In: Statistics and Probability
Bill Alther is a zoologist who studies Anna's hummingbird (Calypte anna).† Suppose that in a remote part of the Grand Canyon, a random sample of six of these birds was caught, weighed, and released. The weights (in grams) were as follows.
3.7 | 2.9 | 3.8 | 4.2 | 4.8 | 3.1 |
The sample mean is x = 3.75 grams. Let x be a
random variable representing weights of hummingbirds in this part
of the Grand Canyon. We assume that x has a normal
distribution and σ = 0.84 gram. Suppose it is known that
for the population of all Anna's hummingbirds, the mean weight is
μ = 4.60 grams. Do the data indicate that the mean weight
of these birds in this part of the Grand Canyon is less than 4.60
grams? Use α = 0.10.(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 = 4.6 g; H1: μ < 4.6 g; left-tailedH0: μ = 4.6 g; H1: μ ≠ 4.6 g; two-tailed H0: μ = 4.6 g; H1: μ > 4.6 g; right-tailedH0: μ < 4.6 g; H1: μ = 4.6 g; left-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 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.The Student's t, since n is large with unknown 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.)
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 = 0.10 level, we reject the null hypothesis and conclude the data are statistically significant.At the α = 0.10 level, we reject the null hypothesis and conclude the data are not statistically significant. At the α = 0.10 level, we fail to reject the null hypothesis and conclude the data are statistically significant.At the α = 0.10 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 0.10 level to conclude that humming birds in the Grand Canyon weigh less than 4.60 grams.There is insufficient evidence at the 0.10 level to conclude that humming birds in the Grand Canyon weigh less than 4.60 grams.
The statistical software output for this problem is :
(a)
Level of significance = 0.0
The null and alternative hypothesis is :
H0 : μ = 4.6
HA : μ < 4.6
(b)
The standard normal, since we assume that x has a normal distribution with known σ
z = -2.48
(c)
P-value = 0.0066
(d)
At the α = 0.10 level, we reject the null hypothesis and conclude the data are statistically significant.
(e)
There is sufficient evidence at the 0.10 level to conclude that humming birds in the Grand Canyon weigh less than 4.60 grams.