operation: fill: Shipping Clerk x1 in Cincinnati, OH

discovered_pattern: Across 25 similar past playbooks (17 workers examined) · recurring certifications: OSHA-10 (53%) · recurring skills: 6S (41%) · archetype mostly: communicator · reliability median 0.83 (range 0.59–1.00)


kind: recurring

operation: fill: Loader x1 in Cincinnati, OH

discovered_pattern: Across 25 similar past playbooks (17 workers examined) · recurring certifications: OSHA-10 (53%) · archetype mostly: communicator · reliability median 0.83 (range 0.59–1.00)


kind: emergency

operation: fill: Forklift Operator x2 in Cincinnati, OH

discovered_pattern: Across 25 similar past playbooks (18 workers examined) · recurring certifications: OSHA-10 (50%) · archetype mostly: leader · reliability median 0.85 (range 0.59–1.00)