Standard Deviation

IntermediateRisk Management2 min read

Quick Definition

A statistical measure of how spread out returns are from the average, quantifying investment volatility and risk.

What Is Standard Deviation?

Standard deviation is a statistical measure that quantifies the dispersion of returns around the mean (average). In investing, it's the most common measure of volatility and risk.

Interpretation:

  • Higher SD: More volatile, returns vary widely
  • Lower SD: Less volatile, more consistent returns
  • 68% Rule: ~68% of returns fall within 1 SD of mean
  • 95% Rule: ~95% of returns fall within 2 SD of mean

Example:

  • Investment A: 10% average return, 5% SD
  • Investment B: 10% average return, 20% SD

Investment A is much more predictable—most years return 5-15%. Investment B could range from -30% to +50% in any year.

Calculation:

  1. Calculate mean return
  2. Find each return's deviation from mean
  3. Square each deviation
  4. Average the squared deviations
  5. Take square root of average

Uses in Investing:

  • Risk Comparison: Compare volatility across investments
  • Sharpe Ratio: SD is the denominator
  • Portfolio Optimization: Minimize SD for given return
  • VaR Calculation: Estimate worst-case scenarios
  • Normal Distribution: Predict return ranges

Limitations:

  • Assumes normal distribution (fat tails exist)
  • Treats upside and downside equally
  • Historical SD may not predict future
  • Doesn't capture all types of risk

Typical SD Ranges:

  • Money Market: 0-1%
  • Bonds: 5-10%
  • Stocks: 15-25%
  • Emerging Markets: 25-35%

Formula

Formula

σ = √[Σ(Ri - R̄)² / (n-1)]

Standard Deviation Example

  • 1S&P 500 historical SD of ~15% means most annual returns between -5% and +25%
  • 2Bond fund with 5% SD is much less risky than stock fund with 20% SD