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梦梦 · 2025年04月02日

有两个问题

NO.PZ2019042401000063

问题如下:

The risk committee of an equity mutual fund is reviewing a portfolio construction technique proposed by a new portfolio manager who has recently been allocated capital to manage. The fund typically grants its portfolio managers flexibility in selecting and implementing appropriate portfolio construction procedures but requires that any methodology adopted fulfill key risk control objectives set by the firm. Which of the following is correct regarding a portfolio construction technique and its approach to risk control?

选项:

A.

The linear programming technique focuses on the pair-wise correlations of stocks rather than characterizing each stock along multiple dimensions of risk such as size, industry, volatility, or beta.

B.

The screening technique ranks stocks by risk-adjusted alpha but it does not apply any additional risk control measures such as weighting the selected stocks by their relative capitalization

C.

The stratification technique splits the list of stocks into categories and maintains risk control by overweighting the categories with lower risks and underweighting the categories with higher risks.

D.

The quadratic programming technique takes into account additional risk parameters compared to other major portfolio construction techniques but also requires more inputs, which leads to more noise.

解释:

D is correct. Quadratic programming requires many more inputs than other portfolio construction techniques because it entails estimating not only alpha but also volatilities and pair-wise correlations between all assets in a portfolio as well as transaction costs. Quadratic programming is a powerful process but given the large number of inputs and the less than perfect nature of most data, it introduces the potential for noise and poor calibration.

A is incorrect. The linear programming approach characterizes stocks along dimensions of risk, e.g., industry, size, volatility, and beta. The linear program does not require that these dimensions distinctly and exclusively partition the stocks. We can characterize stocks along all of these dimensions. The objective of the linear program is to maximize the portfolio’s alpha less transaction costs, while remaining close to the benchmark portfolio in the risk control dimensions

B is incorrect. Screening ranks stocks by alpha (not risk-adjusted alpha). It strives for risk control by choosing a sufficient number of stocks that meet the screening parameters and by weighting them (equal-weighting or capitalization-weighting) to avoid concentrations in any particular stock. However, screening does not necessarily select stocks evenly across sectors and can ignore entire sectors or classes of stocks if they do not pass the screen. Therefore, risk control in a screening process is fragmentary at best.

C is incorrect. It is true that stratification separates stocks into categories (for example, economic sectors). It implements risk control by ensuring that the weighting in each sector matches the benchmark weighting. However, it does not allow for overweighting one specific category over another.

1、“pair-wise correlations of stocks ”是什么意思?不是应该看风险因子对组合的影响吗?a说的是单只股票不是组合,对吗?

2、D的“which leads to more noise.”怎么理解?

1 个答案

李坏_品职助教 · 2025年04月02日

嗨,爱思考的PZer你好:


  1. pair-wise correlations of stocks指的是股票两两之间的相关系数。比如我的资产组合有100个股票,那么任意2个股票之间都存在相关系数。A说的是linear programming approach,这个方法是从多个风险因子的角度来看股票的收益和风险。A选项错在 rather than(这个中文意思是“而不是”,表否定)。A选项否定的东西恰恰是linear programming approach的正确定义。
  2. which指的是quadratic programming requires more inputs,这个方法相比于其他方法需要更多的输入参数,参数多了,那么就会导致模型有更多的噪音。就是模型的预测结果存在较大的不可控性,结果多变。

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虽然现在很辛苦,但努力过的感觉真的很好,加油!

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2024-03-19 16:26 2 · 回答