Probabilistic forecasting involves predicting future events by assigning probabilities to various possible outcomes, allowing for a more nuanced understanding of uncertainty compared to deterministic forecasts. This approach is essential in fields like meteorology, finance, and supply chain management, where uncertainty and variability are inherent and can significantly impact decision-making.