operation: fill: Warehouse Associate x3 in Toledo, OH

Patrick Ross

reason: Top ranked candidate (score 0.69) from hybrid_search, verified in SQL with high availability (0.5741) and reliability (0.7398).

Olivia Y. Howard

reason: Second ranked candidate (score 0.67) from hybrid_search, verified in SQL with high availability (0.761) and reliability (0.6939).

Deborah X. Sanchez

reason: Third ranked candidate (score 0.67) from hybrid_search, verified in SQL with high availability (0.8645) and reliability (0.7538).

discovered_pattern: Across 25 similar past playbooks (11 workers examined) · recurring certifications: OSHA-10 (64%), Forklift (45%) · recurring skills: overhead crane (45%) · archetype mostly: communicator · reliability median 0.96 (range 0.75–1.00)


kind: recurring

operation: fill: Machine Operator x2 in Toledo, OH

Kimberly G. Thomas

reason: Top-ranked hybrid search result (score 0.59) for Machine Operator in Toledo, OH with verified availability > 0.5.

Kathleen O. Ortiz

reason: Second-ranked hybrid search result (score 0.57) for Machine Operator in Toledo, OH with verified availability > 0.5.


kind: expansion

operation: fill: Forklift Operator x5 in Toledo, OH

Matthew P. Garcia

reason: Top hybrid_search score (0.66), verified in Toledo OH with availability 0.62 and reliability 0.75.

Maria K. Cruz

reason: High hybrid_search score (0.65), verified in Toledo OH with availability 0.61 and reliability 0.77.

Nancy W. Ward

reason: Strong hybrid_search score (0.62), verified in Toledo OH with availability 0.61 and reliability 0.79.

Charles T. Walker

reason: Strong hybrid_search score (0.62), verified in Toledo OH with availability 0.62 and reliability 0.81.

Rachel Turner

reason: High hybrid_search score (0.61), verified in Toledo OH with availability 0.66 and reliability 0.79.

discovered_pattern: Across 25 similar past playbooks (12 workers examined) · recurring certifications: OSHA-10 (67%) · recurring skills: mill (42%), overhead crane (42%) · archetype mostly: communicator · reliability median 0.96 (range 0.59–1.00)


kind: misplacement

operation: fill: Warehouse Associate x1 in Toledo, OH

Ryan Hughes

reason: Verified via SQL as a Warehouse Associate in Toledo, OH with availability 0.6174 (>0.5) and reliability 0.8329. Matches the single target requirement.

discovered_pattern: Across 25 similar past playbooks (12 workers examined) · recurring certifications: OSHA-10 (67%) · recurring skills: overhead crane (42%), mill (42%) · archetype mostly: communicator · reliability median 0.96 (range 0.59–1.00)