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The mean lifetime of light bulbs produced by a company has, in the past, been 1500 hours - Leaving Cert Mathematics - Question 3 - 2015

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The mean lifetime of light bulbs produced by a company has, in the past, been 1500 hours. A sample of 100 bulbs, recently produced by the company, had a mean lifetim... show full transcript

Worked Solution & Example Answer:The mean lifetime of light bulbs produced by a company has, in the past, been 1500 hours - Leaving Cert Mathematics - Question 3 - 2015

Step 1

State the null and alternative hypotheses

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Answer

The null hypothesis (H0) is that the mean lifetime of the light bulbs is 1500 hours (μ = 1500). The alternative hypothesis (H1) is that the mean lifetime of the light bulbs is different from 1500 hours (μ ≠ 1500).

Step 2

Calculate the z-score

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Answer

Using the formula for the z-score: z=xˉμsnz = \frac{\bar{x} - \mu}{\frac{s}{\sqrt{n}}}, we have:

  • Sample mean ((\bar{x})): 1475 hours
  • Population mean ((\mu)): 1500 hours
  • Standard deviation ((s)): 110 hours
  • Sample size ((n)): 100

Now substituting the values: z=14751500110100=25112.27z = \frac{1475 - 1500}{\frac{110}{\sqrt{100}}} = \frac{-25}{11} \approx -2.27

Step 3

Evaluate the significance

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Now, we compare the calculated z-score of -2.27 with the critical z-values at the 0.05 significance level, which are approximately ±1.96. Since -2.27 is less than -1.96, we reject the null hypothesis. Therefore, there is significant evidence to suggest that the mean lifetime of the bulbs has changed.

Step 4

Calculate the p-value

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Using the z-score tables, we find:

  • For z = -2.27, the area to the left is approximately 0.0116 and to the right is approximately 0.9884. Thus, the p-value is: p=2×P(Z<2.27)=2×0.0116=0.0232p = 2 \times P(Z < -2.27) = 2 \times 0.0116 = 0.0232 So, the p-value is approximately 0.0232.

Step 5

Explain the meaning of the p-value

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The p-value of 0.0232 indicates that there is a 2.32% chance of observing a sample mean as extreme as 1475 hours, or more extreme, if the null hypothesis (that the mean lifetime is 1500 hours) were true. Since this p-value is less than the significance level of 0.05, it provides strong evidence against the null hypothesis.

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