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梦梦 · 2024年05月13日

default rate 为什么是sp和fitch的均值呢?

NO.PZ2020010304000047

问题如下:

Suppose you wish to test whether the default rate of bonds that are rated as investment grade by S&P is the same as the default rate on bonds rated as investment grade by Fitch. What are the null and alternative hypotheses? What data would you need to test the null hypothesis?

解释:

The null is that the IG (investment grade) default rate is the same for S&P rated firms as it is for Fitch-rated firms. If Si are default indicators for S&P rated firms, and Fi are default indicators for Fitch-rated firms, then the null is H0:μS=μFH_0: \mu_S = \mu_F

which states that the mean values are the same.

The null can be equivalently expressed as

H0:μSμF=0H_0: \mu_S - \mu_F = 0

The alternative is

H1:μSμFH_1: \mu_S \neq \mu_F

or equivalently

H1:μSμF0H_1: \mu_S - \mu_F \neq 0

The data required to test this hypothesis would be binary random variables where 1 indicates that an IG bond defaulted and 0 if it did not within a fixed time frame (e.g., a quarter).

老师,为什么default rate 和均值是一个意思呢

1 个答案

李坏_品职助教 · 2024年05月13日

嗨,努力学习的PZer你好:


这个题目的意思是让我们设计一个假设检验,来验证一个命题。

原假设H0是:SP的投资级债券的default rate = Fitch的投资级债券的default rate。

备择假设是:二者不相等。


注意,SP的投资级债券是一个样本,Fitch的投资级债券也是一个样本。假设检验无法验证样本内每一个值是否相等,只能验证两个样本的均值或者方差是否相等。

很显然这道题问的不是方差的比较(方差的比较应该出现关键词volatility或variance),所以只能是在比较两个样本的default rate的均值了。

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努力的时光都是限量版,加油!

梦梦 · 2024年05月16日

懂了,谢谢老师