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The choice of analytical techniques we use depends on the data characteristics and, if appropriate, the criteria to be used in the analysis. Many classical statistical methods are valid if the data follow a normal distribution, i.e., are characterized by the familiar bell-shaped curve, or have some other standard statistical distribution. If the assumptions underlying a specific method are not valid or nearly so, we may exploit one of the non-parametric or distribution-free techniques which may not be as sensitive but which have greater validity in their applicability. Alternately, we will devise or adapt a technique unique to the problem and data. We usually prepare a report of findings and interpretation following the analysis and a discussion with our client. Our report may be written, oral or both, and is prepared without statistical jargon so that it is intelligible to the intended audience while fully disclosing the theoretical basis for the conclusions therein. Laypersons, including judges and juries, should not be expected to be familiar with statistical concepts, let alone understand the subjectivity implicit in the choice of the criteria for statistical significance. |