Enhancing Arabica and Robusta coffee prices forecasting through machine learning approaches

Researchers used machine learning models to forecast Arabica and Robusta coffee prices by analyzing climatic, economic, and production data from 2009 to 2025. The study found that stacking multiple models provided the most accurate predictions, though Arabica prices remained difficult to forecast under extreme climate scenarios.