Have you ever suffered from this illusion:

• “4 hours is too slow. I want to do 5-minute scalping. If I compound 1% daily, I’ll be the richest person in the world in a year.”

• “Spot trading earns too slowly. I’ll open 3x or 5x leverage. As long as the direction is right, I’ll make several times more money than others.”

To verify these “Get Rich Quick Fantasies,” we not only backtested the 4-hour timeframe, but we also dragged out the 15-minute (15m), 30-minute (30m), and 1-hour (1H) charts to “mercilessly dissect” them.

We didn’t just look at Spot; we simulated the real outcomes of 200% (2x), 300% (3x), and 500% (5x) position leverage under extreme market conditions.

The conclusion is extremely cruel: If you don’t use leverage, 90% of people blindly messing around for these 5 years couldn’t even beat “Dummy-style HODLing.”

Before evaluating any strategy, we must first see how much you earn by “lying flat” (doing nothing). Based on Spot data from the past 5 years:

• BTC Pure Spot: +48.86%

• ETH Pure Spot: +53.00%

(Note: This means if you bought 5 years ago and deleted the App, you would have about 50% profit now. This is the “Passing Line” that any strategy must beat.)

I backtested the performance of MACD on BTC/ETH across different timeframes and leverage levels over the past 5 years:

• Top Left & Top Right (Heatmap — Return Rate):

• Danger Zone (Red/Deep Orange): Concentrated in short cycles like 15m and 30m. Especially when combined with high leverage (x3.0, x5.0), capital goes almost to zero (-99%, -100%).

• Gold Zone (Deep Green): Concentrated in the 4h cycle. ETH’s performance on the 4h cycle is particularly eye-catching, with almost all blocks being green.

• Bottom Left & Bottom Right (Bar Chart — Final Capital):

• Red Dashed Line (10k): This is the break-even line. Bars below the red line represent losses; bars above represent profits.

• BTC vs ETH: Notice the ETH 4h bar in the bottom right. When you use x2.0 or x3.0 leverage, the capital bar is extremely high, far exceeding BTC’s performance. This verifies that in trending markets, ETH’s volatility delivers higher Alpha (excess returns).

The data reveals a brutal fact: On small-to-medium timeframes (15m, 30m, 1h), the MACD strategy not only failed to create Alpha, but due to over-trading and erosion, it significantly underperformed “Dummy-style HODLing.”

1. BTC 1-Hour Cycle: “Busy Work”

• Strategy Performance: BTC 1h x1.0 Return is +6%.

• Benchmark Performance: BTC Spot HODL Return is +48.86%.

• Deep Dive:

• On the 1-hour level, you worked hard watching the market for 5 years. The MACD Golden Cross/Death Cross traded thousands of times, paying huge fees to the exchange, and in the end, you only made 6%. If you had done nothing, you would have made 49%.

• Conclusion: Running a MACD strategy on the 1H cycle is essentially value destruction. You operate fiercely as a tiger, only to see your returns turn from positive to negative (relative to opportunity cost).

2. The Total Collapse of Short-Term (15m / 30m)

• All Strategies: Total loss or Liquidation.

• Comparison: Compared to the +50% positive return of HODLing, short-term strategies resulted in a -100% devastating blow.

• Cause of Death:

• Noise: 15m level fluctuations are mostly meaningless random walks.

• Fee Erosion: Fees and slippage from frequent opening/closing eat away at the principal like termites.

• Psychological Collapse: High-frequency stop-losses lead to deformed decision-making.

Only when the timeframe is extended to 4 Hours does the MACD strategy demonstrate the ability to defeat “HODLing.” This is the sole meaning of quantitative trading’s existence.

1. BTC 4h: A Thrilling Victory

• MACD x1.0 (Spot): Return approx. +96%.

• HODL Benchmark: +48.86%.

• Victory Logic:

• MACD on the 4H level successfully helped BTC avoid the main downward waves of the deep bear market (e.g., the 2022 crash). Although it made slightly less during the bull market start/end, the advantage gained from being short (out of market) during risks allowed it to eventually outperform holding to death.

2. ETH 4h: Absolute Domination

• MACD x1.0 (Spot): Return approx. +205%.

• HODL Benchmark: +53.00%.

• MACD x3.0 (Best Leverage): Return +552%.

• Victory Logic:

• ETH has extremely strong trends. While HODLers enjoyed the rise, they also fully endured the -80% drawdowns. The MACD strategy preserved profits by being empty during the bear market and compounded returns in the next bull run. 4 times the return of HODLing (205% vs 53%) proves the massive value of timing on ETH.

Combining the benchmark data, we can redefine the role of leverage.

1. x2.0 — x3.0: The Secret of the Golden Zone

• BTC 4h x3.0 (+207%) vs BTC HODL (+48.86%):

• By using 3x leverage, the strategy amplified returns by 4 times. This is a healthy amplification ratio, indicating the strategy captured real trends, and leverage acted as a “tailwind.”

• ETH 4h x3.0 (+552%) vs ETH HODL (+53.00%):

• Returns magnified by 10 times! This is the peak performance of quantitative trading — on high-volatility assets, combined with reasonable leverage and the correct timeframe, achieving class-leaping returns.

2. x5.0: The “Inversion” of Yield

• ETH 4h x5.0 (+167%):

• Attention! Although it outperformed HODLing (+53%), it far underperformed the lower leverage strategy (+552%).

• Warning: When you increase leverage to 5x, you are essentially working for the exchange (high funding fees) and giving money to the market (high volatility erosion). You assumed the risk of liquidation/zeroing out, but only received mediocre returns.

To make you give up your fantasies, we have listed the final outcomes under different configurations.

AssetTimeframeLeverageStatusFinal ReturnOutcome

Based on the HODL (+50%) passing line, here is our final strategic advice:

If you don’t want to hassle / No time / Weak mindset:

• Strategy: Pure HODL (Buy & Hold) or MACD 4h x1.0 (Spot).

• Expectation: ~50% — 100% Return.

• Cost: Must endure asset drawdowns, but this is 10,000 times better than losing money through chaotic trading.

If you want to beat the market (BTC):

• Strategy: MACD 4h (x1.5 — x2.0).

• Expectation: ~150% — 200% Return.

• Key: Must strictly stop loss, only trade the 4H macro cycle, never look at 15m.

If you seek Alpha / Excess Returns (ETH):

• Strategy: MACD 4h (x2.0 — x3.0).

• Expectation: ~400% — 550% Return.

• Key: This is the sweet spot. Utilize ETH’s high volatility + moderate leverage. Remember: Do not exceed 3x.

If you are a Gambler / Short-term Scalper:

• Strategy: MACD 15m/1h + x5.0 or higher.

• Expectation: -100% (Go to Zero).

• Warning: Data proves this cannot beat HODLing; you might as well donate the money.

“Since Spot HODLing for 5 years only yields about 50%, this actually proves the value of excellent quantitative strategies.”

However, this value is strictly limited to the 4-Hour level.

In cycles under 1 hour, all your efforts are counter-productive; you are better off just lying flat.

Only by standing on the 4H + 3x golden intersection can you truly mock those who “held onto death.”

(This data is based on historical backtesting and does not represent future returns. The market carries risk; use leverage with caution.)