a) The 90% confidence interval of the percentage of all mangoes on the truck that fail to meet the standards is: (7.55%, 12.45%).
b) The margin of error is: 2.45%.
c) The 90% confidence is the level of confidence that the true population percentage is in the interval.
d) The needed sample size is: 271.
<h3>What is a confidence interval of proportions?</h3>
A confidence interval of proportions has the bounds given by the rule presented as follows:
![\pi \pm z\sqrt{\frac{\pi(1-\pi)}{n}}](https://tex.z-dn.net/?f=%5Cpi%20%5Cpm%20z%5Csqrt%7B%5Cfrac%7B%5Cpi%281-%5Cpi%29%7D%7Bn%7D%7D)
The margin of error is given by:
![M = z\sqrt{\frac{\pi(1-\pi)}{n}}](https://tex.z-dn.net/?f=M%20%3D%20z%5Csqrt%7B%5Cfrac%7B%5Cpi%281-%5Cpi%29%7D%7Bn%7D%7D)
The variables are listed as follows:
is the sample proportion, which is also the estimate of the parameter.
The confidence level is of 90%, hence the critical value z is the value of Z that has a p-value of
, so the critical value is z = 1.645.
The sample size and the estimate are given as follows:
![n = 150, \pi = \frac{15}{150} = 0.1](https://tex.z-dn.net/?f=n%20%3D%20150%2C%20%5Cpi%20%3D%20%5Cfrac%7B15%7D%7B150%7D%20%3D%200.1)
The margin of error is of:
![M = z\sqrt{\frac{0.1(0.9)}{150}} = 0.0245 = 2.45\%](https://tex.z-dn.net/?f=M%20%3D%20z%5Csqrt%7B%5Cfrac%7B0.1%280.9%29%7D%7B150%7D%7D%20%3D%200.0245%20%3D%202.45%5C%25)
The interval is given by the estimate plus/minus the margin of error, hence:
- The lower bound is: 10 - 2.45 = 7.55%.
- The upper bound is: 10 + 2.45 = 12.45%.
For a margin of error of 3% = 0.03, the needed sample size is obtained as follows:
![M = z\sqrt{\frac{\pi(1-\pi)}{n}}](https://tex.z-dn.net/?f=M%20%3D%20z%5Csqrt%7B%5Cfrac%7B%5Cpi%281-%5Cpi%29%7D%7Bn%7D%7D)
![0.03 = 1.645\sqrt{\frac{0.1(0.9)}{n}}](https://tex.z-dn.net/?f=0.03%20%3D%201.645%5Csqrt%7B%5Cfrac%7B0.1%280.9%29%7D%7Bn%7D%7D)
![0.03\sqrt{n} = 1.645\sqrt{0.1(0.9)}](https://tex.z-dn.net/?f=0.03%5Csqrt%7Bn%7D%20%3D%201.645%5Csqrt%7B0.1%280.9%29%7D)
![\sqrt{n} = \frac{1.645\sqrt{0.1(0.9)}}{0.03}](https://tex.z-dn.net/?f=%5Csqrt%7Bn%7D%20%3D%20%5Cfrac%7B1.645%5Csqrt%7B0.1%280.9%29%7D%7D%7B0.03%7D)
![(\sqrt{n}})^2 = \left(\frac{1.645\sqrt{0.1(0.9)}}{0.03}\right)^2](https://tex.z-dn.net/?f=%28%5Csqrt%7Bn%7D%7D%29%5E2%20%3D%20%5Cleft%28%5Cfrac%7B1.645%5Csqrt%7B0.1%280.9%29%7D%7D%7B0.03%7D%5Cright%29%5E2)
n = 271 (rounded up).
More can be learned about the z-distribution at brainly.com/question/25890103
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