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Rule 1. Original data should be presented in a way that will preserve the evidence in the original data for all the predictions assumed to be useful.

 

Walter A. Shewhart

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Rule 2. Any summary of a distribution of numbers in terms of symmetric functions should not give an objective degree of belief in any one of the inferences or predictions to be made therefrom that would cause human action significantly different from what this action would be if the original distributions had been taken as evidence.

 

Walter A. Shewhart

 

We are thus led to a somewhat vague distinction between what we may call "hard" data and "soft" data. This distinction is a matter of degree, and must not be pressed; but if not taken too seriously it may help to make the situation clear. I mean by "hard" data those which resist the solvent influence of critical reflection, and by " soft " data those which, under the operation of this process, become to our minds more or less doubtful.

 

Bertrand Russell

 

…git actually has a simple design, with stable and reasonably well-documented data structures. In fact, I'm a huge proponent of designing your code around the data, rather than the other way around, and I think it's one of the reasons git has been fairly successful […] I will, in fact, claim that the difference between a bad programmer and a good one is whether he considers his code or his data structures more important. Bad programmers worry about the code. Good programmers worry about data structures and their relationships.

 

Linus Torvalds

 

Knowledge about limitations of your data collection process affects what inferences you can draw from the data.

 

Nick Bostrom

 

The human mind can no more produce an original thought than a tree can bear an original fruit. As well might one cry for an original note in music as expect an original idea from a human brain.
One wishes our friends, the critics, would grasp this simple truth, and leave off clamoring for the impossible, and being shocked because they do not get it.

 

Jerome K. Jerome