This Exam P sample reference tests Continuous Random Variables. Differentiate the cumulative distribution to obtain density 2x/25 on the interval from zero to five. Integrating x squared against this density gives a second raw moment of 12.50, so choice D is correct.
These notes identify the calculation error associated with each wrong letter when that error is reproducible.
AThe value 1.39 is the variance: 12.50-(10/3)²=25/18. A second moment does not subtract the squared mean.
BThe value 3.33 is the mean E[X]=10/3, so it uses one power of X instead of the requested two.
CThe value 6.25 is the square of the support midpoint. The distribution is not concentrated at that midpoint.
EThe value 25.00 is the square of the upper endpoint, an upper bound on X squared rather than its average.
Original practice · fully worked
Original variant: coating depth profile
A laboratory measures the penetration depth X, in micrometers, of a protective coating. Its cumulative distribution is zero below 0, equals (x/8)³ from 0 through 8, and equals one above 8. Calculate the second moment of the penetration depth.
A 2.400
B 21.333
C 36.000
D 38.400
E 64.000
Variant answer in brief
Differentiation gives density 3x squared divided by 512 on the support. The second-moment integral is 38.4 square micrometers, which selects choice D.
Setup
Setup
Differentiate the interior cumulative-distribution formula.
fX(x)=833x2=5123x2,0<x<8
Model
Model
Weight the square of the depth by this density over the full support.
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