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毛线 · 2021年02月10日

老师这题是不是因为已知了正态分布,所以不用标准化,得出来的概率就可以直接比较大小?

NO.PZ2017092702000100

问题如下:

An analyst develops the following capital market projections.

Assuming the returns of the asset classes are described by normal distributions, which of the following statements is correct?

选项:

A.

Bonds have a higher probability of a negative return than stocks.

B.

On average, 99% of stock returns will fall within two standard deviations of the mean.

C.

The probability of a bond return less than or equal to 3% is determined using a Z-score of 0.25.

解释:

A is correct.

The chance of a negative return falls in the area to the left of 0% under a standard normal curve. By standardizing the returns and standard deviations of the two assets, the likelihood of either asset experiencing a negative return may be determined: Z-score (standardized value) = (X – μ)/σ Z-score for a bond return of 0% = (0 – 2)/5 = –0.40. Z-score for a stock return of 0% = (0 – 10)/15 = –0.67. For bonds, a 0% return falls 0.40 standard deviations below the mean return of 2%. In contrast, for stocks, a 0% return falls 0.67 standard deviations below the mean return of 10%. A standard deviation of 0.40 is less than a standard deviation of 0.67. Negative returns thus occupy more of the left tail of the bond distribution than the stock distribution. Thus, bonds are more likely than stocks to experience a negative return.

老师这题是不是因为已知了正态分布,所以不用标准化,得出来的概率就可以直接比较大小?

2 个答案

星星_品职助教 · 2021年02月11日

@毛线 回复追问:

不需要查表,仍以A选项为例。

通过图②可以看出,这个时候已经能看出来bond对应的概率面积肯定比stock对应的面积大了。这个时候就已经可以得到结论:“Bonds have a higher probability of a negative return (than stocks)”。没有必要再去查表了。

查表的目的也是查出对应的面积是多少,如果此时查表,可以查出来bond对应的概率面积是多大,stock对应的概率面积是多大。最后得出的结论依然是bond对应概率面积更大。而这个结论我们已经知道了,就不需要再做查表的这一步了。

星星_品职助教 · 2021年02月10日

同学你好,

这道题还是需要做标准化的,以A选项为例,虽然bond和stock都是服从正态分布,但是这两个正态分布并不一样,比较的基准不同,无法直接进行对比(见图①)。

只能在转化到标准正态分布后,此刻分布相同(都是同一个标准正态分布),才可以进行比较。

bond的收益率为负的概率,在bond对应的普通正态分布下需要求的是P(X<0%)

所以P(X<0%)转化为P(z<(0%-2%)/5%)=P(z<-0.4);同理,stock收益率为负的概率标准化后为P(z<-0.67),由于-0.67落在了-0.40的左侧,对应的面积小,所以可以得出:stock收益率为负的概率<bond收益率为负的概率(见图②)。

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