In: Statistics and Probability
4. A smartphone carrier’s data at airports was collected. The smartphone carrier wants to test the claim the average speed is less than 5.00 Mbps. Use a .05 significance level. Assume the population is normally distributed. The sample mean is 4.42 and the sample standard deviation is 1.85. The sample size is 40.
Hypothesis:
Test Statistic and value:
p value:
Conclusion:
Solution :
Hypothesis :
The null and alternative hypotheses would be as follows :
Test statistic and value :
To test the hypothesis the most appropriate test is one sample t-test. The test statistic is given as follows :
Where, x̅ is sample mean, s is sample standard deviation, n is sample size and μ is hypothesized value of population mean under H0.
We have, x̅ = 4.42, s = 1.85, n = 40 and μ = 5.00
The value of the test statistic is -1.9828.
P-value :
Since, our test is left-tailed test, therefore we shall obtain left-tailed p-value for the test statistic. The left-tailed p-value is given as follows :
P-value = P(T < t)
P-value = P(T < -1.9828)
P-value = 0.0272
The p-value is 0.0272.
Conclusion :
P-value = 0.0272 and Significance level = 0.05
(0.0272 < 0.05)
Since, p-value is less than the significance level of 0.05, therefore we shall reject the null hypothesis (H0) at 0.05 significance level.
At 0.05 significance level, there is sufficient evidence to support the the claim that the average speed is less than 5.00 Mbps.
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