In: Statistics and Probability
Total blood volume (in ml) per body weight (in kg) is important in medical research. For healthy adults, the red blood cell volume mean is about μ = 28 ml/kg.† Red blood cell volume that is too low or too high can indicate a medical problem. Suppose that Roger has had seven blood tests, and the red blood cell volumes were as follows.
31 | 25 | 41 | 37 | 31 | 37 | 29 |
The sample mean is x ≈ 33.0 ml/kg. Let x be a random variable that represents Roger's red blood cell volume. Assume that x has a normal distribution and σ = 4.75. Do the data indicate that Roger's red blood cell volume is different (either way) from μ = 28 ml/kg? Use a 0.01 level of significance.
(a) What is the level of significance?____
State the null and alternate hypotheses. Will you use a
left-tailed, right-tailed, or two-tailed test?
__H0: μ = 28 ml/kg; H1: μ < 28 ml/kg; left-tailed
__H0: μ = 28 ml/kg; H1: μ > 28 ml/kg; right-tailed
__H0: μ = 28 ml/kg; H1: μ ≠ 28 ml/kg; two-tailed
__H0: μ ≠ 28 ml/kg; H1: μ = 28 ml/kg; two-tailed
(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 with known σ.
__The Student's t, since n is large with unknown σ.
__The standard normal, since we assume that x has a normal distribution with unknown σ.
__The Student's t, since we assume that x has a normal distribution with known σ.
Compute the z value of the sample test statistic. (Round
your answer to two decimal places.)___
(c) Find (or estimate) the P-value. (Round your answer to
four decimal places.)___
(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 = 0.01 level, we reject the null hypothesis and conclude the data are statistically significant.
__At the α = 0.01 level, we reject the null hypothesis and conclude the data are not statistically significant.
__At the α = 0.01 level, we fail to reject the null hypothesis and conclude the data are statistically significant.
__At the α = 0.01 level, we fail to reject the null hypothesis and conclude the data are not statistically significant.
(e) State your conclusion in the context of the application.
__There is sufficient evidence at the 0.01 level to conclude that Roger's average red cell volume differs from the average for healthy adults.
__There is insufficient evidence at the 0.01 level to conclude that Roger's average red cell volume differs from the average for healthy adults.
Given : Sample size=n=7
Sample mean=
Population standard deviation=
Hypothesized value=
Significance level=
(a) The level of significance is
Hypothesis : ml/kg VS ml/kg
This is two-tailed test.
(b) The standard normal , Since we assume taht X has a normal distribution with known
The Z value of the sample test statistic is ,
(c) The p-value is ,
p-value=
; From standard normal distribution table
(d) Decision : Here , p-value=0.0052 <
Therefore , reject the null hypothesis .
At the α = 0.01 level, we reject the null hypothesis and conclude the data are statistically significant.
(e) Conclusion :
There is sufficient evidence at the 0.01 level to conclude that Roger's average red cell volume differs from the average for healthy adults.