operation: fill: Material Handler x2 in Cincinnati, OH

discovered_pattern: Across 25 similar past playbooks (15 workers examined) · recurring certifications: OSHA-10 (60%) · archetype mostly: flexible · reliability median 0.83 (range 0.59–1.00)


kind: recurring

operation: fill: Assembler x2 in Cincinnati, OH


kind: emergency

operation: fill: Material Handler x3 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: misplacement

operation: fill: Shipping Clerk x1 in Cincinnati, OH