N2020 P2 Q10

N2020 P2 Q10

13 marks
Past Year National Exams
Free

Carbon steel is made by adding carbon to iron; this makes the iron stronger, though less flexible. A steel manufacturing company makes carbon steel in the form of round bars. The process is designed to manufacture bars in which the amount of carbon in each bar, by weight, is \(1.5\%\). It is known that the percentage of carbon in the steel bars is distributed normally, and that the standard deviation is \(0.09\%\).

After comments from customers, the production manager wishes to test, at the \(5\%\) level of significance, if the percentage of carbon in the steel bars is, in fact, \(1.5\%\). He examines a random sample of \(15\) bars to determine the percentage of carbon in each bar.

  1. Find the critical region for this test.[4]

The company recently launched a new line of flat bars made from mild steel. In mild steel the amount of carbon in each bar, by weight, is \(0.25\%\).

Comments from customers suggests that these bars are not sufficiently flexible, which makes the production manager suspect that too much carbon has been added. He decides to perform a hypothesis test on a random sample of \(40\) of the new flat bars to find out if this is the case.

  1. Explain why the production manager takes a sample of \(40\) flat bars for this test when he only took a sample of \(15\) round bars in his earlier test.[2]

The amount of carbon, \(x\%\), in a random sample of \(40\) flat bars are summarised as follows.

\(n=40\)       \(\sum{x=10.16}\)       \(\sum{{{x}^{2}}=2.586342}\)

  1. Calculate unbiased estimates of the population mean and variance for the percentage amount of carbon in the flat bars.[2]
  2. Test, at the \(2\frac{1}{2}\%\) level of significance, whether the mean amount of carbon in the flat bars is more than \(0.25\%\). You should state your hypotheses and define any symbols that you use.[5]

Video Solution:

Default solution

  1. List item image
  2. In the earlier test, the percentage of carbon in the carbon steel is known to be normally distributed. Thus, the sample mean would also be normally distributed.
    However, the percentage of carbon in the mild steel is not known to be normally distributed. A large sample (in this case \(40\) bars) is required so that the sample mean would be approximately normal by Central Limit Theorem.
  3. List item image
  4. List item image
Answer:Reject \[H_0\]. Sufficient evidence that the mean carbon percentage is more than 0.25%.

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