Eight months ago I left a director of operations role at a mid-size nonprofit to join a 200-person SaaS company as a senior ops analyst. Lower title, lower salary for the first six months on paper, higher everything else eventually.
The thing nobody told me: the translation problem isn't skills, it's vocabulary. Everything I did at the nonprofit, I just called it different things. "Grant reporting" became "cross-functional reporting to stakeholders." "Managing volunteers across 12 sites" became "distributed team coordination at scale." My actual job was the same. The resume needed a full rewrite.
The interview where it clicked was with a hiring manager who had come from education nonprofit herself. She said: you've been doing ops in hard mode. No budget slack, no dedicated tooling, everything improvised. That's actually a plus.
I don't think every company sees it that way. But enough of them do. If you're translating out of mission-driven work: your constraints were real constraints. The scrappiness is a feature, not a bug. Just say it in their language.