Rational coefficients are numbers that can be expressed as the quotient of two integers, where the denominator is not zero, and are used in algebraic expressions and equations to allow for precise manipulation and solution. They are essential in polynomial equations, enabling operations such as addition, subtraction, multiplication, and division to be performed while maintaining the rationality of the coefficients.