3b(iv). Artificial data handling

The Data Scientist is responsible for communicating all the procedures employed to make the original data more adequate for the specific problem, especially techniques intended to correct gaps in the data, to balance classification problems, e.g. Interpolation, extrapolation, oversampling and under-sampling. As far as possible, these procedures should be peer-reviewed.