I work in development of scientific equipment. Jupyter is my lab notebook. I think that to make good use of Jupyter for this purpose, you have to be a good programmer and a good scientist. No tool will turn us into these things against our will.

With that said, Jupyter has greatly improved my ability to find my own mistakes, and to reproduce my own results later on.