Engineering logbooks are a great idea (and electronic/mechanical engineers have been doing it for a while - because it works!).

I use a spiralbound notebook and a fountain pen for mine, because I find the change of tools helps me to think about the project I'm logging on a meta level. I tried doing it in a textfile and it didn't work so well for me, but people are different.