Independently maintain and evolve forecasting models that connect bookings, revenue recognition, and collections across D2C. Perform monthly variance analysis for revenue, bookings, and cash flow. Improve data accuracy, processes, and workflows to streamline forecasting and reporting. Drive strategic insights and operational alignment between Finance and business partners. Maintain and evolve subscription model that supports revenue forecasting, scenario planning, and the annual planning process. Build and automate recurring dashboards covering key metrics such as bookings, subscriptions, lifetime value (LTV), customer acquisition cost (CAC), churn, and other performance indicators. Support pricing decisions, promotional analysis, experiment evaluation, and investment prioritization.