The "reproducibility" mantra is at odds with a lot of real world science and serious computing. You don't/can't in general reproduce the sort of physics experiments and large-scale calculations with which I'm most familiar the way people are suggesting, and software engineering can't address bad science or lack of information. Revision control and "notebook" interfaces seem to have become the equivalent of waving XML metadata at any problem from the days when e-science was preventing useful work and research. Experience from a non-trivial research record and some decades doing and supporting research computing will be ignored, though.