The mean and the SD of the Z-scores?
I have come across the following question, which requires me to compute different Z-score value of 5 numbers, ie
110, 120, 130, 160, 170
and their respective Z-score are:
-1.08, -0.69, -0.31, 0.85, 1.24
I would like to know what are the meaning of
1) The mean of the above 5 z-scores and
2) SD of the above 5 z-scores
Also, my professor taught me that the mean and the SD of of the above 5 z-scores can be obtained without calculation. Can it be? and Why can it be?
Thanks
回答 (2)
Also, my professor taught me that the mean and the SD of of the above 5 z-scores can be obtained without calculation. Can it be? and Why can it be?
Because Z ∼ n(0, 1)
x1 = 110, x2 = 120, x3 = 130, x4 = 160, x5 = 170
Xmean = 138
S^2 = (110^2 + 120^2 + 130^2 + 160^2 + 170^2 - 5*138^2)/4 = 670
z1 = (110 - 138)/sqrt(670.) = -1.081734373
z2 = (120 - 138)/sqrt(670.) = - 0.6954006685
z3 = (130 - 138)/sqrt(670.) = - 0.3090669638
z4 = (160 - 138)/sqrt(670.) = 0.8499341503
z3 = (170 - 138)/sqrt(670.) = 1.236267855
E(Z) = ( - 1.081734373 - 0.6954006685 - 0.3090669638 + 0.8499341503 + 1.236267855)/5
E(Z) = - 2.000000000*10^(-10) = 0
V(Z) = (( - 1.081734373)^2 + ( - 0.6954006685)^2 + (- 0.3090669638)^2 + (0.8499341503)^2 +(1.236267855)^2 - 5*(- 2.000000000*10^(-10))^2)/4 = 1
he probably meant that it shouldn't need a calculation as the arithmetic works out as quite neat: the sum of all the means is 0.01.
Also the standard deviation is a simple arithmetic minus and subtract of the mean from the extremes.
Hope this helps.
收錄日期: 2021-04-28 23:59:02
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