Hands-on experience using AI-assisted tools such as Claude Code, ChatGPT Codex, or comparable platforms with Python, SQL, BI tools, or modern data platforms to build, automate, harden, or materially improve planning models and workflows. Connect demand, backlog, workforce supply, skills, productivity, shrinkage, hiring, attrition, ramp, overtime, transfers, automation, and business events into a reliable view of capacity; identify gaps and surpluses and recommend actions before additional labor is approved.