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

xiaobaiybz · 2025年04月09日

老师,这是哪个知识点,在讲义哪里呢?谢谢

NO.PZ2023091601000087

问题如下:

A credit risk manager is in charge of credit risk analysis of large corporates at Bank XYZ. The manager is in possession of credit ratings provided by two rating agencies, X and Y, for 30 companies the manager oversees. The ratings are classified into four categories :

The manager plots the rating categories from the two agencies as shown below:

Which of the following statistical measures could best help the manager approximate the link between rating categories from the two agencies?

选项:

A.

Spearman correlation

B.

Pearson correlation

C.

Structured correlation matrix

D.

Covariance

解释:

Pearson correlation, correlation matrix and covariance are used to measure the degree of the relationship between linearly related variables. The credit ratings in this question are ordinal data and have nonlinear relationship as showed in the graph. So, the Spearman correlation is a better measure to indicate if one variable is monotonically related to the other variable.

老师,这是哪个知识点,在讲义哪里呢?谢谢

1 个答案

李坏_品职助教 · 2025年04月10日

嗨,从没放弃的小努力你好:


本题的考点就是不同的相关系数。

1.皮尔逊相关系数,这个也叫线性相关系数。

这个东西是用于衡量两个连续型的变量之间的相关性的。比如X是连续型变量(比如我国每年的财政收入),Y是GDP,可以用皮尔逊相关系数去衡量X和Y的相关性。


2.spearman 秩相关系数(也叫rank correlation),假设X是排名或者评级数据,例如ABCD级,这样的评级序列。Y也是评级序列,那么就可以用这个rank correlation去衡量X与Y的相关性。本题恰好就是分析X给出的一系列评级数据,与Y的一系列评级数据之间的相关性,那就用spearman就行了。A选项正确。


以上内容均在基础班讲义Correlation Versus Dependence里面

----------------------------------------------
加油吧,让我们一起遇见更好的自己!

  • 1

    回答
  • 0

    关注
  • 3

    浏览
相关问题