The mean lifetime of light bulbs produced by a company has, in the past, been 1500 hours - Leaving Cert Mathematics - Question 3 - 2015
Question 3
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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Using the formula for the z-score:
z=nsxˉ−μ,
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=1001101475−1500=11−25≈−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=0.0232
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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