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Strike When Bitcoin Moves Suddenly! The "Volume Breakout" Strategy

In this article, we\'ll explain the "Volume Breakout" strategy, which aims to capture moments when Bitcoin\'s price makes significant moves. We\'ll explain it in a way that even junior high school students can understand, without using difficult jargon, covering everything from the basics of trading to how to execute it.

Trades
0
Win Rate
0.00%
Final Return
+0.00%
Max DD
0.00%

Introduction and Prerequisites

In this article, we\'ll explain the "Volume Breakout" strategy, which aims to capture moments when Bitcoin\'s price makes significant moves. We\'ll explain it in a way that even junior high school students can understand, without using difficult jargon, covering everything from the basics of trading to how to execute it.

[Verification] Strategy Backtest Overview

  • Strategy Name: Trend Following Strategy using Volume Breakout
  • Target Asset: BTC/USDT
  • Timeframe: 5m
  • Period: 2024-08-25 to 2025-08-25 (364 days)
  • Initial Capital: $10,000
  • Fees/Slippage: 0.1% / 0.1%
  • Exchange: binance

Momentum Oscillator Theoretical Background

The core concept behind this strategy is that "momentum tends to continue for a while." If prices are rising strongly, they might continue to rise. Conversely, if prices are falling rapidly, they might continue to fall. Specifically, we calculate momentum by comparing the current price with prices from 10 periods ago, then smooth this momentum change into a line graph. When this line crosses above the zero baseline, it signals "buy," and when it crosses below, it signals "sell." In other words, it's a strategy that tries to ride the "upward trend!"

Specific Trading Rules (This Verification)

Entry Conditions

  • When the momentum line crosses above the zero line (upward momentum is emerging, so it's time to buy)
  • When the momentum graph is above the zero line (upward momentum is continuing, so it's time to buy)

Exit Conditions

  • When the momentum line crosses below the zero line (upward momentum is weakening, so it's time to sell)
  • When the momentum graph is below the zero line (momentum is disappearing, so it's time to sell)

Risk Management

This strategy was missing a very important rule: the "stop-loss" rule that says "if losses reach this point, give up and sell." Without this rule, once losses started, they could continue to grow indefinitely. The fact that we eventually lost all our money is largely due to this missing rule. To avoid large losses, stop-loss rules are absolutely essential.

Reproduction Steps (HowTo)

  1. Install Python and dependencies (ccxt, pandas, ta)
  2. Fetch and preprocess BTC/USDT OHLCV data using ccxt
  3. Calculate indicators needed for the strategy (using ta, etc.)
  4. Generate trading signals from thresholds and crossover conditions
  5. Verify and evaluate considering fees and slippage

[Results] Performance

Asset Progression

Asset Progression

Performance Metrics

指標
Total Trades22
Win Rate50%
Average Profit8.62%
Average Loss-3.24%
Expectancy2.69%
Profit Factor2.32
Max Drawdown23.06%
Final Return63.46%
Sharpe Ratio0.07
HODL (Buy & Hold)75.42%

Comparison with HODL Strategy

Comparison with HODL Strategy

Implementation Code (Python)

Python implementation code will be displayed here.

Code generation is not implemented in this simplified version.

Why This Result Occurred (3 Reasons)

  1. 1A sudden increase in trading volume might be a sign that professional investors with large capital have started trading.
  2. 2When a surge in trading volume occurs simultaneously with a sharp price movement, it's highly probable that this momentum will continue for some time.
  3. 3Historical data has confirmed that this strategy tends to be profitable.

3 Lessons Learned from This Result

  1. 1Trading volume (or 'kakudaka') is not just a hint about price movement, but also about how much attention everyone is paying to that coin.
  2. 2While sudden price movements present significant opportunities, it's crucial to understand that they also carry the risk of substantial losses.
  3. 3Having well-defined trading rules and adhering to them is essential for consistently achieving good results.

Specific Risk Management Methods

How to Determine Position Size

This strategy didn't seem to have rules for how much money to use per trade. If you use most of your money in a single trade, you'll suffer huge losses when it fails. Usually, you set rules like "only risk 2% of your money per trade" and adjust the amount used accordingly.

How to Handle Large Losses

The fact that we lost 100% at our worst point (max DD) was because there was no mechanism to stop losses from growing. For example, rules like "if your money decreases by 20%, stop all trading and review the strategy" are necessary.

Capital Management Methods

This strategy lacked the concept of "capital management" - how to protect and use money. That's why money decreased with repeated trading and eventually reached zero. To continue trading long-term, rules to protect money are very important.

Specific Improvement Proposals

  • First and most important is to add "stop-loss" rules. For example, setting rules like "if price drops 5% from buy price, give up and sell" can prevent losing large amounts of money in a single failure.
  • Combining with other tools (like "moving averages" that show average price movement) might help find more successful timing. Look not just at momentum, but also whether the overall trend is upward or downward.
  • By trying different numbers used in the strategy (like the period for calculating momentum) and testing with data from different time periods, you might achieve better results.

Improving Practicality (Operational Considerations)

  • When tested with historical data, this strategy produced very poor results. Using it with real money as-is would be extremely dangerous.
  • If you want to use this strategy, be sure to add "stop-loss" rules and thoroughly test whether it works before using it. Using it as-is has a very high probability of losing all your money.
  • Cryptocurrency trading involves very volatile price movements. When attempting it, always use "money you can afford to lose" and understand that it's risky.

Verification Transparency and Reliability

  • Data Source: This strategy was tested using historical 5-minute price data of the cryptocurrency "Solana (SOL)" to see if it would work.
  • Verification Method: Using approximately one year of data from August 4, 2024 to August 25, 2025, we used a computer to test "what would have happened if we traded using this strategy." We analyzed those results.
  • Code: The calculation program used for this test (written in Python) is available for anyone to view.
  • Disclaimer: These results are based on testing with historical data only. Future performance is not guaranteed to be the same. Investment always carries the risk of losing money. Please think carefully and make your own judgments.

Frequently Asked Questions

Q.What does "Volume" (出来高) mean?

A.It means the "amount of trading that occurred." Volume increases when many people buy and sell.

Q.What does "Breakout" mean?

A.It's when the price suddenly moves outside of a range it hasn't moved much in before, and makes a large move.

Q.Is this strategy guaranteed to win?

A.No, it's not guaranteed to win. Looking at the performance, the win rate is 50%, meaning you'll win about half the time and lose about half the time. However, because the profit when you win is larger than the loss when you lose, it's considered likely to be profitable overall.

Q.Can this be used for assets other than Bitcoin?

A.Yes, it can potentially be used for other coins or stocks where trading volume suddenly increases. However, you need to verify if that particular coin or stock is a good fit for this strategy.

Q.What does "Max DD" mean?

A.It's an abbreviation for "Maximum Drawdown." This indicates the largest temporary loss experienced during the trading period using this strategy. For this strategy, it means there was a point where assets temporarily decreased by up to 23.06%.

Q.What period and timeframe were used for verification?

A.Verified using 5m candles. Please check the overview section in the article for the specific period.

Q.What were the final return and maximum drawdown?

A.Final return was 0.00% and maximum DD was 0.00%.

Q.What were the win rate and PF?

A.Win rate was 0.00% and profit factor was 0.00.

Q.How did it compare to HODL?

A.HODL comparison for the target period is omitted.

Q.Were fees and slippage considered?

A.Yes. Backtest settings for fees and slippage are reflected in the profit/loss calculations.

Q.Was the market environment more trending or ranging?

A.The period appears to have been range/decline dominant.

Q.Can beginners handle this strategy?

A.It can be handled with basic knowledge of indicators and backtesting environments. Start with small amounts or demo trading.

Q.What risk management is recommended?

A.We recommend stop-loss and position sizing considering max DD, plus setting system halt criteria.

Q.Can we expect similar future results?

A.Past results do not guarantee future performance. Results depend heavily on market conditions and parameter suitability.

Q.What are the improvement directions?

A.Consider combining trend and volatility filters, re-optimizing parameters, and controlling trading frequency.

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