Question

In: Statistics and Probability

Two sample hypothesis testing: use the data analysis add in to test the claim that the...

Two sample hypothesis testing: use the data analysis add in to test the claim that the average scores for all statistics students taking test 1 and 2 are the same using a 5% level of significance. Fill each of the cells with required information.

test 1 Scores test 2 Scores
91 85
83 76
75 68
85 52
90 99
80 64
67 96
82 92
88 81
87 45
95 74
91 62
73 83
80 79
83 87
92 91
94 90
68 48
75 88
91 70
79 58
95 88
87 79
76 93
91 89
85 90
59 86
70 75
69 77
78 94
Two Sample Hypothesis Test Identify the claim below
Hypothesis Statements Ho Insert Data Analysis test here
Ha
Standardized Test Statistic
P-value
Reject or Fail to Reject H0?
Conclusion about the claim

Solutions

Expert Solution

First we calculate mean and standard deviation of both the samples:

test 1 scores test 1 scores2
91 8281
83 6889
75 5625
85 7225
90 8100
80 6400
67 4489
82 6724
88 7744
87 7569
95 9025
91 8281
73 5329
80 6400
83 6889
92 8464
94 8836
68 4624
75 5625
91 8281
79 6241
95 9025
87 7569
76 5776
91 8281
85 7225
59 3481
70 4900
69 4761
78 6084
Sum = 2459 204143

The sample mean Xˉ is computed as follows:

Also, the sample variance is

Therefore, the sample sandartd deviation is

test 2 scores test 2 scores2
85 7225
76 5776
68 4624
52 2704
99 9801
64 4096
96 9216
92 8464
81 6561
45 2025
74 5476
62 3844
83 6889
79 6241
87 7569
91 8281
90 8100
48 2304
88 7744
70 4900
58 3364
88 7744
79 6241
93 8649
89 7921
90 8100
86 7396
75 5625
77 5929
94 8836
Sum = 2359 191645

The sample mean Xˉ is computed as follows:

Also, the sample variance is

Therefore, the sample sandartd deviation is

Now we perform the required test:

The provided sample means are shown below:

Xˉ1​=81.967

Xˉ2​=78.633

Also, the provided sample standard deviations are:

s1​=9.445

s2​=14.561

and the sample sizes are

n1​=30 and

n2​=30.

(1) Null and Alternative Hypotheses

The following null and alternative hypotheses need to be tested:

Ho: μ1​ = μ2​ or scores of both the tests are same.

Ha:μ1​ ≠μ2​ or scores of both the tests are different.

This corresponds to a two-tailed test, for which a t-test for two population means, with two independent samples, with unknown population standard deviations will be used.

(2) Rejection Region

Based on the information provided, the significance level is α=0.05, and the degrees of freedom are df=58. In fact, the degrees of freedom are computed as follows, assuming that the population variances are equal:

Hence, it is found that the critical value for this two-tailed test is tc​=2.002, for α=0.05 and df=58.

The rejection region for this two-tailed test is R={t:∣t∣>2.002}.

(3) Test Statistics

Since it is assumed that the population variances are equal, the t-statistic is computed as follows:

(4) Decision about the null hypothesis

Since it is observed that ∣t∣=1.052≤tc​=2.002, it is then concluded that the null hypothesis is not rejected.

Using the P-value approach: The p-value is p=0.2971, and since p=0.2971≥0.05, it is concluded that the null hypothesis is not rejected.

(5) Conclusion

It is concluded that the null hypothesis Ho is not rejected. Therefore, there is not enough evidence to claim that the population mean μ1​ is different than μ2​, at the 0.05 significance level or scores of both the tests are same.

please rate my answer and comment for doubts.


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