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Question
an auditor for a local court system is tasked with comparing the rulings of two judges. the auditor needs to determine if judge hughes issues shorter sentences than judge wilson. the data below are the sentence lengths, in months, issued by each judge in their last twelve cases that dealt with operating a motor vehicle without a license. test the claim that judge hughes issues shorter sentences than judge wilson for this particular type of case at the 0.10 level of significance. let judge hughes sentences be population 1 and let judge wilsons sentences be population 2. assume that both populations are approximately normal and that the population variances are equal.
| judge hughes | 30 | 18 | 18 | 30 | 24 | 24 | 18 | 24 | 18 | 18 | 18 | 12 |
| judge wilson | 18 | 18 | 18 | 36 | 30 | 36 | 36 | 24 | 30 | 24 | 36 | 30 |
step 2 of 3: compute the value of the test statistic. round your answer to three decimal places.
answer
Step1: Calculate sample means
Let $x_1$ be Judge Hughes' data and $x_2$ be Judge Wilson's data.
$n_1 = n_2=12$
$\bar{x}_1=\frac{30 + 18+18+\cdots+12}{12}=\frac{240}{12} = 20$
$\bar{x}_2=\frac{18 + 18+18+\cdots+30}{12}=\frac{318}{12}=26.5$
Step2: Calculate sample variances
$s_1^2=\frac{\sum_{i = 1}^{n_1}(x_{1i}-\bar{x}_1)^2}{n_1 - 1}$
$\sum_{i=1}^{12}(x_{1i}-20)^2=(30 - 20)^2+(18 - 20)^2+\cdots+(12 - 20)^2=384$
$s_1^2=\frac{384}{11}\approx34.909$
$s_2^2=\frac{\sum_{i = 1}^{n_2}(x_{2i}-\bar{x}_2)^2}{n_2 - 1}$
$\sum_{i=1}^{12}(x_{2i}-26.5)^2=(18 - 26.5)^2+(18 - 26.5)^2+\cdots+(30 - 26.5)^2=291$
$s_2^2=\frac{291}{11}\approx26.455$
Step3: Calculate pooled - variance
$s_p^2=\frac{(n_1 - 1)s_1^2+(n_2 - 1)s_2^2}{n_1 + n_2-2}$
$=\frac{(12 - 1)\times34.909+(12 - 1)\times26.455}{12 + 12-2}$
$=\frac{11\times(34.909 + 26.455)}{22}$
$=\frac{11\times61.364}{22}=30.682$
Step4: Calculate the test - statistic
The test - statistic for a two - sample t - test (equal variances) is given by:
$t=\frac{(\bar{x}_1-\bar{x}_2)-(\mu_1-\mu_2)}{s_p\sqrt{\frac{1}{n_1}+\frac{1}{n_2}}}$
Since $\mu_1-\mu_2 = 0$ (null hypothesis),
$t=\frac{20 - 26.5}{ \sqrt{30.682\times(\frac{1}{12}+\frac{1}{12})}}$
$=\frac{- 6.5}{\sqrt{30.682\times\frac{1}{6}}}$
$=\frac{-6.5}{\sqrt{5.114}}$
$=\frac{-6.5}{2.261}\approx - 2.875$
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$-2.875$