You might think so, since the best-fit solution was a curve. But this was a second-order polynomial -- a parabola -- and the marginal revenue curve measures not the revenue (yield) at a given point but its rate of change at that point. Take the first derivative of a parabola with negative curvature and the rate of change in curvature is a constant negative.