In: Statistics and Probability
Let x be a random variable that represents red blood cell count (RBC) in millions of cells per cubic millimeter of whole blood. Then x has a distribution that is approximately normal. For the population of healthy female adults, suppose the mean of the x distribution is about 4.64. Suppose that a female patient has taken six laboratory blood tests over the past several months and that the RBC count data sent to the patient's doctor are as follows.
4.9 | 4.2 | 4.5 | 4.1 | 4.4 | 4.3 |
(i) Use a calculator with sample mean and standard deviation keys to find x and s. (Round your answers to two decimal places.)
x | = | |
s | = |
(ii) Do the given data indicate that the population mean RBC count
for this patient is lower than 4.64? Use α = 0.05.
(a) What is the level of significance?
State the null and alternate hypotheses.
H0: μ = 4.64; H1: μ > 4.64
H0: μ = 4.64; H1: μ < 4.64
H0: μ > 4.64; H1: μ = 4.64
H0: μ < 4.64; H1: μ = 4.64
H0: μ = 4.64; H1: μ ≠ 4.64
(b) What sampling distribution will you use? Explain the rationale
for your choice of sampling distribution.
The standard normal, since we assume that x has a normal distribution and σ is known.
The standard normal, since we assume that x has a normal distribution and σ is unknown.
The Student's t, since we assume that x has a normal distribution and σ is unknown.
The Student's t, since we assume that x has a normal distribution and σ is known.
What is the value of the sample test statistic? (Round your answer
to three decimal places.)
(c) Find the P-value. (Round your answer to four decimal
places.)
Sketch the sampling distribution and show the area corresponding to
the P-value.
(d) Based on your answers in parts (a) to (c), will you reject or
fail to reject the null hypothesis? Are the data statistically
significant at level α?
At the α = 0.05 level, we reject the null hypothesis and conclude the data are statistically significant.
At the α = 0.05 level, we reject the null hypothesis and conclude the data are not statistically significant.
At the α = 0.05 level, we fail to reject the null hypothesis and conclude the data are statistically significant.
At the α = 0.05 level, we fail to reject the null hypothesis and conclude the data are not statistically significant.
(e) Interpret your conclusion in the context of the
application.
There is sufficient evidence at the 0.05 level to conclude that the population mean RBC count for the patient is lower than 4.64.
There is insufficient evidence at the 0.05 level to conclude that the population mean RBC count for the patient is lower than 4.64.
i) Use a calculator with sample mean and standard deviation keys to find x and s.
The sample size is n = 6 The provided sample data along with the data required to compute the sample mean and sample variance are shown in the table below:
X | X2 | |
4.9 | 24.01 | |
4.2 | 17.64 | |
4.5 | 20.25 | |
4.1 | 16.81 | |
4.4 | 19.36 | |
4.3 | 18.49 | |
Sum = | 26.4 | 116.56 |
The sample mean is computed as follows:
Also, the sample variance is
Therefore, the sample standard deviation s is
answers to two decimal places.)
x | = | 4.40 |
s | = | 0.28 |
(ii) Do the given data indicate that the population mean RBC count for this patient is lower than 4.64? Use α = 0.05.
(a) What is the level of significance?
0.05
State the null and alternate hypotheses.
H0: μ = 4.64; H1: μ < 4.64
(b) What sampling distribution will you use? Explain the rationale for your choice of sampling distribution.
The Student's t, since we assume that x has a normal distribution and σ is unknown.
What is the value of the sample test statistic?
The t-statistic is computed as follows:
(c) Find the P-value.
p = 0.0462
Sketch the sampling distribution and show the area corresponding to the P-value.
(d) Based on your answers in parts (a) to (c), will you reject or fail to reject the null hypothesis? Are the data statistically significant at level α?
At the α = 0.05 level, we reject the null hypothesis and conclude the data are statistically significant
(e) Interpret your conclusion in the context of the application.
There is sufficient evidence at the 0.05 level to conclude that the population mean RBC count for the patient is lower than 4.64.