Question

In: Statistics and Probability

Testing the Difference Between Two Means In Exercises 13–22, (a) identify the claim and state H0...

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.

Solutions

Expert Solution

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

__________________________________

(a) The Hypothesis:

H0:

Ha: : Claim

This is a Two tailed test

__________________________________

(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.

__________________________________

(c) The Test Statistic: We use the students t test as population standard deviations are unknown.


__________________________________

(d) The Decision: Since t lies in between +2.819 and -2.819, We Fail To Reject H0

__________________________________

(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.

__________________________________

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

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