Define domain-specific quality success metrics.
Develop project-specific SOPs, QA rubrics, and reference materials for the specific purpose of meeting client technical standards.
Review project outputs (annotations, classifications, metadata) against technical standards, flagging and correcting errors before client delivery.
Perform structured QA passes on daily/weekly deliverables; flag, track, and resolve defects quickly to hit delivery deadlines.
Return work to contractors with precise remediation notes.
Provide advisory input on tools, workflows, and processes to meet quality benchmarks.
Handle spec changes and edge-case scenarios — e.g., new nomenclature updates, ambiguous classifications, or evolving research standards — drafting acceptance criteria or workarounds.
Curate example libraries of “gold standard” annotated datasets for calibration and comparability to reference samples.