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梦梦 · 2024年06月23日

如何查表

NO.PZ2024030506000064

问题如下:

A market risk manager is analyzing the performance of VTFX, a large cap growth

mutual fund that uses the performance of the MSCI World Large Cap Growth Index

(MWG) as a benchmark. The manager runs a regression using monthly returns of

VTFX as the dependent variable and monthly returns of the MWG as the

explanatory variable. The constructed regression model and the results of the

regression are as follows:

𝑉𝑇𝐹𝑋𝑡 = 𝛽0 + 𝛽1(𝑀𝑊𝐺𝑡) + 𝜀t

At a 95% confidence level, which of the following conclusions would be correct for the manager to make?

选项:

A.

A. Both the slope coefficient and the intercept coefficient are not statistically significant.

B.

B. Both the slope coefficient and the intercept coefficient are statistically significant.

C.

C. The intercept coefficient is statistically significant, but the slope coefficient is not.

D.

D. The slope coefficient is statistically significant, but the intercept coefficient is not.

解释:

D is correct. In implementing a t-test with a 5% level of significance, the test statistic value is compared to the critical values from a standard normal distribution.

The test statistic for the slope coefficient is given by 𝑇 = (𝛽1𝛽0) / 𝑠.𝑒.(𝛽1) = (1.2631-0)/0.0428 = 29.51.

Similarly, the test statistic for the intercept coefficient is calculated as (-0.0178-0)/0.0139 = -1.28.

Since the critical value from a standard normal distribution is 1.96, only the slope coefficient can be concluded as being statistically significant. The intercept term is not statistically different from zero at the 5% level of significance.

A, B, and C are incorrect.

Section: Quantitative Analysis

Learning Objective: Construct, apply, and interpret hypothesis tests and confidence intervals for a single regression coefficient in a regression.

Reference: Global Association of Risk Professionals. Quantitative Analysis. New York, NY: Pearson, 2022. Chapter 7. Linear Regression

老师,这道题计算出结果后,如果查表,b0的检验统计量是1.28,b1的统计量是29.51,是用t分布表吗?横轴看0.05,纵轴的自由度怎么看呢?

3 个答案

李坏_品职助教 · 2024年06月26日

嗨,爱思考的PZer你好:


嗯,加油吧同学!

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努力的时光都是限量版,加油!

李坏_品职助教 · 2024年06月24日

嗨,爱思考的PZer你好:


如果没有明确指明样本容量是多少,默认为是大样本。95%的双尾检验的Z值是1.96,和1.96比就行了。

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加油吧,让我们一起遇见更好的自己!

梦梦 · 2024年06月26日

明白了,谢谢老师。

李坏_品职助教 · 2024年06月24日

嗨,爱思考的PZer你好:


看到95% confidence level,要反应过来这个意思是用1.96的Z值。1.96是要记住的,这种特殊数字,考试中大概率不会给你表。


不需要按照查表的方式做题,直接看β0的t值是1.28,小于1.96,所以β0不显著。

而β1的t值是29.51,是显著的。




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虽然现在很辛苦,但努力过的感觉真的很好,加油!

梦梦 · 2024年06月24日

但是这道题也没说是大样本,也没说是Z分布,考试时也这样?95%,就和+-1.96比?

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