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CIE 9231 2022 Nov Paper 43 Q2

A Level / CIE / FS

CIE 9231 2022 Nov Paper 43 Paper · Question 2

题目

Problem

An organisation runs courses to train students to become engineers. These students are taught in groups of 8. The director of the organisation claims that on average 60% of the students in a group achieve a pass. A random sample of 150 groups of 8 students is chosen. The following table shows the observed frequencies together with some of the expected frequencies using the appropriate binomial distribution.

Number of passes per group012345678
Observed frequency00824453626101
Expected frequencypp1.1806.19318.57934.836qqrr13.4372.519

(a) Find the values of pp, qq and rr giving your answers correct to 3 decimal places.

[2]

(b) Carry out a goodness of fit test, at the 10% significance level, to test whether there is evidence to reject the director’s claim.

[6]
题目中文翻译

一个机构开设课程,培训学生成为工程师。这些学生以每组 8 人进行教学。该机构负责人声称,平均而言,每组中有 60% 的学生及格。随机抽取 150 个由 8 名学生组成的小组。下表给出观测频数,以及使用适当二项分布得到的一些期望频数。

每组及格人数012345678
观测频数00824453626101
期望频数pp1.1806.19318.57934.836qqrr13.4372.519

(a) 求 pp、qq 和 rr 的值,答案精确到 3 位小数。

(2)

(b) 在 10% 显著性水平下进行拟合优度检验,检验是否有证据拒绝该负责人的说法。

(6)
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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每组的通过人数服从题设二项模型。把相应概率乘以 150150 组。

答题过程

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Under the proposed model the expected count at jj passes is

Ej=150(8j)(0.6)j(0.4)8−j.E_j=150\binom8j(0.6)^j(0.4)^{8-j}.

For j=0,5,6j=0,5,6, this gives respectively p=0.098p=0.098, q=41.804q=41.804 and r=31.353r=31.353, to three decimal places.

(b)

解法一

思路

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低端两格合并后仍不足 55,因此合并前三格。高端将 77 和 88 合并,再用剩下的格数确定自由度。

答题过程

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Test H0H_0 that Binomial⁡(8,0.6)\operatorname{Binomial}(8,0.6) fits the pass counts against H1H_1 that it does not fit. Combine 0,1,20,1,2 and combine 7,87,8. The pooled observed frequencies are 8,24,45,36,26,118,24,45,36,26,11, and the expected frequencies are approximately 7.471,18.579,34.836,41.804,31.353,15.9567.471,18.579,34.836,41.804,31.353,15.956.

Using unrounded expectations, the statistic is

 χ2=∑(O−E)2E= (8−7.471104)27.471104+ (24−18.579456)218.579456+⋯= 7.84326….\begin{align*} &\,\chi^2=\sum\frac{(O-E)^2}{E}\\ =&\,\frac{(8-7.471104)^2}{7.471104}\\ +&\,\frac{(24-18.579456)^2}{18.579456}+\cdots\\ =&\,7.84326\ldots. \end{align*}

There are 6−1=56-1=5 degrees of freedom, since the pass probability is specified. The upper 10%10\% critical value is 9.2369.236. Since 7.84326…<9.2367.84326\ldots<9.236, we fail to reject H0H_0. There is insufficient evidence at the 10%10\% level to reject the director’s proposed pass model.