Kelly Criterion
The Kelly Criterion: Sizing Your Crypto Trades
Welcome to the world of cryptocurrency trading
What is the Kelly Criterion?
The Kelly Criterion is a formula used to determine the optimal size of a trade, or more specifically, the percentage of your capital you should risk on a trade. It aims to maximize your long-term growth rate while minimizing the risk of ruin. It's not about getting rich quick; it's about consistent, sustainable profits.
Think of it like this: If you’re too cautious, you won’t make enough profit. If you’re too aggressive, you risk losing everything. The Kelly Criterion helps you find that sweet spot.
It was originally developed for gambling, by Claude Shannon, but translates very well to financial markets like cryptocurrency markets.
Understanding the Formula
The formula itself looks intimidating, but we’ll break it down.
- f* = (bp - q) / b
- *f* = The fraction of your capital to bet (or invest).
- *b* = The net profit received on a winning bet (expressed as a decimal). For example, if you win and make a 20% profit, *b* = 2.
- *p* = The probability of winning.
- *q* = The probability of losing (which is 1 - *p*).
- f* = (2 * 0.6 - 0.4) / 2
- f* = (1.2 - 0.4) / 2
- f* = 0.8 / 2
- f* = 0.4
- *p* = 0.7
- *b* = 3
- *q* = 1 - 0.7 = 0.3
- f* = (3 * 0.7 - 0.3) / 3
- f* = (2.1 - 0.3) / 3
- f* = 1.8 / 3
- f* = 0.6
- **Half Kelly:** Risk half the amount suggested by the full Kelly Criterion. (Multiply the *f* value by 0.5)
- **Quarter Kelly:** Risk a quarter of the amount suggested by the full Kelly Criterion. (Multiply the *f* value by 0.25)
- **Accurate Probability Assessment:** The Kelly Criterion is only as good as your ability to estimate win probabilities. Improving your trading strategy is essential.
- **Volatility:** Crypto is highly volatile. Adjust your fractional Kelly based on market conditions.
- **Diversification:** Don’t put all your eggs in one basket. Use the Kelly Criterion for each trade within a diversified portfolio.
- **Transaction Fees:** Factor in trading fees when calculating potential profits.
- **Psychological Discipline:** Stick to your Kelly-calculated trade sizes, even when tempted to overtrade.
- Risk Management
- Position Sizing
- Trading Psychology
- Volatility
- Capital Allocation
- Technical Indicators
- Trading Volume
- Market Capitalization
- Order Books
- Stop-Loss Orders
- Take-Profit Orders
- Backtesting
- Trading Bots
- Margin Trading
- Futures Trading Open account
- BitMEX BitMEX
- Register on Binance (Recommended for beginners)
- Try Bybit (For futures trading)
Where:
Let’s look at an example. Suppose you believe a Bitcoin trade has a 60% chance of success (p = 0.6). If you win, you’ll make a 20% profit (b = 2). Therefore, the probability of losing is 40% (q = 0.4).
This means the Kelly Criterion suggests you should risk 40% of your capital on this trade. *However*, this is often considered too aggressive (see the section on "Fractional Kelly" below).
Applying The Kelly Criterion to Crypto Trading
Let's translate this to a real-world crypto scenario. You’ve analyzed Ethereum using technical analysis and believe it has a 70% chance of going up (p = 0.7). If it goes up, you expect to make a 30% profit (b = 3).
This suggests risking 60% of your capital. Again, likely too high
Why Full Kelly is Often Too Risky
The Kelly Criterion, in its pure form, can be quite aggressive. It assumes you can accurately assess the probabilities and potential profits of each trade. In the volatile world of crypto, this is rarely the case. A string of losing trades, even with a positive expected value, can quickly deplete your capital. This is known as "ruin".
Fractional Kelly: A More Conservative Approach
To mitigate risk, traders often use a *fraction* of the Kelly Criterion recommendation. Common fractions include:
Using our Ethereum example (full Kelly = 60%), Half Kelly would be 30%, and Quarter Kelly would be 15%. These are much more manageable risk levels.
Comparing Kelly Strategies
Here's a side-by-side comparison:
| Strategy | Risk Level | Long-Term Growth Potential | Risk of Ruin |
|---|---|---|---|
| Full Kelly | Very High | Highest | Highest |
| Half Kelly | Moderate | High | Moderate |
| Quarter Kelly | Low | Moderate | Low |
Practical Steps for Implementing Kelly Criterion
1. **Estimate Win Probability (p):** This is the hardest part. Use chart patterns, candlestick patterns, fundamental analysis, and your own judgment. Be realistic. 2. **Estimate Potential Profit (b):** How much profit do you expect to make if the trade goes your way? Express this as a decimal (e.g., a 20% profit is 2). 3. **Calculate Full Kelly (f):** Use the formula: *f* = (bp - q) / b 4. **Choose a Fractional Kelly:** Start with Half or Quarter Kelly. 5. **Calculate Your Trade Size:** Multiply your total capital by the fractional Kelly value. For example, if you have $1000 and are using Half Kelly (f = 0.3), your trade size would be $300. 6. **Execute the trade:** You can now trade on Binance Register now, Bybit Start trading, BingX Join BingX or any other cryptocurrency exchange.
Important Considerations
Kelly Criterion vs. Fixed Fractional Risk
Many traders use a fixed fractional risk, such as always risking 1% or 2% of their capital per trade. Here's a comparison:
| Feature | Kelly Criterion | Fixed Fractional Risk |
|---|---|---|
| Risk Sizing | Dynamic, based on trade setup | Static, a fixed percentage |
| Potential Growth | Higher, if probabilities are accurate | Lower, but more consistent |
| Risk of Ruin | Higher, if probabilities are inaccurate | Lower, more conservative |
| Complexity | More complex to calculate | Simpler to implement |
Further Learning
Recommended Crypto Exchanges
| Exchange | Features | Sign Up |
|---|---|---|
| Binance | Largest exchange, 500+ coins | Sign Up - Register Now - CashBack 10% SPOT and Futures |
| BingX Futures | Copy trading | Join BingX - A lot of bonuses for registration on this exchange |
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