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许晏宁 · 2022年09月25日

No.PZ2022071202000037 (选择题)

NO.PZ2022071202000037

问题如下:

Question

An analyst has established the following prior probabilities regarding a company's next quarter's earnings per share (EPS) exceeding, equaling, or being below the consensus estimate.


Several days before releasing its earnings statement, the company announces a cut in its dividend. Given this new information, the analyst revises his opinion regarding the likelihood that the company will have EPS below the consensus estimate. He estimates the likelihood the company will cut the dividend, given that EPS exceeds/meets/falls below consensus, as reported below.


The analyst thus determines that the unconditional probability for a cut in the dividend, P(Cut div), is equal to 23.75%. Using Bayes’ formula, the updated (posterior) probability that the company’s EPS are below the consensus is closest to:

选项:

A.85%. B.72%. C.20%.

解释:

Solution

B is correct. Bayes’ Formula:Updated probability of event given the new information=Probability of the new information given event Unconditional probability of the new information×Prior probability of eventwhere

  • Updated probability of event given the new information: P(EPS below|Cut div);

  • Probability of the new information given event: P(Cut div|EPS below) = 85%;

  • Unconditional probably of the new information: P(Cut div) = 23.75%;

  • Prior probability of event: P(EPS below) = 20%.

Therefore, the probability of EPS falling below the consensus is updated as:

P(EPS below|Cut div) = [P(Cut div|EPS below)/P(Cut div)] × P(EPS below)

= (0.85/0.2375) × 0.20 = 0.71579 ~ 72%

B is incorrect. It is the given P(Cut div|EPS below).

C is incorrect. It simply multiplies the unconditional probability for a cut in the dividend with the conditional probability of a cut in the dividend given that EPS falls below consensus: P(Cut div) × P(Cut div|EPS below) = 0.2375 × 0.85 = 20.188.%


用老师上课讲的画图法做的,请问哪里出了问题

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星星_品职助教 · 2022年09月25日

同学你好,

本题不能使用画图法。

上课画图法的前提是两个条件概率,一个非条件概率。但本题是两个非条件概率和一个条件概率,所以只能使用公式法来做。

公式法是一种更为简单的方法,本题要求的“the updated (posterior) probability that the company’s EPS are below the consensus”相当于P(EPS below | cut div)

首先列出贝叶斯公式,这个公式不用记,形式上和乘法法则完全一致。即P(AB)=P(A|B)×P(B)=P(B|A)×P(A)。后两项移项后就得到贝叶斯的公式:

P(A|B)=P(B|A)×P(A) / P(B)。

即P(EPS below | cut div)=P(cut div | EPS below )×P(EPS below)/ P(cut div)

从题干中找到各个数字直接代数即可。P(EPS below | cut div)=85%×20% / 23.75%=71.5789%

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