R-Squared
Definition of R-Squared
R-squared (R²) is a statistical measure that indicates how well an investment’s returns correlate with a benchmark index. It ranges from 0 to 1 (or 0% to 100%), and a higher R² means a stronger correlation. Thus, it helps investors determine how much of a fund’s performance is influenced by the market.
For example, if a mutual fund has an R² of 90% against the S&P 500, the index's performance explains 90% of the fund’s movements.
Purpose of R-Squared in Finance and Investing
R² is used for:
- Measuring how closely an investment follows its benchmark.
- Assessing the reliability of beta in risk analysis.
- Identifying diversification benefits in portfolio management.
- Comparing actively managed funds against passive index funds.
- Evaluating stock performance in relation to market trends.
How R-Squared Is Calculated
R-Squared Formula
R² = 1 - (Sum of Squared Errors / Total Sum of Squares)
Example Calculation
- A mutual fund’s returns are compared against the S&P 500 index.
- If the fund has an R² of 85%, it means 85% of its performance is due to the index’s movements, while 15% is influenced by other factors.
Interpreting R-Squared in Investing
High R-Squared (70% – 100%)
- The investment closely tracks the benchmark index.
- Example: A large-cap index fund with an R² of 98% moves almost identically to the market index.
Moderate R-Squared (40% – 70%)
- The investment has some correlation but is also influenced by other factors.
- Example: A sector-specific fund with an R² of 60% has partial market dependence.
Low R-Squared (0% – 40%)
- The investment does not significantly follow the benchmark.
- Example: A hedge fund with an R² of 20% has little correlation with the broader stock market.
R-Squared vs. Beta
Feature | R-Squared | Beta |
---|---|---|
Definition | Measures how closely an asset follows its benchmark | Measures an asset’s volatility relative to the market |
Indicates | The percentage of movement explained by the benchmark | The level of risk compared to the market |
Example | A fund with an R² of 95% moves in sync with the index | A stock with a beta of 1.5 is 50% more volatile than the market |
Example: A mutual fund with high R² but low beta closely tracks the market but is not significantly more volatile than the index.
Advantages and Disadvantages of R-Squared
Advantages
- Helps investors choose funds based on correlation with benchmarks.
- Assists in evaluating fund manager performance in active vs. passive strategies.
- Identifies the degree of diversification in a portfolio.
Disadvantages
- Does not indicate profitability or risk-adjusted returns.
- High R² funds may not offer diversification benefits.
- Does not account for external factors affecting investment returns.
Related Terms
- Beta – Measures volatility relative to the market.
- Alpha – Measures excess returns beyond benchmark performance.
- Standard deviation – Evaluates investment volatility.
Interesting Fact
Studies show that actively managed funds with low R² tend to have higher risk and less predictable returns, making passive index investing a preferred strategy for many long-term investors.
Statistic
According to Morningstar, over eighty percent of actively managed equity funds have an R² above 90%, meaning they largely follow their benchmark index despite aiming for excess returns.
Frequently Asked Questions (FAQ)
1. What does an R-squared of 100% mean?
An R² of 100% means an investment perfectly follows its benchmark, with no independent movements.
2. Is a high R-squared always good?
Not necessarily—high R² indicates a strong correlation but does not guarantee high returns or risk-adjusted performance.
3. How is R-squared used in portfolio diversification?
A low R² asset may provide diversification benefits since its returns are less dependent on the overall market.
4. Can R-squared be used alone to evaluate investments?
No, R² should be combined with other metrics, such as beta and alpha, for a full risk-return assessment.
5. What is considered a good R-squared value for an index fund?
An R² above 90% is ideal for index funds, as it indicates strong tracking of the benchmark.
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