Single Index Model¶
The Single Index Model (SIM) is a simplified way to estimate the return of a security based on the return of the market index and the specific security's unique characteristics. Developed by William Sharpe, it's a more practical alternative to the more complex models which consider every possible correlation among all securities in a portfolio.
Overview¶
SIM assumes that the return of a security is largely dependent on the return of a market index. This dependency is modeled by two components: - A systematic (market-related) factor. - A specific (unique to the security) factor.
Formula¶
The return of a security i
can be expressed as:
\(R_i = \alpha_i + \beta_i R_m + \epsilon_i\)
Where:
- \(R_i\) is the return of security i.
- \(alpha_i\) is the alpha, representing the expected return of the security that is not related to the market's movements.
- \(beta_i\) is the beta, indicating how much the security tends to move with the market.
- \(R_m\) is the return of the market index.
- \(epsilon_i\) is the error term, representing the part of the security's return not explained by the market movement.
Key Points¶
- Risk Separation: SIM separates total risk into systematic and specific risk, allowing for focused risk management strategies.
- Simplification: By focusing only on the market index as the explanatory variable, it simplifies analysis and is easier to use than more complex models.