Scaling is known to reduce the mean square error of unbiased estimator
s of the mean. Pitman closeness, like mean square error, is often used
as a criterion for comparing competing estimators. Scaling is reexami
ned from the perspective of Pitman closeness. Scaling is found to offe
r not only reduced mean square error, but also, in many cases, an adva
ntage in terms of Pitman closeness. However, these advantages accrue t
o a substantial degree only in experiments with low signal-to-noise ra
tio and very costly measurements.