A quadratic objective function is a mathematical expression used in optimization problems, characterized by a quadratic polynomial, often seeking to minimize or maximize the function subject to constraints. It is prevalent in various fields such as finance and machine learning, where it models problems with a parabolic nature, allowing for efficient solution techniques like quadratic programming.