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CIE 9231 2022 Nov Paper 42 Q6

A Level / CIE / FS

CIE 9231 2022 Nov Paper 42 Paper · Question 6

题目

Problem

The manager of a technology company AA claims that his employees earn more per year than the employees at technology company BB. The amounts earned per year, in hundreds of dollars, by a random sample of 12 employees from company AA and an independent random sample of 12 employees from company BB are shown below.

Company
AA461482374512415452502427398545612359
BB454506491384361443401472414342355437

(a) Carry out a Wilcoxon rank-sum test at the 5% significance level to test whether the manager’s claim is supported by the data.

[9]

(b) Explain whether a paired sample tt-test would be appropriate to test the manager’s claim if earnings are normally distributed.

[1]
题目中文翻译

科技公司 AA 的经理声称,他的员工每年收入高于科技公司 BB 的员工。下表给出了从公司 AA 随机抽取的 12 名员工,以及从公司 BB 独立随机抽取的 12 名员工的年收入,单位为百美元。

公司
AA461482374512415452502427398545612359
BB454506491384361443401472414342355437

(a) 在 5% 显著性水平下进行 Wilcoxon 秩和检验,检验数据是否支持该经理的说法。

(9)

(b) 如果收入服从正态分布,说明配对样本 tt 检验是否适合用于检验该经理的说法。

(1)
原卷通用作答要求

Answer all questions. You should use a calculator where appropriate.

You must show all necessary working clearly; no marks will be given for unsupported answers from a calculator.

Give non-exact numerical answers correct to 3 significant figures, or 1 decimal place for angles in degrees, unless a different level of accuracy is specified in the question.

请回答所有题目。适当时应使用计算器。必须清楚展示所有必要的计算过程;仅给出计算器答案而没有过程,不予评分。除非题目另有精度要求,非精确数值答案保留 3 位有效数字,以度为单位的角度保留 1 位小数。

解答

(a)

解法一

思路

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合并两公司的工资从小到大排名。若 AA 工资较高,则 BB 的秩和偏小,用 BB 的秩和做左尾近似。

答题过程

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Let mA,mBm_A,m_B be the population median earnings under the common-shape location model. Test H0 ⁣:mA=mBH_0\colon m_A=m_B against H1 ⁣:mA>mBH_1\colon m_A>m_B. In the order given, the ranks for company A are

 16, 18, 5, 22, 10, 14, 20, 11, 7, 23, 24, 3,\begin{align*} &\,16,\ 18,\ 5,\ 22,\ 10,\ 14,\\ &\,20,\ 11,\ 7,\ 23,\ 24,\ 3, \end{align*}

which sum to 173173. All ranks sum to 24(25)/2=30024(25)/2=300, so company B has rank sum WB=127W_B=127. Its null mean is 12(25)/2=15012(25)/2=150 and variance is 12(12)(25)/12=30012(12)(25)/12=300. The continuity-corrected lower-tail statistic is

z=127.5−150300=−1.29903….z=\frac{127.5-150}{\sqrt{300}}=-1.29903\ldots.

Since z>−1.645z>-1.645, we fail to reject H0H_0 at the one-sided 5%5\% level. There is insufficient evidence that employees at company A have higher typical annual earnings than those at company B.

(b)

解法一

思路

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配对检验要求每个观察都能与另一组中的对应观察形成有意义的一对。

答题过程

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A paired tt-test is inappropriate. The observations are independent samples of different employees with no matched pairs, so there is no within-pair difference to analyse.