The quality-control manager at a compact fluorescent light bulb (CFL) factory needs to determine whether the mean life of a large shipment of CFLs is equal to 7,530 hours. The population standard deviation is 92 hours. A random sample of 64 light bulbs indicates a sample mean life of 7,507 hours.
a. At the 0.05 level of significance, is there evidence that the mean life is different from 7,530 hours?
What is/are the critical values?
b. Compute the p-value and interpret its meaning.
c. Construct a 95% confidence interval estimate of the population mean life of the light bulbs.
d. Compare the results of (a) and (c). What conclusions do you reach?
Given :-
Population Standard Deviaiton = 92
Sample Mean = 7507
Sample Size n = 64
To Test :-
H0 :- The mean life of a large shipment of CFLs is equal to 7,530 hours i.e
H1 :- The mean life of a large shipment of CFLs is different than 7,530 hours i.e
Test Statistic :-
Z = -2
Test Criteria :-
Reject null hypothesis if |Z| > Z/2
Z/2 = Z0.05/2 = Z0.025 = 1.96 ( Critical Value)
|Z| > Z/2 = 2 > 1.96, we reject the null hypothesis
Conclusion :- Accept Alternative Hypothesis
The mean life of a large shipment of CFLs is different than 7,530 hours i.e
Part b) P value
P ( Z < -2 ) = 0.02275
Since Alternative hypothesis is of two sided ( two tail test )
P value = 0.02275 * 2 = 0.0455
Conclusion based on P value
Reject null hypothesis if P value < ( level of significance)
0.0455 < 0.05, hence we reject null hyothesis
A smaller the p value stronger the evidence against the null hypothesis, so we reject the null hyothesis
larger the P value weaker the evidence against the null hypothesis, so we fail to reject null hypothesis
Part c) Construct a 95% confidence interval estimate of the population mean life of the light bulbs.
Lower Limit =
Lower Limit = = 7484.46
Upper Limit =
Upper Limit = = 7529.54
Part d)
the mean life of a large shipment of CFLs is equal to 7,530 hours
But 7530 does not lie in the confidence interval (7484.46 , 7529.54)
Hence the average life of a large shipment of CFL is different than 7530 hours
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