Sufficient statistic is a very important concept in studying the statistical problems.

In order to understand a statistic measurement correctly and use it properly, the concept and causes of the overlapped information among the statistical measurements are analyzed in this paper.

This paper presents a new global optimization algorithm, the statistic inductive algorithm (SIA) based on a more fundamental optimization concept.