A cofactor is a numerical value that plays a crucial role in the computation of determinants in matrix algebra. It is calculated by taking the determinant of a smaller matrix formed by eliminating the row and column of a specific element from the original matrix, often multiplied by a factor of -1 depending on its position. Understanding cofactors is essential for applying Cramer's Rule, which utilizes determinants to solve systems of linear equations.