kind: expansion

operation: fill: Safety Coordinator x8 in Peoria, IL

discovered_pattern: Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (46%) · archetype mostly: communicator · reliability median 0.77 (range 0.19–1.00)


operation: fill: Tool & Die Maker x4 in Grand Rapids, MI

discovered_pattern: Across 25 similar past playbooks (36 workers examined) · recurring certifications: OSHA-10 (47%) · archetype mostly: communicator · reliability median 0.80 (range 0.19–1.00)


kind: misplacement

operation: fill: Electrician x1 in South Bend, IN

discovered_pattern: Across 25 similar past playbooks (28 workers examined) · recurring certifications: OSHA-10 (43%) · archetype mostly: communicator · reliability median 0.80 (range 0.34–1.00)