Gradient fields are vector fields that represent the direction and rate of fastest increase of a scalar function. They play a key role in understanding how scalar quantities change in space, which is crucial for analyzing path independence and conservative vector fields. In a gradient field, the work done along any path between two points depends only on the initial and final points, not on the specific route taken.