Measuring Volatility and Risk
Volatility measures how much an asset's returns vary over time. High volatility means larger price swings; low volatility means more stable prices.
Standard Deviation: The Primary Volatility Measure
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Annualizing Volatility
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Maximum Drawdown
Maximum drawdown measures the largest peak-to-trough decline - crucial for understanding worst-case scenarios:
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Value at Risk (VaR)
VaR estimates the maximum loss expected at a given confidence level:
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Complete Risk Analysis
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Practice: Calculate Risk Metrics
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Key Takeaways
- Volatility (std dev) is the primary measure of risk
- Annualize daily volatility:
daily_vol x sqrt(252) - Maximum drawdown shows worst-case peak-to-trough loss
- VaR estimates maximum loss at a confidence level
- Downside deviation focuses only on negative returns
- Higher returns usually come with higher volatility
Next, we'll explore correlation between assets for portfolio construction!

