>> why can't data science simply be about applying the scientific method in the realm of data analysis?
>That's what a statistician do.
Mmmh.
Run that experiment for me next time you meet a statistician:
- ask him if he can apply Chi-squared to a decision problem
- ask him if he can *explain* how and why Chi-squared works.
In my experience, all statisticians can do the first, almost none can do the second.Learning how to use a screwdriver to screw screws without understanding notions of torque and moment doesn't mean you're applying the scientific method.