Multiple satellite retrieval algorithms are used to counter problems, such as cloud contamination, faced by sensors with large pixel sizes. This work uses one such algorithm to retrieve a parameter (single scattering albedo) over the oceans. It was found that the joint algorithm performed better than the original when aerosols were present near the surface. Discrepancy between the measurements was seen when elevated aerosols were present which might not have been detected by cruise instruments.