2-3 years in accounting, audit, or financial operations. Formal accounting training (CPA track or equivalent) that built accounting fundamentals such as close cycles, compliance, and day-to-day bookkeeping. High digital fluency, especially with AI-driven workflows and modern analytics tools. Proven ability to operate in fast-moving, ambiguous environments.