Can technical indicators really be profitable? The harsh truth of 5-year MACD backtesting

Technical indicators have always been a focus in cryptocurrency trading, but can they truly help you achieve sustained profits? An in-depth backtest study of the MACD indicator over the past five years provides an answer— it depends on how you use it. The research compares real data across multiple cycles and different leverage configurations, revealing the true value and hidden pitfalls of technical indicators in trading.

Benchmark: What is the standard that strategies must beat

Before evaluating any trading strategy, a reference line must be established. If you had bought BTC or ETH five years ago and held until now, what would your returns be?

BTC spot holding: Cumulative return over 5 years +48.86%

ETH spot holding: Cumulative return over 5 years +53.00%

This means that even if you bought five years ago and then uninstalled your trading app, not watching the market or making any moves, you could still have gained about 50%. This line is the “passing score” that any active trading strategy must surpass. As of January 28, 2026, BTC’s current price is $89.44K (24h change +0.63%), ETH’s price is $3.02K (24h change +2.60%).

Cycle differences: Why short-term technical indicators fail across the board

The effectiveness of technical indicators is closely related to trading cycles. Data shows that on short cycles like 15 minutes, 30 minutes, and 1 hour, MACD strategies perform extremely poorly.

BTC 1-hour cycle dilemma: Without leverage, the return is only +6%, far below the 47% opportunity cost. Frequent trading over five years generated thousands of buy/sell signals, incurring huge trading fees, and ultimately returns are less than one-eighth of simply “lying flat.”

The “death matrix” of short cycles:

• 15-minute cycle: with 5x leverage, capital nearly wiped out (-100% liquidation)
• 30-minute cycle: even without leverage, generally loss-making (~ -73%)
• 1-hour cycle: BTC only +6%, far below the benchmark

Reasons for these failures include: high-frequency trading fees eroding profits, market noise causing false signals, frequent stop-losses creating psychological stress, and operational distortions. Short cycles are essentially meaningless random fluctuations; technical indicators cannot identify real trends at these intervals.

Long cycle salvation: Excess returns at the 4-hour level

When the trading cycle is extended to 4 hours, technical indicators begin to show real value. This is the core significance of quantitative trading.

BTC 4-hour no-leverage performance: approximately +96%, doubling the +48.86% of simply HODLing. MACD in this cycle successfully avoided the deep bear market plunge of 2022. Although it missed some upside in the bull market, maintaining a flat position at lows allowed it to outperform “buy-and-hold” strategies.

ETH 4-hour absolute dominance:

• No leverage: +205% (compared to +53%, outpacing by 3.9x)
• With 3x leverage: +552% (compared to +53%, outpacing by over 10x)

ETH’s strong trendiness means passive holding benefits from upward movement but also endures a deep retracement of -80%. MACD strategies, by timely reducing positions during bear markets, protected profits and continued compounding in the next bull cycle, vastly outperforming simple holding.

This demonstrates that, at appropriate cycles, timing with technical indicators has enormous value—this is not gambling but a data-supported systematic advantage.

Leverage dilemma: Amplify gains or risks

The effect of leverage is not linear. Results vary dramatically with different leverage multiples.

2-3x leverage: the golden zone

• BTC 4-hour with 3x leverage: return +207% (4x the +48.86% benchmark)
• ETH 4-hour with 3x leverage: return +552% (10x the +53%)

Within this range, leverage acts as a “tailwind”—the strategy already captures the true trend, and leverage simply amplifies existing advantages. The return multiplier is clear, and risk remains within controllable bounds.

5x leverage: the inverted trap

Beware that increasing leverage is not “more is better.” When ETH 4-hour uses 5x leverage, returns are only +167%—far below the 3x leverage’s +552%.

Why does this inversion occur? Reasons include:

• High funding rates (costs increase sharply at high leverage)
• Extreme volatility causing slippage and liquidation differences
• Forced liquidation risks leading to passive exit

Raising leverage to 5x appears to magnify gains but actually works against you, effectively making the exchange and market “your boss.” You bear the risk of total wipeout but only earn mediocre returns.

Practical guidelines: strategy choices for different goals

Based on five years of data, here are recommendations tailored to different investor types:

Conservative investors (no time, poor mindset, or seeking stability)

• Recommended: pure spot holding or MACD on 4-hour cycle without leverage
• Expected return: 50%-100%
• Advantages: avoids liquidation risk, tolerates drawdowns, far better than frequent trading losses

Steady investors (want to beat the market)

• Recommended: MACD on 4-hour + 1.5-2x leverage
• Expected return: 150%-200%
• Key: strictly follow the 4-hour cycle, avoid getting entangled in 15-minute signals

Aggressive investors (seeking excess returns, choosing ETH)

• Recommended: MACD on 4-hour + 2-3x leverage
• Expected return: 400%-550%
• Key: this is the optimal risk-reward balance, leveraging ETH’s high volatility and timing capabilities
• Warning: Never exceed 3x leverage; data shows 5x reduces returns and increases risks

Speculative traders (short-term players or gamblers)

• “Strategy”: 15-minute/1-hour + over 5x leverage
• Expected result: -100% (total wipeout)
• Conclusion: data clearly shows this approach cannot beat simple holding, and is even worse than directly donating the funds.

Conclusion: Conditional value of technical indicators

Technical indicators are not万能 (all-powerful), but neither are they useless.

The key lies in “correct application.” The five-year backtest reveals a core fact: the value of technical indicators is strictly limited to two conditions—cycles longer than 4 hours and reasonable leverage of 2-3x. Straying from this framework with frequent operations mostly consumes principal and erodes profits.

Trading on short cycles with technical indicators is essentially fighting against random fluctuations, not trends. When you look at MACD on a 15-minute chart, you are competing with millions of retail traders for clues in random noise—this game is already doomed by fees and slippage.

In contrast, at longer cycles, the working principle of technical indicators is fundamentally different. The 4-hour cycle sufficiently filters out market noise, allowing you to capture genuine trend changes. In this framework, technical indicators shift from gambling tools to timing tools, transforming from value destroyers to value creators.

For crypto traders, this five-year data backtest reveals a simple truth: success does not come from “most trades,” but from “using the right tools at the right cycles to do the right things.”

This analysis is based on historical backtest data and does not guarantee future returns. Cryptocurrency trading involves high risks; leverage trading should be approached with caution. Investment involves risk; please trade prudently.