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张大龙 · 2025年01月23日

老师想问一下算检验统计量的分子那步

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%.

这道题老师上课讲的时候,也是喝么写的,我不太理解,为什么是δx-δy做分子?不应该是μx-μy吗?


1 个答案

李坏_品职助教 · 2025年01月23日

嗨,爱思考的PZer你好:


其实是一样的。


这个假设检验是为了检验expected returns on these two assets是否相等,也就是检验两个样本的均值是否相等,那么分子一定是均值之差。答案里写的δ,就是两个样本的均值之差,δ = 样本x(equity)的均值7.3% - 样本y(bond)的均值2.7% = 4.6%.


μx就是样本1的均值7.3%, μy就是2.7%,所以也可以写成δ = μx - μy作为分子。


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