For differentiable functions where the formula for gradient holds, it can be shown to always transform as a vector under transformation of the basis so as to always point towards the fastest increase.

The gradient is dual to the total derivative : the value of the gradient at a point is a tangent vector - a vector at each point; while the value of the derivative at a point is a ''co''tangent vector - a linear functional