The Measurement Problem#

Measuring developer experience wrong is worse than not measuring at all. Lines of code, commit counts, and story points per sprint all create perverse incentives — developers game what gets measured. Good metrics measure outcomes (how fast does code reach production?) and perceptions (do developers feel productive?) without punishing individuals.

The goal is identifying systemic friction in tools, processes, and the platform. Never to evaluate individual developers.