Human Data Operations jobs

Human data operations is the newest discipline on the ops floor: running the annotation and preference-labeling programs that feed post-training, from writing guidelines annotators can apply consistently to auditing the quality of what comes back. When preference data drifts, model behavior drifts with it — this team is the control loop.

It blends vendor management across firms like Scale, Surge, and Mercor with in-house programs for expert data — physicians, lawyers, and mathematicians grading model outputs. Process design and metrics instincts matter more than ML theory, though reading eval dashboards is part of the job. It's a genuine entry path into AI without an engineering background.