Penalization is a method used in various fields to impose a penalty on certain actions or choices to discourage undesirable behavior or to regularize solutions in optimization problems. It is widely utilized in machine learning, economics, and law to balance trade-offs between competing objectives and ensure compliance with desired standards or constraints.