Coefficient extraction refers to the process of identifying and isolating the numerical coefficients in mathematical expressions, particularly polynomials, to facilitate further analysis or computation. This technique is crucial in various fields such as algebra, calculus, and numerical analysis, where understanding the role of each term's coefficient can aid in solving equations or optimizing functions.