In parallel, Joao developed a range of forecasting methods for time series data, with a particular focus on feature engineering and model optimization. His innovative approach improved the accuracy and robustness of predictive models used across several business domains. He consistently delivered high-quality analytical outputs that were both actionable and aligned with management needs. Throughout his tenure, Joao demonstrated professionalism, initiative, and a strong collaborative spirit.