Polynomial coefficients are the numerical factors that multiply the variable terms in a polynomial expression, determining the shape and position of the polynomial graph. Understanding these coefficients is crucial for solving polynomial equations, analyzing polynomial functions, and applying them in various fields such as physics and engineering.