开发者:上海品职教育科技有限公司 隐私政策详情

应用版本:4.2.11(IOS)|3.2.5(安卓)APP下载

yanan · 2024年10月16日

公式带入数字有误

NO.PZ2023101902000011

问题如下:

An analyst regresses the returns of 100 stocks against the returns of a major market index. The resulting pool of 100 alphas has a residual risk of 18% and an information coefficient of 9%. If the alphas are normally distributed with a mean of 0%, roughly how many stocks have an alpha greater than 4% or less than -4%?

选项:

A.5 B.10 C.20 D.25

解释:

The standard deviation (std) of the alphas = Residual Risk (volatility) x Information Coefficient (IC) = 0.20 * 0.10 = 0.02. So, 4% is twice the standard deviation of the alphas. The alphas follow normal distribution with mean 0, so about 5% of the alphas are out of the interval [-4%, 4%]. The total number of stocks is 100, so roughly there are 5 alphas that are out of the range.

The standard deviation (std) of the alphas = Residual Risk (volatility) x Information Coefficient (IC) = 0.20 * 0.10 = 0.02

residual risk是0.18啊,IC是0.09

而且为啥residual risk就视同是volatility

1 个答案

pzqa27 · 2024年10月17日

嗨,努力学习的PZer你好:


根据下图的公式α=(volatility) x Information Coefficient (IC)xscore

同时根据题目本身的条件,α服从一个正态分布,即α=score * σ

所以结合起来,可以得到The standard deviation (std) of the alphas = Residual Risk (volatility) x Information Coefficient (IC)


至于带入数字,你说的没错,residual risk是0.18,IC是0.09,解析做了一个近似化处理,使用0.2和0.1计算了

----------------------------------------------
虽然现在很辛苦,但努力过的感觉真的很好,加油!