Unoccupied seats on flights cause airlines to lose revenue. Suppose a large airline wants to estimate its average number of unoccupied seats per flight over the past year. To accomplish this, the records of 225 flights are randomly selected, and the number of unoccupied seats is noted for each of the sampled flights. Descriptive statistics for the data are as follows: "x-bar" = 11.596 and "s" = 4.103.
How large a sample size is required to vary population mean within 0.30 seat of the sample mean with 95% confidence interval?

Respuesta :

Answer:

We need a sample size of at least 719

Step-by-step explanation:

We have that to find our [tex]\alpha[/tex] level, that is the subtraction of 1 by the confidence interval divided by 2. So:

[tex]\alpha = \frac{1-0.95}{2} = 0.025[/tex]

Now, we have to find z in the Ztable as such z has a pvalue of [tex]1-\alpha[/tex].

So it is z with a pvalue of [tex]1-0.025 = 0.975[/tex], so [tex]z = 1.96[/tex]

Now, find the margin of error M as such

[tex]M = z*\frac{\sigma}{\sqrt{n}}[/tex]

In which [tex]\sigma[/tex] is the standard deviation of the population and n is the size of the sample.

How large a sample size is required to vary population mean within 0.30 seat of the sample mean with 95% confidence interval?

This is at least n, in which n is found when [tex]M = 0.3, \sigma = 4.103[/tex]. So

[tex]M = z*\frac{\sigma}{\sqrt{n}}[/tex]

[tex]0.3 = 1.96*\frac{4.103}{\sqrt{n}}[/tex]

[tex]0.3\sqrt{n} = 1.96*4.103[/tex]

[tex]\sqrt{n} = \frac{1.96*4.103}{0.3}[/tex]

[tex](\sqrt{n})^{2} = (\frac{1.96*4.103}{0.3})^{2}[/tex]

[tex]n = 718.57[/tex]

Rouding up

We need a sample size of at least 719

fichoh

Using the sample size formula, the number of samples require to vary the population is 719.

Using the sample size relation :

  • n = [tex] (\frac{Z_{crit} s}{E}) ^{2}[/tex]
  • n = sample size
  • E = 0.30
  • Zcrit at 95% = 1.96
  • s = 4.103

Substituting the values into the relation :

n = [tex] (\frac{1.96 \times 4.103}{0.3}) ^{2}[/tex]

n = [tex] (\frac{8.04188}{0.3}) ^{2}[/tex]

n = [tex] (26.806266)^{2}[/tex]

n = 718.57

Hence, the minimum sample size required is 719.

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