Let for the limit . Quadratic convergence means that eventually for a fixed constant ; exact asymptotic order two has with .
For this iteration and , direct algebra gives
Using the stipulated convergence , the ratio of successive squared errors is
Thus the convergence is quadratic. The iteration is well defined here: , and thereafter implies . The initial point is not already the limit, so the error ratio is meaningful.

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