In conclusion, by 2011 Bayer had halted two-thirds of its target validation programs because inhouse experimental findings did not correspond with published literature . Unreliable data and sparsity of chemical data are serious problems which, at this stage, almost all data-driven applications in chemistry are struggling with. One of the great strengths of the statistical approach applied here is its ability to differentiate structure from noise in a principled way.