Question

In: Statistics and Probability

Perform the appropriate hypothesis test for the problem. State the hypotheses, identify the claim, compute the...

Perform the appropriate hypothesis test for the problem. State the hypotheses, identify the claim, compute the test statistic and P-value, make a decision, and write the interpretation in terms of the claim. For consistency, use a significance level of 0.05 for the problem.

Two brands of components are compared by installing one of each brand randomly in the right and left sides of several randomly selected machines and noting the total machine operation time (in minutes) until the component needs to be replaced. Can you conclude that Brand 1 has a better mean lifetime based on the data below?

Machine 1 2 3 4 5 6 7
Brand 1 36,925 45,300 36,240 32,100 37,210 48,360 38,200
Brand 2 34,318 42,280 35,500 31,950 38,015 47,800 33,215

Solutions

Expert Solution

Brand 1 Brand 2 Difference
36925 34318 2607
45300 42280 3020
36240 35500 740
32100 31950 150
37210 38015 -805
48360 47800 560
38200 33215 4985

Sample mean of the difference using excel function AVERAGE(), x̅d = 1608.1429

Sample standard deviation of the difference using excel function STDEV.S() sd = 2008.1474

Sample size, n = 7

Null and Alternative hypothesis: µd = Brand 1-Brand 2

Ho : µd = 0    

H1 : µd > 0 (claim)

Test statistic:     

t = (x̅d)/(sd/√n) = 2.1187    

df = n-1 = 6    

Critical value :     

Right tailed critical value, t_c = ABS(T.INV(0.05,6) ) = 1.943

p-value :     

Right tailed p-value = T.DIST.RT(2.1187,6) = 0.0392

Decision:     

p-value < α, Reject the null hypothesis.

There is enough evidence to conclude that Brand 1 has a better mean lifetime at 0.05 significance level.


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