This probably wasn't their main goal, but @grimalkina and @anthrocypher have scientifically defined what makes good senior devs (and higher) good.
For early-in-career devs trying to understand what it takes to move up the org chart, go read and digest their paper.
https://osf.io/preprints/psyarxiv/tfjyw
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