In: Statistics and Probability
Consider the accompanying data on flexural strength (MPa) for concrete beams of a certain type.
11.3 | 9.7 | 6.3 | 5.5 | 6.8 | 9.7 | 7.0 |
8.2 | 7.4 | 7.4 | 7.9 | 6.8 | 7.2 | 8.9 |
10.7 | 11.8 | 7.3 | 6.5 | 7.7 | 9.0 | 7.8 |
8.7 | 7.0 | 6.3 | 7.7 | 11.6 | 8.1 |
(a) Calculate a point estimate of the mean value of strength for
the conceptual population of all beams manufactured in this
fashion. [Hint: Σxi = 220.3.] (Round
your answer to three decimal places.)
MPa
(b) Calculate a point estimate of the strength value that
separates the weakest 50% of all such beams from the strongest
50%.
MPa
(c) Calculate a point estimate of the population standard
deviation σ. [Hint:
Σxi2 = 1871.75.] (Round your answer
to three decimal places.)
MPa
(d) Calculate a point estimate of the proportion of all such
beams whose flexural strength exceeds 10 MPa. [Hint: Think
of an observation as a "success" if it exceeds 10.] (Round your
answer to three decimal places.)
(e) Calculate a point estimate of the population coefficient of
variation σ/μ. (Round your answer to four decimal places.)
Part a
Point estimate for mean = Xbar = ∑Xi/n
We are given
∑Xi = 220.3, n = 27
Point estimate for mean = ∑Xi/n = 220.3/27 = 8.159259
Point estimate for mean = 8.159
Part b
Here, we have to calculate a point estimate of the strength value that separates the weakest 50% of all such beams from the strongest 50%.
This means we have to calculate the point estimate for median.
Point estimate for population median = sample median
From given data, we have
Sample median = 7.7
Required point estimate = 7.7
Part c
Point estimate for population standard deviation σ = Sample standard deviation
Sample standard deviation = sqrt[(∑x^2 – (∑x)^2/n)/(n – 1)]
∑Xi = 220.3, n = 27
∑Xi^2 = 1871.75
Sample standard deviation =sqrt[(1871.75 – (220.3)^2/27)/(27 – 1)]
Sample standard deviation = sqrt(2.856353)
Sample standard deviation = 1.690075
Point estimate for population standard deviation σ = 1.690
Part d
Here, we have to calculate a point estimate of the proportion of all such beams whose flexural strength exceeds 10 MPa.
Number of observations whose flexural strength exceeds 10 MPa = x = 4
Sample size = n = 27
Point estimate of proportion = x/n = 4/27 = 0.148148
Point estimate of proportion = 0.148
Part e
Point estimate for population coefficient of variation = sample coefficient of variation = SD/Xbar
Point estimate for population coefficient of variation = 1.690075/8.159259 = 0.207136
Point estimate for population coefficient of variation = 0.2071 or 20.71%