Large-scale predictors are models or algorithms designed to make accurate predictions from vast amounts of data, often leveraging advanced computational techniques and massive datasets. They are crucial in fields like climate science, economics, and machine learning, where understanding complex systems and making informed decisions require analyzing numerous variables and large datasets.