Run a Calibration Loop
Use PDCA to structure a calibration session for annotators.
Design a 25-minute calibration for the label account_takeover_risk. PDCA turns calibration from discussion into a controlled learning loop. The common trap is live group discussion before independent labels, which hides real disagreement. Before Discuss any confusing examples people bring to the meeting. After Pre-label six account_takeover boundary examples, reveal disagreements, extract the rule gap, update the guideline, and assign a recheck. Plan Pick one boundary: suspicious login evidence versus customer confusion. A narrow objective keeps the session deep enough to change behavior. Do step Annotators label six examples independently before discussion. Independent answers reveal whether the written rule transfers without…
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