That doesn't even have to be writing a ton of code, but reading the code, getting intimately familiar with the metrics, querying the logs, etc.
Back when automatic piano players came out, if all the world's best piano players stopped playing and mostly just composing/writing music instead, would the quality of the music have increased or decreased. I think the latter.