In: Statistics and Probability
Testing the Difference Between Two Means In Exercises 13–22, (a) identify the claim and state H0 and Ha, (b) find the critical value(s) and identify the rejection region(s), (c) find the standardized test statistic t, (d) decide whether to reject or fail to reject the null hypothesis and (e) interpret the decision in the context of the original claim. Assume the samples are random and independent, and the populations are normally distributed.
19. Tensile Strength The tensile strength of a metal is a measure of its ability to resist tearing when it is pulled lengthwise. An experimental method of treatment produced steel bars with the tensile strengths (in newtons per square millimeter) listed below.
Experimental Method:
391 383 333 378 368 401 339 376 366 348
The conventional method produced steel bars with the tensile
strengths
(in newtons per square millimeter) listed below.
Conventional Method:
362 382 368 398 381 391 400
410 396 411 385 385 395 371
At a = 0.01, can you support the claim that the experimental method
of treatment makes a difference in the tensile strength of steel
bars? Assume the population variances are equal.
The following is obtained from the given data
Experimental | Conventional | |
Total | 3683 | 5435 |
n | 10 | 14 |
Mean | 368.30 | 388.21 |
SS | 4476.1 | 2846.3574 |
Var | 497.3444 | 218.9506 |
SD | 22.301 | 14.797 |
Since we assume population variance to be equal, we use the pooled variance
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(a) The Hypothesis:
H0:
Ha: : Claim
This is a Two tailed test
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(b) The Critical Value: The critical value (2 tail) at = 0.01 ,df = 22, tcritical = +2.819 and -2.819
The Decision Rule: If t observed is > 2.819 or If t observed is < -2.819, Then Reject H0.
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(c) The Test Statistic: We use the students t test as population standard deviations are unknown.
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(d) The Decision: Since t lies in between +2.819 and -2.819, We Fail To Reject H0
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(e) The Conclusion: There isn't sufficient evidence at the 99% significance level to support the claim that the experimental method of treatment makes a difference in the tensile strength of steel bars.
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Calculation for the mean and standard deviation:
Mean = Sum of observation / Total Observations
Standard deviation = SQRT(Variance)
Variance = Sum Of Squares (SS) / n - 1, where SS = SUM(X - Mean)2.
Experimental | Conventional | |||||||
# | X | X - Mean | (X - Mean)2 | # | X | X - Mean | (X - Mean)2 | |
1 | 391 | 368.3 | 515.29 | 1 | 362 | 388.21 | 686.9641 | |
2 | 383 | 368.3 | 216.09 | 2 | 382 | 388.21 | 38.5641 | |
3 | 333 | 368.3 | 1246.09 | 3 | 368 | 388.21 | 408.4441 | |
4 | 378 | 368.3 | 94.09 | 4 | 398 | 388.21 | 95.8441 | |
5 | 368 | 368.3 | 0.09 | 5 | 381 | 388.21 | 51.9841 | |
6 | 401 | 368.3 | 1069.29 | 6 | 391 | 388.21 | 7.7841 | |
7 | 339 | 368.3 | 858.49 | 7 | 400 | 388.21 | 139.0041 | |
8 | 376 | 368.3 | 59.29 | 8 | 410 | 388.21 | 474.8041 | |
9 | 366 | 368.3 | 5.29 | 9 | 396 | 388.21 | 60.6841 | |
10 | 348 | 368.3 | 412.09 | 10 | 411 | 388.21 | 519.3841 | |
11 | 385 | 388.21 | 10.3041 | |||||
12 | 385 | 388.21 | 10.3041 | |||||
13 | 395 | 388.21 | 46.1041 | |||||
14 | 371 | 388.21 | 296.1841 | |||||
Total | 3683 | 4476.1000 | Total | 5435 | 2846.3574 |