Assumptions For Sampling

Assumptions For Sampling

An aptitude test for deep-sea divers produces scores which are normally distributed on a scale from \(0\) to \(100\). A random sample of \(160\) divers were assessed, and each of their individual test scores, \(x\), was recorded. The results are summarised by

\(\sum x = 9120, \qquad\qquad\qquad \sum (x-\bar{x})^{2} = 35775\).

  1. Calculate unbiased estimates of the population mean and variance.
  2. Assuming that the unbiased estimate of the population mean obtained above is equal to the population mean, find the value of \(c\) such that there is a probability of \(0.05\) that a sample of \(160\) scores has a sample mean that differs from its mean score by more than \(c\).
  3. Comment on the validity of the calculations if the scores had not been known to be normally distributed.

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Answer:(i) \(\hat\mu=57,\ \hat\sigma^2=225\) (ii) \(c=2.32\text{ (3 s.f.)}\) (iii) Approximately valid by the Central Limit Theorem because \(n=160\) is large.

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