Factor Models

Factor Models

Sonam Srivastava | April 30, 2020

Factor models are financial models that use factors — that can be technical, fundamental, macroeconomic or alternate to define a security’s risk and returns.

These models are linear, as they define the securities returns to be a linear combination of factor returns weighted by the securities factor exposures.

Capital Asset Pricing Model

The most popular factor model is the single factor — Capital Asset Pricing Model or CAPM, which forms the basis of the Modern Portfolio Theory.

The CAPM, describes security’s risk as a function of it’s market exposure or market Beta

The Market Beta is a measure of the systematic risk of the security. In statistics, beta is the slope of the line which is obtained by regressing the returns of stock return with that of the market return.

Multi Factor Model

The most popular model in factor literature is the Fama-French 3-factor model. In their seminal paper published in the 1993 Fama & French demonstrate that 90% of an equity’s risk can be described based on the 3 factors — market sensitivity, value and size.

Later, momentum as a factor was added to the equation by Jagdeesh Titman in 1993, low volatility in 2006 and quality in 2013.

Now, with the advent of Smart Beta strategies, any strategies returns are widely believed to be broken down into — market component, smart beta components, manager returns (or active returns)

MSCI Barra, the leading provider of factor indices categorises global equity factor in 8 groups and 16 factors

Many quantitative portfolio managers device strategies that follow one or more of these factor models

Maths

For a quant, the most fascinating aspect of these models is the maths! If we can identify and capture all the relevant factor exposures, these factors can fully describe a securities risk and returns!

where Q is the factor covariance matrix and w is the weight of the factors.

Quantitative Factor Strategies

With these models quants can focus on ~ 30 factors that they believe describe the market instead of 3000 stocks in the total market universe. Many of these factor strategies find their basis in economic theories which makes their performance predictable and implementable using financial models.


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