New research analyzing 12,000 developers reveals that cycle time—the go-to metric for engineering productivity—is so inherently variable that individual snapshots are meaningless. Instead, improving software velocity demands system-level interventions, not blame or praise for developers, as factors like task scoping and defects create unavoidable noise in the system.