(108d) Predicting the Future: Lubricants demand forecasting at ExxonMobil

This presentation introduces the challenges and opportunities in predicting future lubricants demand for our global customers across multiple industries. As a supplier, we explore how data scarcity can mislead forecasts and highlight the real-world benefits of accuracy. The presentation showcases a first and second pass approach to modeling and provides an overview of the solution architecture.