A good marketing forecast relies heavily on historical data, which provides valuable insights into consumer behavior. The role of historical data in shaping an accurate marketing forecast for future campaigns demonstrates how past trends and performance metrics inform predictions, ensuring that campaigns are built on a solid foundation of insights.