kind: expansion

operation: fill: Forklift Operator x5 in Toledo, OH

Jennifer K. Robinson

reason: Meets the criteria of being a Forklift Operator in Toledo, OH with availability and reliability above the specified thresholds.

discovered_pattern: Across 25 similar past playbooks (10 workers examined) · recurring certifications: Forklift (40%), OSHA-10 (40%) · recurring skills: mill (40%) · archetype mostly: leader · reliability median 0.83 (range 0.66–0.96)


kind: emergency

operation: fill: Loader x4 in Toledo, OH

Mary R. Richardson

reason: Verified availability score of 0.988 via SQL and ranked highest among the candidates with an availability score greater than 0.7.

Raj Torres

reason: Ranked second among the candidates with an availability score greater than 0.7.

Brian X. Price

reason: Ranked third among the candidates with an availability score greater than 0.7.

Fatima X. Gutierrez

reason: Ranked fourth among the candidates with an availability score greater than 0.7.

discovered_pattern: Across 25 similar past playbooks (9 workers examined) · recurring certifications: Forklift (44%) · recurring skills: mill (44%) · archetype mostly: leader · reliability median 0.80 (range 0.66–0.96)