From a continuously observed Itô diffusion, a local drift estimator divides by the corresponding diffusion occupation time. Its error separates into a local Hölder continuity bias and an Itô integral divided by occupation time. The Itô isometry gives a pointwise noise scale when the invariant density is locally positive.
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