One of the key aspects when generating data is that the information extracted from the data can be used to compare several experiments of the same compound or compare the same type of experiment across a set of compounds, all these processes are enabled.
Also, it might be interesting to compare the outcome of different experimental protocols when there are experiments performed with the same compounds to check, for example, if the different system pick up different mechanism of action.
The study of the effect of specific chemical features in the metabolism of a compound also provide inside on what could be the impact of the group in metabolism or on reactive metabolite formation.