Module 8:
Volatilities, Correlations, and Dependence
1. Module Overview
This module explains three key concepts in risk management: volatility, correlation, and dependence. These concepts help measure how assets behave individually and in relation to each other, which is essential for portfolio construction and risk control.
2. Learning Objectives
By the end of this module, you will be able to:
- Understand volatility as a measure of risk
- Explain correlation between assets
- Distinguish between correlation and dependence
- Apply these concepts to portfolio diversification
3. Volatility
3.1 What Is Volatility
Volatility measures how much an asset’s price moves over time.
Key idea:
Higher volatility = higher uncertainty and risk
3.2 Simple Illustration
Low Volatility High Volatility
Price Price
| |
| --- | /\ /\
| / \ | / \/ \
|/ \ |/ \
---------------- ----------------> Time
Meaning:
- Low volatility → stable prices
- High volatility → large fluctuations
3.3 Why Volatility Matters
- Determines option pricing (higher volatility → higher option value)
- Indicates market uncertainty
- Used in risk models such as VaR
4. Correlation
4.1 What Is Correlation
Correlation measures how two assets move relative to each other.
| Correlation | Meaning |
|---|---|
| +1 | Move together perfectly |
| 0 | No relationship |
| -1 | Move in opposite directions |
4.2 Simple Diagram
Positive Correlation Negative Correlation
/\ /\ /\ \/
/ \ / \ / \ / \
/ \ / \ / \ / \
------------------- -------------------
4.3 Why Correlation Matters
- Helps reduce risk through diversification
- Key input in portfolio management
- Used in risk calculations and asset allocation
5. Dependence
5.1 What Is Dependence
Dependence describes a broader relationship between assets, beyond simple correlation.
Key idea:
Two assets may appear uncorrelated in normal times but become strongly related during extreme events.
5.2 Example
- During normal markets → assets seem independent
- During crisis → all assets fall together
6. Correlation vs Dependence
| Concept | Focus |
|---|---|
| Correlation | Linear relationship |
| Dependence | Overall relationship (including extreme events) |
