Why 3 to 5 Strategies?
following my last post
My Thoughts on How to Run Multiple Trading Systems (Risk)
Managing multiple trading systems is not just about diversifying strategies; it’s about allocating capital dynamically to maximize returns while keeping risk under control. The key is adjusting exposure based on performance—scaling up well-performing strategies and reducing exposure to underperformers—all while keeping
1. Empirical Evidence: The Diminishing Returns of Diversification
One of the most well-known studies in finance on diversification was done by Evans & Archer (1968), which examined how adding more assets to a portfolio reduces risk. The findings showed:
📌 Key Insight:
“A well-diversified portfolio of as few as 3 to 5 uncorrelated assets captures most of the risk-reduction benefits of diversification.”
— Evans & Archer (1968), "Diversification and the Reduction of Dispersion: An Empirical Analysis"
This means that beyond 3 to 5 assets or strategies, the incremental reduction in risk becomes marginal. If the strategies are uncorrelated, most of the diversification benefits are already achieved with a small number of them.
📊 Diminishing Marginal Benefit of Diversification:
1 strategy → 100% of its risk.
2 strategies → Risk drops by ~30% (if uncorrelated).
3 strategies → Risk reduction approaches 50%.
5 strategies → 80-90% of the total possible risk reduction achieved.
10+ strategies → Only minor additional risk reduction but increased complexity.
This principle is directly applicable to multi-strategy trading portfolios.
2. Studies from Hedge Fund & Institutional Investing
Hedge funds and institutional investors often operate multi-strategy portfolios, and research suggests that 3 to 5 is the optimal number of strategies for balancing risk and return.
📌 Quote from AQR Capital Management (Cliff Asness, 2013):
“A portfolio of at least 3 to 5 uncorrelated strategies improves the Sharpe ratio significantly, beyond which additional strategies only add complexity with diminishing returns.”
— AQR Research on Multi-Strategy Investing
Hedge Fund Data:
A study of hedge fund performance (Fung & Hsieh, 1997) analyzed multi-strategy hedge funds and found that:
Funds using 3-5 strategies outperformed funds using 10+ strategies due to focused risk-taking.
Portfolios with too many strategies exhibited lower returns due to over-diversification (“diworsification”).
Uncorrelated strategies provided maximum risk-adjusted returns when balanced properly.
3. Portfolio Optimization Theory: Mean-Variance & Risk Parity
Modern Portfolio Theory (MPT) suggests that a small set of uncorrelated assets creates an efficient frontier, maximizing returns for a given level of risk.
📌 Markowitz (1952) on Diversification:
"Beyond a handful of uncorrelated assets, diversification offers little additional risk reduction."
— Harry Markowitz, Nobel Prize Winner, Father of Modern Portfolio Theory
📌 Risk Parity Research (Bridgewater Associates, 2011):
3 to 5 strategies provide near-optimal risk balancing.
Beyond that, adding more strategies has diminishing benefits and makes risk management harder.
Why Not Just 2 Strategies?
Two strategies might still be too risky because correlation can spike in crises. A third or fourth strategy provides a buffer against unexpected correlations during downturns.
📌 Ray Dalio (Bridgewater Associates) on Portfolio Resilience:
"A portfolio of at least 3 to 5 well-chosen uncorrelated return streams is robust against economic shocks."
— Principles for Navigating Big Debt Crises (2018)
4. Real-World Multi-Strategy Fund Examples
Examples of Successful Funds Using 3-5 Core Strategies
Many top-performing hedge funds focus on 3-5 core strategies, rather than over-diversifying:
Renaissance Technologies (Medallion Fund): Uses 4-5 primary strategies that dynamically adjust.
AQR Capital Management: Uses 3-5 factor-based models to optimize risk-adjusted return.
Bridgewater Associates (Pure Alpha Fund): Focuses on a small number of uncorrelated risk premiums.
These funds show that optimal strategy allocation is not about having more, but about having enough to balance risk while maximizing return.
5. Practical Considerations: Keeping It Manageable
Beyond the theoretical and empirical studies, having too many strategies creates operational challenges:
📌 Why 3 to 5 Strategies is Practical:
✅ Each strategy gets a meaningful allocation (not diluted across too many trades).
✅ Simplifies risk monitoring (fewer moving parts).
✅ Avoids redundancy (too many strategies may end up behaving similarly).
✅ Maintains capital efficiency (ensuring capital is deployed where it’s most effective).
Over-Diversification Weakens Performance
📌 Quote from Warren Buffett:
"Diversification makes very little sense if you know what you’re doing."
— Berkshire Hathaway Annual Meeting (1996)
While he was talking about stock investing, the same principle applies to trading strategies. Beyond a certain point, adding more reduces the impact of winners and drags down overall returns.
Final Answer: Why 3 to 5 Strategies?
✔ Empirical Studies: Show that 3 to 5 strategies capture most of the risk reduction benefits (Evans & Archer, 1968).
✔ Hedge Fund Research: Finds 3-5 strategies improve Sharpe ratio with diminishing returns beyond that (AQR, Bridgewater, Fung & Hsieh).
✔ Modern Portfolio Theory: Suggests a handful of uncorrelated assets maximize risk-adjusted returns (Markowitz, 1952).
✔ Real-World Success: Top hedge funds limit the number of core strategies to avoid unnecessary complexity.
Thus, 3 to 5 is the sweet spot for a multi-strategy trading portfolio—enough to be diversified, but focused enough to keep returns high and risk under control.