A critical but rarely recognized step in the data analysis is the step before the actual analysis: the preparation of the dataset.  It may be an inherent part of the data analysis but it is often overlooked, understated, and underestimated.  We often hear about the effort required for the data analysis and we conjure up in our head rigorous statistical analysis but the step before the actual analysis of…