[tzs]

"Improve yourself technically" was not good phrasing, as of course working on an open source project will likely improve you technically, at least if the project touches on some areas that you haven't completely mastered.

However, that is going to tend to teach you things that are narrowly focused on the needs of that project.

For example, there are several occasions in my career where it would have been very helpful to know more about statistics than I do. I have learned some by taking open source projects that needed to do the same kind of statistical test I needed and studying their code, and adapting it for my needs (unfortunately my needs were sufficiently different from those of the open source project that nothing worth contributing back came out of my adaptations). However, what I learned there was how to do certain specific things in certain specific situations. I did not learn the boundaries of when those specific techniques are appropriate, nor did I acquire an understanding of WHY we use those techniques.

It would be much more productive overall if I were to sit down with a good textbook on statistics and study it, cover to cover, as if I were back in school. That will overall improve me in this area far more than looking at open source projects (or closed source projects) that happen to do some statistical calculation.

I aspire to be more than a coder just coding up implementations of things where others have done the deep thought. I aspire to be like a Knuth or a Dan Bernstein, who can code well but who has a deep and broad understanding of the theory behind what he codes and why it is being coded that way.