The Tax Scheduler manages the scheduling of tax engagements, ensuring optimal resource utilization, coordinating with tax partners and managers, monitoring schedules, and adapting to client needs. The role involves updating scheduling software, forecasting resource needs, and supporting the tax department's financial goals.