In: Statistics and Probability
Allen's hummingbird (Selasphorus sasin) has been studied by zoologist Bill Alther.† Suppose a small group of 12 Allen's hummingbirds has been under study in Arizona. The average weight for these birds is x = 3.15 grams. Based on previous studies, we can assume that the weights of Allen's hummingbirds have a normal distribution, with σ = 0.28 gram.
(a) Find an 80% confidence interval for the average weights of Allen's hummingbirds in the study region. What is the margin of error? (Round your answers to two decimal places.)
lower limit | |
upper limit | |
margin of error |
(b) What conditions are necessary for your calculations? (Select
all that apply.)
normal distribution of weightsn is largeuniform distribution of weightsσ is knownσ is unknown
(c) Interpret your results in the context of this problem.
The probability that this interval contains the true average weight of Allen's hummingbirds is 0.80.There is a 20% chance that the interval is one of the intervals containing the true average weight of Allen's hummingbirds in this region. The probability that this interval contains the true average weight of Allen's hummingbirds is 0.20.The probability to the true average weight of Allen's hummingbirds is equal to the sample mean.There is an 80% chance that the interval is one of the intervals containing the true average weight of Allen's hummingbirds in this region.
(d) Find the sample size necessary for an 80% confidence level with
a maximal margin of error E = 0.08 for the mean weights of
the hummingbirds. (Round up to the nearest whole number.)
hummingbirds
a)
sample mean, xbar = 3.15
sample standard deviation, σ = 0.28
sample size, n = 12
Given CI level is 80%, hence α = 1 - 0.8 = 0.2
α/2 = 0.2/2 = 0.1, Zc = Z(α/2) = 1.28
ME = zc * σ/sqrt(n)
ME = 1.28 * 0.28/sqrt(12)
ME = 0.1
CI = (xbar - Zc * s/sqrt(n) , xbar + Zc * s/sqrt(n))
CI = (3.15 - 1.28 * 0.28/sqrt(12) , 3.15 + 1.28 *
0.28/sqrt(12))
CI = (3.05 , 3.25)
lower limit = 3.05
upper limit = 3.25
margin of error = 0.10
b)
σ is known
normal distribution of weights
c)
There is an 80% chance that the interval is one of the intervals
containing the true average weight of Allen's hummingbirds in this
region.
d)
The following information is provided,
Significance Level, α = 0.2, Margin or Error, E = 0.08, σ =
0.28
The critical value for significance level, α = 0.2 is 1.28.
The following formula is used to compute the minimum sample size
required to estimate the population mean μ within the required
margin of error:
n >= (zc *σ/E)^2
n = (1.28 * 0.28/0.08)^2
n = 20.07
sample size = 20