Active Equity Investment Strategies Flashcards
How can we categorize active management ?
Fundamental
Quantitative
Elaborate on Fundamental approach
Fundamental approach is more about analyzing the financial statement and the firm economic underlying. It focuses on relatively small group of companies with an in-depth analysis on each of them which allow them to define a view of the company outlook and identify the catalyst that will generate future growth. The risk decision lies at the security level. Fundamental focus on : -Business model -Competitive advantage -Governance and management
Elaborate on Quantitative approach
Quantitative does not depend on individual companies but rather on factors and model underlying. Quant focus on a relatively large group of stocks. Conceptually, quant aim to predict future returns using conclusion derived from analyzing historical data. The risk decision lies at the portfolio level. Quant models are not correlated with fundamental hence they may add some diversification. They require huge amount of data.
Elaborate on bottom-up approach
The bottom-up approach focuses on companies financial statement and disclosures to assess attributes such as profitability leverage, absolute peer relative valuation. Bottom-up focuses on:
- Business model
- Competitive advantage
- Governance and management
They are qualified as value or growth oriented
Elaborate on top-down approach
Focuses on sectors, countries information. Uses large amount of data but process them in systematic way.
- Country and geographic allocation
- Sector and industry allocation
- Volatility-based strategy
- Thematic investment
Elaborate on factor approach
A factor is a variable or characteristic with which individual asset returns are correlated. The most important test is the “smell” test.
Does the factor makes intuitive sense, does it make common sense.
-Value
-Price momentum
-Growth
-Quality
Elaborate on other approach
- Statistical arbitrage or micro structure Pair trading (used with stop order)
-Event driven strategies
(MARB)
What are the pitfalls in fundamental bias
- Behavioral bias
- Value and growth traps
Elaborate on the IC (information coefficient)
The higher the IC, the Higher the predictive factor. In the US, a factor of 5% to 6% is considered very strong.
What are the portfolio constrain in quant investements
Risk model Transaction costs Survivorship bias Lookahead bias Data mining Overfitting
Elaborate on Equity investment style based classification?
Characteristic based
- Value growth & blend core
- Capitalization
- Volatility
Membership
- Sector
- Country
- Market
Position based
- Long
- Short
- Neutral
How to improve a portfolio risk return profile
Multiple asset classes
PM with different investment styles
Elaborate on value growth & blend core
Using the classification framework
Value will generate very strong negative number
Growth will generate very strong positive number
Core will generate around zero.
Elaborate on style based analysis
Holding based analysis is generally more accurate than return based analysis because it uses the actual portfolio holding. However the use of derivative and their limited disclosures or availability of data makes holding based analysis less effective.
Return based analysis are often more used