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Statistics is one of the most valuable of disciplines. Science is based onproof and it alone produces results, other approaches are not, and do not.Statistics is the only acceptable language of proof in science. Yet statisticsis difficult to understand for a large percentage of those who will beevaluating and even doing research. Reasons for this difficulty may be thatstatistics operates counter to the way people think, as well as the widespreadphobia of numeracy. Adding to the difficulty is that undergraduate textbookstend to make statistical tests seem to be an unorganized conglomeration ofunrelated procedures, and this leads to a failure of students to understandthat all of the parametric procedures they are studying in an introductorycourse are ultimately doing the same thing and stem from common sources. Instatistics, precisely because the material is complex, the presentation must besimple! This article endeavors to do just that.

Its All on the Square- The Importance of the Sum of Squares and Making the General Linear Model Simple