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Mike Boulay -17- April 11, 2011 <br />contrary to the definition of "random" and Cox's suggestion that the data can be <br />collected in any order as long as the starting point is chosen in "a haphazard <br />way." This text spends several pages discussing the "drawbacks of systematic" <br />sampling schemes and concludes by saying [page 81] that "subjective allocation <br />of treatments to units [sample transect location] should never be used, because <br />the method has serious disadvantages and no compensating advantages when <br />compared to objective randomization." Cox states [page 85] that "it is not that <br />the systematic arrangement is necessarily less precise than the randomized one, <br />but that the assessment of the results is on a less objective basis." Numerous <br />other texts contain similar cautions. <br />There is an abundance of documentation clearly showing that a "systematic <br />sampling" approach suggested by the DRMS yields data that is more, not less <br />biased, as are suggested by the Division and the most unbiased data is obtained <br />from a completely randomized sampling approach. By implementing a two-stage <br />"random sampling approach," such as was used herein, by firstly selecting purely <br />random coordinates and then secondly, by sampling those coordinates or <br />transects in a random manner, yields significantly less unbiased data that the <br />"systematic sampling" approach being suggested by the DRMS. <br />The DRMS is herein apparently suggesting that the methodology used to collect <br />the field data is somehow flawed and that documentation must be submitted <br />"demonstrating that the transect selection was unbiased" is totally inconsistent <br />with numerous other vegetation sampling efforts that have conducted and <br />accepted by the DRMS using the exact approach used herein by now having the <br />DRMS require that documentation must now be submitted documenting why this <br />sampling approach is acceptable. <br />Our conclusion after careful examination of the DRMS comments along with <br />numerous statistical references, is that the vegetation sampling approach applied <br />herein is more unbiased and is more in harmony with the spirit and intent of the <br />DRMS regulations and Vegetation Guideline, than the method herein being <br />suggested by the Division. However, to clarify the exact transect sampling <br />methodology used, clarification on the manner in which the transects were <br />actually sampled is presented beginning on revised page 3 Exhibit 5. <br />28. The first paragraph on page 5 of Exhibit 5, under "Statistical Analysis of Data", <br />notes that it was agreed that woody plant density would not be required to be <br />sampled to statistical adequacy, but rather would be sampled in association with <br />each cover transect. This is correct, as it was the Division's determination that a <br />representative sample sufficient to characterize woody plant density within the <br />affected and reference area stands could be obtained in this manner. Given the <br />fact that disturbance to previously undisturbed habitat would be limited to a very <br />narrow disturbance corridor (the proposed rail spur) restricted primarily to the <br />greasewood vegetation type, it was concluded that more intensive sampling of