The purpose would be to provide an unbiased, stochastic, univariate imputer. The imputer would replace missing values by values sampled uniformly at random from the non-missing values of the sample column.

This would require to add additional random_state constructor parameter to the class.

As for #11208 this strategy should work both on numerical and non-numerical dtypes.