Feature engineering, the art and science of crafting input variables to machine learning algorithms, often feels like a mystical process. Information scientists engage tirelessly, transforming raw datasets into valuable insights that fuel AI models' accuracy. However, it doesn't have to be an enigma! With a structured approach and understanding the