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v · 2025年02月16日

这道题没太看懂

NO.PZ2024120401000013

问题如下:

You collect 50 years of annual data on equity and bond returns. The estimated mean equity return is 7.3% per year, and the sample mean bond return is 2.7% per year. The sample standard deviations are 18.4% and 5.3%, respectively. The correlation between the two-return series is -60%. Are the expected returns on these two assets statistically significantly different from each other(assume the size is 5%)?

选项:

A.They are significantly different from each other.

B.

They are not significantly different from each other.

C.

Cannot decide whether they are significantly different.

解释:

The null hypothesis is H0: μE=μB. The alternative is H1: μE≠μB. The test statistic is based on the difference of the average returns, δ=7.3%-2.7%=4.6%.

The estimator of the variance of the difference is:

which is 0.1842 +0.0532 -2*(-0.6)* 0.184*0.053=0.0484.

The test statistic is:

δ / sqrt(0.0484 / 50) = 1.478.

The critical value for a two-sides test is ±1.96 using a size of 5%. The null is not rejected. If the correlation was 0, then the variance estimate would be 0.0366, and the test statistic would be 1.70. The null would still not be rejected if the size was 5%.

能否稍微翻译一下以及讲下知识点

1 个答案

李坏_品职助教 · 2025年02月16日

嗨,从没放弃的小努力你好:


这个题目告诉你,equity return的均值μE = 7.3%, bond return的均值μB = 2.7%。二者的标准差分别是σE = 18.4%和σB= 5.3%.

二者的相关系数ρ = -60%

最后问你,在5%的显著性之下(就是95%的置信度)equity return与bond return是否有显著差异?这就是让你进行双样本的假设检验。


参考基础班讲义Testing The Equality of Two Means:



要构造这个T统计量。

答案里写的δ,就是两个样本的均值之差,δ = euiqty的均值7.3% - bond的均值2.7% = 4.6%.

分母就是根号下((σE的平方 + σB的平方 - 2*σBE) / 50),这个σBE就是equity与bond的协方差,他等于ρ * σE * σB。




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