Wayfair OA 面试真题解析:标准正态分布、概率、CLT 与相对表现比较

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1. Standard Normal Distribution

For a standard normal distribution, what are its mean and variance?

Pick ONE option.

2. Probability – II

In a family, the probability that at least one parent falls ill is 20%. If the probability that the father falls ill is 12% and the probability that both the parents fall ill is 5%, what is the probability that the mother falls ill?

Pick ONE option.

3. Sample Mean, Standard Deviation and Median

The following data is from a random sample: 7, 7, 9, 13, 10. Compute the sample mean, sample standard deviation, and sample median.

Pick ONE option.

4. Central Limit Theorem (CLT)

Let X1, X2, ..., X75 be i.i.d., each with expected value μ = E(Xi) = 2 and variance σ² = Var(Xi) = 3. Approximate P(X1 + X2 + ··· + X75 > 120) using the central limit theorem. For the solution, it can be assumed that P(|Z| < 2) ≈ 0.95, where Z is a random variable that has a standard normal distribution.

Pick ONE option.

5. Compare Scores

A student received the following marks for exams in 2 subjects. Which subject showed better relative performance? (Assume scores follow a normal distribution.)

  • Maths: marks = 70, mean = 60, standard deviation = 15
  • Science: marks = 72, mean = 68, standard deviation = 6

Pick ONE option.

这组 Wayfair OA 题目主要考查基础统计与概率:标准正态分布的均值与方差、已知并集与交集求条件概率、样本均值 / 样本标准差 / 中位数的计算、以及利用中心极限定理把和分布近似为正态分布。最后一道比较分数题本质上是看标准化后的相对表现,也就是比较 z-score,而不是直接比较原始分数;因此即使原始成绩不同,谁更接近自己所在分布的上层,谁的相对表现就更好。

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