operation: fill: Warehouse Associate x3 in Toledo, OH

Patrick Ross

reason: Top-ranked candidate (score 0.69) verified via SQL with high availability (0.8645).

Olivia Y. Howard

reason: Second-ranked candidate (score 0.67) verified via SQL with good availability (0.6458).

Deborah X. Sanchez

reason: Third-ranked candidate (score 0.67) verified via SQL with good availability (0.6113).

discovered_pattern: Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: mill (50%), 6S (50%) · archetype mostly: communicator · reliability median 0.83 (range 0.75–0.96)


kind: recurring

operation: fill: Machine Operator x2 in Toledo, OH

Robert W. Gonzalez

reason: Top-ranked Machine Operator in Toledo, OH with high availability (0.8843) and reliability (0.8928), verified via SQL.

Carmen Z. Rodriguez

reason: Second-ranked Machine Operator in Toledo, OH with high availability (0.8207) and reliability (0.8284), verified via SQL.

discovered_pattern: Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: mill (50%), 6S (50%) · archetype mostly: leader · reliability median 0.83 (range 0.75–0.96)


kind: emergency

operation: fill: Loader x4 in Toledo, OH

Mary R. Richardson

reason: Top availability (0.988) verified in Toledo, OH

Brian X. Price

reason: High availability (0.9755) verified in Toledo, OH

Raj Torres

reason: Good availability (0.7847) verified in Toledo, OH

George V. Stewart

reason: Sufficient availability (0.7322) verified in Toledo, OH

discovered_pattern: Across 25 similar past playbooks (6 workers examined) · recurring certifications: Forklift (67%), OSHA-10 (50%) · recurring skills: 6S (50%), mill (50%) · archetype mostly: leader · reliability median 0.83 (range 0.75–0.96)


kind: misplacement

operation: fill: Warehouse Associate x1 in Toledo, OH

Patrick Ross

reason: Verified via SQL as a Warehouse Associate in Toledo, OH with availability 0.8645 (>0.5).

discovered_pattern: Across 25 similar past playbooks (11 workers examined) · recurring certifications: Forklift (64%), OSHA-10 (55%) · archetype mostly: communicator · reliability median 0.78 (range 0.53–0.96)