Quantitative Investment Strategies

ZHAW Quantitative Investment Strategies

ZHAW Quantitative Investment Strategies

Nicolas Steinmann

Nicolas Steinmann

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Cartes-fiches 31
Langue English
Catégorie Finances
Niveau Université
Crée / Actualisé 14.06.2022 / 07.05.2023
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What is Momentum?

Definition of Momentum

Momentum is a measure of the strength of a price movement

Haircut (HC) in sharpe ratio

How to quantify the performance of a test set up? recall, specifity and precision

Hedge Fund Definition

Hedge Fund Strategies

Hedge Fund Strategies and Risk

Investment Styles and Return Driver

Relative Value Stategies

Event Driven Strategies

Ddirectional Strategies

Momentum Strategies:

Cross section Momentum

Time series Momentum

Cross-section: Cut-off @ #3

Good day: All winners (long) have positive performance but so have two losers (short) Bad day: All losers (short) have negative performance but so has one winner (long)

Time-series: Cut-off @ 1.5%

Good day: Six winners (long) selected but no losers (short), portfolio of six
Bad day: Three losers (short) selected but no winners (long), portfolio of three

Take-away:

 In heavily tilted markets, time-series momentum strategies are biased with regard to the overall market trend.

 Depending on the cut-off, their selection may vary largely in size while for cross- section strategies the portfolio size is always constant.

Momentum mathematical approach

Momentum two dimension to explanation:

Explaining momentum

What is Carry?

*: prices as a function of “time to maturity”

What is value?

In finance, or economics: A measure used to quantify the worth of something

e.g. intrinsic value, book value, actual cash value or market value

 

Value is a risk premium since it can be explained / justified as a compensation for a specific risk:

  • Value stocks have leveraged exposure to the overall economy: multiple-expansion will slow down in a recession
  • As a mean-reverting strategy, it is positively correlated to “bad times”, hence being able to command a premium for the additional risk

How does Value fit into factor space?

Equity valuation

Discounted Dividend Model

Gordon's Growth Model

Multi stage models

Dividends, Cashflow and Earnings Model

Earnings, Book Values and the Residual Income Model

Other Valuation Methods

Eneterprise value vs Equity value

Catalyst

– Something that will make other people realize the stock’s value

Commodity options to manage risk

Due Dilligence Complexity of the task (4 tasks)

Evaluation the people:

  • Challenge is to understand the people you deal with respect to

Looking for content

  • you have to evaluate the substance in terms of

  • an absolute and a relative element in this.

Looking for context

  • Contrary to popular belief, investments have also their fashioncycles. If something is considered to be “hot” a lot of supply willbe generated. Thus, it will be a challenge to discernate “the good, the bad from the ugly”.

  • It will be also a challenge to select the relevant peers and to stay up-to-date regarding their performance.

  • Selection should also be judged in the context of other existing or planned investments of your company which leads straight to the overall asset allocation strategy and portfolio construction.

Analysing the (legal) Documents

  • Priority 1: checking the legal documents to properly understand the set-up

    HF: check the offering memorandum, the subscription documents etc.

    PE: Analyze the articles of association, shareholder agreements etc.

    Engage external lawyers for a thorough legal document check if necessary

  • Priority 2: check all other documents
    Incentive schemes
    Any pending litigations?

Alternative Investment Strategies: Investment Process

Hege Fund and Private Equity

Intrinsic value of other asset class