Note on the principle of data reduction

The summary of theoretically important principle of data reduction.

Equivariance Principe is as well practically noteworthy especially when one struggle with experimenting or collecting sufficient samples for the physical design of experiment, where the principle says that an experiment under the identical mathematical model can work in place of the original design, for the inference of concerned parameter.