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Sampling Vegetation Attributes - Natural Resources Conservation ...

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18<br />

STUDY DESIGN AND ANALYSIS<br />

sideoats grama occurring in two sample designs. In this example there are 2, 10,<br />

and 21 sideoats grama plants in three separate quadrats in the first design and 9,<br />

10, and 14 sideoats grama plants in the second set of three plots. The average<br />

number of plants in both sets of plots is 11 (2+10+21= 33/3= 11 and 9+10+14=<br />

33/3=11). The standard deviation is calculated as follows:<br />

(X1 - X)<br />

where:<br />

S = standard deviation<br />

X = number of plants<br />

X = the mean or average number of plants per quadrat<br />

n = the number of samples (quadrats in this example)<br />

2 + (X2 - X) 2 + . . . + (Xn - X) 2 (X - X) 2<br />

S = or S =<br />

n -1<br />

n -1<br />

Number of plants<br />

2<br />

10<br />

21<br />

Deviation<br />

(X - X)<br />

2 - 11 = -9<br />

10 - 11 = -1<br />

21 - 11 = 10<br />

Squared<br />

Deviation<br />

(X - X)<br />

81<br />

1<br />

100<br />

2<br />

X = 33/3 = 11 182<br />

(X - X) 2 182 182<br />

S = = = = 91 = 9.54<br />

n -1 3 -1 2<br />

Number of plants<br />

9<br />

10<br />

14<br />

Deviation<br />

(X - X)<br />

9 - 11 = -2<br />

10 - 11 = -1<br />

14 - 11 = 3<br />

Squared<br />

Deviation<br />

(X - X)<br />

4<br />

1<br />

9<br />

2<br />

X = 33/3 = 11 14<br />

(X - X) 2 14 14<br />

S = = = = 7 = 2.65<br />

n -1 3 -1 2<br />

The coefficient of variation for the first set of quadrats is 9.54/11 or .86,<br />

whereas the second set of quadrats has a coefficient of variation of 2.65/11= .24.<br />

Since the second sampling design has the lowest coefficient of variation, it is the<br />

most efficient design.<br />

This example, with only three quadrats in each sampling design, is given solely to show how<br />

to calculate standard deviations and coefficients of variation. When comparing actual<br />

study designs, ensure that the sample standard deviation is a good estimate of the population<br />

standard deviation. One way of ensuring this is to construct sequential sampling<br />

graphs of the standard deviation of each design (see Sequential <strong>Sampling</strong> below).

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