In: Statistics and Probability
Consider the data:
54.76943, 49.78428, 59.73031, 53.00500, 52.21409, 55.76271,
51.52056, 59.62548, 52.64808, 54.54057, 49.36785, 49.87563,
59.95694, 46.19296, 43.61810, 57.60048, 55.21919, 50.46022,
47.61718, 55.50787, 61.46880, 70.16956, 48.49963, 55.30843,
67.78601, 56.49535, 46.27280, 45.97918, 52.61301, 48.00495,
58.11208, 59.43714, 51.06735, 61.98046, 47.67910, 48.73415,
54.99035, 53.13985, 47.36505, 59.45419, 49.89918, 53.75335,
42.68189, 65.78460, 50.07936, 42.35713, 64.94564, 43.36356,
54.26409, 63.13011, 56.32636, 56.04003, 49.25544, 50.66720,
56.83328, 57.16458, 59.30200, 53.86724, 53.59964, 56.99553,
50.20579, 54.16316, 54.43363, 62.48171, 58.16778, 52.14164,
53.91043, 45.11646, 60.06521, 65.60843, 53.01025, 50.47789,
59.13059, 40.51899, 59.05509, 53.77679, 43.64633, 68.95381,
58.90353, 56.35329, 48.58749, 56.25826, 55.59718, 52.98882,
56.61254, 47.25883, 63.48664, 55.34731, 55.92849, 57.44584,
45.76123, 55.32173, 56.56125, 48.08750, 47.40124, 59.04965,
54.09277, 57.76744, 54.87766, 51.85311
a. What is the 99% two-sided confidence interval for the mean of
this data?
lo
=
hi
=
b. Compute the 95% one-sided lower confidence limit for the mean of
this data.
lo
=
c. Compute the 85% one-sided upper confidence limit for the mean of
this data.
hi
=
Answer:
To calculate the confidence interval we need to calculate the mean and standard deviation of the given data set as:
The mean is calculated as:
Mean = (54.76943 + 49.78428 + 59.73031 + ...................+
54.87766 + 51.85311)/100
= 5414.29036/100
Mean = 54.1429
and the standard deviation is:
s = 6.0224
a) The confidence interval is calculated as:
μ = ± t(sM)
where:
= sample mean
t = t statistic determined by confidence level
and the degree of freedom n - 1 = 100-1= 99.
sM = standard error =
√(s2/n)
so,
= 54.1429
t = 2.63 calculated using excel formula for t-distribution
which takes the degree of frredom and level of significance as
parameters, the formula used is =T.INV.2T(0.01, 99)
sM = √(6.02242/100) = 0.6
μ = M ± t(sM)
μ = 54.1429 ± 2.63*0.6
μ = 54.1429 ± 1.581726
Thus the two-sided confidence interval is:
Lower bound = 52.5612,
Upper bound = 55.7246
b) The confidence interval at 95% confidence interval is computed as:
= 54.1429
t = 1.98 calculated using excel formula for t-distribution
which takes the degree of frredom and level of significance as
parameters, the formula used is =T.INV.2T(0.05, 99)
sM = √(6.02242/100) = 0.6
μ =
± t(sM)
μ = 54.1429 ± 1.98*0.6
μ = 54.1429 ± 1.194975
The confidence interval is expressed as:
The lower limit is: 52.9479
c) The confidence interval at 85% confidence interval is calculated as:
= 54.1429
t = 1.45 calculated using excel formula for t-distribution
which takes the degree of frredom and level of significance as
parameters, the formula used is =T.INV.2T(0.15, 99)
sM = √(6.02242/100) = 0.6
μ =
± t(sM)
μ = 54.1429 ± 1.45*0.6
μ = 54.1429 ± 0.0874
The confidence interval is expressed as:
The Upper limit is: 54.2303
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