A weighting matrix is a mathematical tool used to give different levels of importance to various components in a vector or matrix, often employed in statistical models and optimization problems to improve accuracy and efficiency. It is crucial in methods like weighted least squares, where it adjusts the influence of data points based on their variance or reliability.