In: Statistics and Probability
In a calibration test, 50 measurements were taken of a
laboratory gas sample that is known to have a CO concentration of
70 parts per million (ppm). A measurement is considered to be
satisfactory if it is within 5 ppm of the true concentration. Of
the 50 measurements, 37 were satisfactory. [5 + 10 points]
(a) Suppose it is desirable to estimate the population proportion
of satisfactory measurement within ±0.03, how big a sample of
measurements should be?
(b) Without using the result from the pilot study of observed 50
observations, determine how big a sample of measurements should be
if it is desirable to estimate the population proportion of
satisfactory measurement within ±0.03.
a)
sample proportion , p̂ =x/n = 37/50 =
0.74
sampling error , E =
0.03
Confidence Level , CL=
95%
alpha = 1-CL = 5%
Z value = Zα/2 = 1.9600
[excel formula =normsinv(α/2)]
Sample Size,n = (Z / E)²*p̂*(1-p̂)=
821.2185
so,Sample Size required=
822
b)
without using the result from the pilot study of observed 50 observations,
let sample proportion , p̂ =
0.5
sampling error , E =
0.03
Confidence Level , CL=
95%
alpha = 1-CL = 5%
Z value = Zα/2 = 1.9600
[excel formula =normsinv(α/2)]
Sample Size,n = (Z / E)²*p̂*(1-p̂)=
1067.0719
so,Sample Size required=
1068