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Kokonoi Hajime · 2023年10月21日

这个standard deviation怎么又不用除以根号下36了

* 问题详情,请 查看题干

NO.PZ202106160300004405

问题如下:

Elena Vasileva recently joined EnergyInvest as a junior portfolio analyst. Vasileva's supervisor asks her to evaluate a potential investment opportunity in Amtex, a multinational oil and gas corporation based in the United States. Vasileva's supervisor suggests using regression analysis to examine the relation between Amtex shares and returns on crude oil.

Vasileva notes the following assumptions of regression analysis:

Assumption 1 The error term is uncorrelated across observations.

Assumption 2 The variance of the error term is the same for all observations.

Assumption 3 The dependent variable is normally distributed.

Vasileva runs a regression of Amtex share returns on crude oil returns using the monthly data she collected. Selected data used in the regression are presented in Exhibit 1, and selected regression output is presented in Exhibit 2. She uses a 1% level of significance in all her tests.



Critical t-values for a 1% level of significance:

One-sided, left side: -2.441

One-sided, right side: +2.441

Two-sided: ±2.728

Vasileva expects the crude oil return next month, Month 37, to be -0.01. She computes the standard error of the forecast to be 0.0469.


Using information from Exhibit 2, the 99% prediction interval for Amtex share return for Month 37 is best described as:

选项:

A.Y^f{\hat Y_f} ±0.0053 B.Y^f{\hat Y_f} ±0.0459 C.Y^f{\hat Y_f} ±0.1279

解释:

C is correct. The predicted share return is 0.0095 + 0.2354 × (-0.01)=0.0071. The lower limit for the prediction interval is 0.0071-(2.728 × 0.0469)=-0.1208, and the upper limit for the prediction interval is 0.0071 + (2.728 × 0.0469) = 0.1350.

A is incorrect because the bounds of the interval should be based on the standard error of the forecast and the critical t-value, not on the mean of the dependent variable.

B is incorrect because bounds of the interval are based on the product of the standard error of the forecast and the critical t-value, not simply the standard error of the forecast.

我知道只有用中心极限定理的时候才要除,但我现在判断不了什么时候用什么时候不用了

1 个答案

星星_品职助教 · 2023年10月21日

同学你好,

置信区间的核心公式是下方的这个公式:

由该公式可知,最终需要乘的是standard error。

本题为Y的置信区间,point estimate就是对于Y的点估计,对应的standard error就是Y值估计量的标准误,题干中已经直接给出该数字为 0.0469(She computes the standard error of the forecast to be 0.0469)。不需要计算,直接将此标准误代入公式即可。

此前的point estimate为样本均值X bar,对应的标准误也为X bar的standard error。该standard error需要通过中心极限定理的公式进行计算,即σ/根号n。这是使用中心极限定理和根号n的来历。