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CIE 9231 2025 Nov Paper 44 Q6

A Level / CIE / FS

CIE 9231 2025 Nov Paper 44 Paper · Question 6

题目

Problem

Students of the same age from two schools, school A and school B, take a large number of quizzes throughout the year and are each awarded a mark out of 1000. The marks of 123 students in school A and 147 students in school B are ranked from lowest (rank 1) to highest (rank 270). The sum of the ranks of the students from school A is 15 355.

(a) Carry out a Wilcoxon rank-sum test at the 5%5\% significance level to investigate whether there is a difference in average marks between the students in school A and school B.

[6]

(b) State an assumption that is required for the Wilcoxon rank-sum test to be valid.

[1]
题目中文翻译

来自两所学校(school A 和 school B)的同龄学生全年参加大量小测,每名学生获得一个满分为 1000 的分数。school A 的 123 名学生和 school B 的 147 名学生的分数从低到高排名(最低为 rank 1,最高为 rank 270)。school A 学生的秩和为 15 355。

(a) 在 5%5\% 显著性水平下进行 Wilcoxon 秩和检验,研究 school A 和 school B 学生的平均分是否存在差异。

(6)

(b) 写出 Wilcoxon 秩和检验有效所需的一个假设。

(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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这是两组独立样本的秩和检验。用两组样本量求零假设下的秩和均值和方差,再做连续性修正并比较双侧临界值。

答题过程

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Under the common-shape location model, let H0H_0 be that the two population median marks are equal, and H1H_1 that they are different. For school A’s rank sum WW, under H0H_0 with no ties,

 E⁡[W]=123(270+1)2=16666.5, Var⁡(W)=123(147)(271)12=408329.25.\begin{align*} &\,\operatorname E[W]=\frac{123(270+1)}2=16666.5,\\ &\,\operatorname{Var}(W)=\frac{123(147)(271)}{12}=408329.25. \end{align*}

The sample sizes are large, so we use a normal approximation. For the observed lower-tail value 1535515355, the continuity-corrected boundary is 15355.515355.5. Thus

 z=15355.5−16666.5408329.25= −2.05162….\begin{align*} &\,z=\frac{15355.5-16666.5}{\sqrt{408329.25}}\\ =&\,-2.05162\ldots. \end{align*}

The two-sided 5%5\% critical values are ±1.96\pm1.96. Since ∣z∣>1.96|z|>1.96, we reject H0H_0. There is sufficient evidence at the 5%5\% level that typical marks differ between the two schools.

(b)

解法一

思路

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要把秩和差异解释成总体位置的差异,需要对两组总体分布的形状作假设。

答题过程

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The population distributions of marks in the two schools are assumed to have the same shape, so that any systematic difference can be interpreted as a location shift.