“I’ll just combine a few signals”
The intuition feels ironclad: if one indicator is noisy, require three to agree and the noise cancels. We tested this exhaustively — consensus voting, indicator-plus-filter, two-indicator combos, across timeframes and 391 coins.
What we found
- 5-signal consensus: 55% win rate — and still a loss after stripping market beta.
- Bollinger + Ichimoku, 6 variants: 0 of 6 positive. Adding the Ichimoku trend filter performed identically to ignoring it.
- 4 indicators × 3 filters × 3 timeframes (36 cells): 0 of 36 positive. The “+α” confirmation filters did not improve the base at all.
The reason: correlated signals stack into beta
Here is the math that the intuition misses. RSI, MACD, moving averages, Ichimoku — they are all derived from price. They are highly correlated with each other. When you combine correlated signals, you do not cancel noise; you amplify the common component, which is exposure to the market itself (beta).
Diversification only reduces risk when the things you combine are uncorrelated. Stacking five price-derived indicators is like asking five people who read the same newspaper for independent opinions. You get one opinion, louder — not five independent ones.
We measured this directly: a basket of directional strategies had an “effective rank” far below its count, and every component, after a beta-strip, was the same disguised market exposure.
When combining actually helps
Combination creates value only across uncorrelated return streams. The one pairing that worked in our tests was volatility-selling (VRP) with a trend overlay — correlation near −0.2, genuinely different sources of return. That is diversification. Stacking five momentum-flavored indicators is not.
Test your own stacked strategy on the simulator and check the beta-stripped result, not the raw curve. More indicators that all watch price is more beta, not more edge.
So what does work?
If indicators, patterns, and copy-trades all fail an honest test, the obvious question is: then what? Our answer isn’t a sharper prediction — it’s risk management. After testing 34 strategies, the only thing that survived wasn’t forecasting the next move; it was controlling how you hold — sidestepping the worst drawdowns and surviving the cycle. That’s crisis defense, not a crystal ball, and we never call it more than it is.
- The honest answer: a risk-managed portfolio — survive the bear, compound through the cycle, half the drawdown of buy-and-hold.
- The proof, in the open: our trust page — every result, the failures included.
- Check it yourself: the simulator — your strategy, real fees, real coins.
Don’t believe us. Verify.