to ad hoc adjustments in the so-called observation-based or top-down method. Previous studies chose to adjust the BC emissions upward to correct the low bias of global models, resulting in a larger revised BC RF [Sato et al., 2003;Chung et al., 2005Chung et al., , 2012Ramanathan and Carmichael, 2008;Bond et al., 2013], in the range 0.6-1.0 W m À2 . This would make BC a WANG ET AL.RADIATIVE FORCING OF BLACK CARBON 5948