Does anything beat buy & hold on Nasdaq 100 (QQQ)?
Every setup we tested on Nasdaq 100 (QQQ) — ranked out-of-sample, corrected for multiple testing, and forward-tracked in public from the day this page published. The honest answer is the headline.
No setup beat simply holding once tested honestly. We say so plainly.
Its best setup trailed buy-and-hold out-of-sample. Buy-and-hold benchmark: +18.4% CAGR over 3.9 years (+20.2% CAGR in the out-of-sample window).
Educational research from historical backtests — not investment advice. Past performance does not predict future results.
Nasdaq 100: Nothing Beat Buy-and-Hold, and That Is the Honest Answer
Broad, diversified instruments like Nasdaq 100 are where indicator strategies go to disappoint. We ran 1,496 setups against QQQ, and none cleared the bar once scored honestly — on data the strategy never saw. The best of the batch, Choppiness Index on the 4-hour timeframe, posted an out-of-sample Sharpe of 2.45, short of the 3.49 hurdle we require before calling anything real. For an index fund this is the expected result: whatever inefficiency exists in single names tends to average away in the basket, leaving buy-and-hold's +18.4% annualized return as the number nothing here managed to beat.
Read these figures with the selection problem in mind. Test 1,496 indicators, keep the best, and the winner looks impressive by construction — which is exactly why the hurdle exists instead of applause for a lucky draw. Here, only 0.2% of setups outperformed buy-and-hold even in-sample, and the top candidate produced -5.8% annual alpha over 1.2 unseen years, across 50 trades with a 54.0% win rate and a -5.2% drawdown. That pattern reads as noise, not signal. Markets also change, so even a genuine past edge can fade. This page documents what failed — useful to know before assuming something works.
Every figure above is computed from our own backtests — nothing is estimated or invented. Hypothetical results; not investment advice.
The least-bad setups — shown with their failure numbers
Nothing here earned a verdict — these are the best of a losing field, published so you can see exactly how "best" still failed.
Choppiness Index
Mechanical rule (exactly as backtested): Trade trend only when the market isn't choppy — long when CI < 38 and price > EMA. Signals are evaluated at 4-hour-bar close, the position changes on the NEXT bar, 0.08% cost per side, long/flat only — no leverage, no shorting.
Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 2.45 · alpha -5.8% · 17 trades over 1.2 yrs.
Zero-Lag LSMA
Mechanical rule (exactly as backtested): Lag-corrected Least Squares MA — long while price holds above the ZLSMA. Signals are evaluated at 4-hour-bar close, the position changes on the NEXT bar, 0.08% cost per side, long/flat only — no leverage, no shorting.
Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 2.29 · alpha +4.6% · 27 trades over 1.2 yrs.
Ultimate Osc (4,8,16)
Mechanical rule (exactly as backtested): Variant — faster Ultimate Oscillator; long while above 50. Signals are evaluated at 4-hour-bar close, the position changes on the NEXT bar, 0.08% cost per side, long/flat only — no leverage, no shorting.
Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 2.0 · alpha +3.3% · 36 trades over 1.2 yrs.
Since publication — including if it loses
The forward record is just getting started — the gap between the two is the honest score. Marked to market nightly from real prices, rules frozen at publication, as of 2026-07-02. Currently FLAT.
We tested 1,496 setups (indicator × parameters × timeframe) on Nasdaq 100 (QQQ). Only setups with ≥30 trades qualify (1,321 did). Setups are ranked by out-of-sample Sharpe — the last ~30% of history, which standard-parameter rules never saw during selection. Because picking the best of 1,496 tries mines even the holdout, the VALIDATED verdict additionally requires the top setup’s OOS Sharpe to clear a selection hurdle of 3.49 (√(2 ln N)/√T) AND positive alpha in both windows. Of the eligible setups, 0.2% had positive out-of-sample alpha (median OOS Sharpe 0.67) — the table below is truncated, but this summary covers all of them. Full recipe: methodology · the engine’s contract lives in the repo as STRATEGY_METHODOLOGY.md.
Top 20 of 1,321 eligible setups
Ranked by out-of-sample Sharpe. Full + out-of-sample columns, costs included. Hypothetical.
| # | Setup | TF | Total ret | Sharpe | Max DD | Win | Trades | α vs B&H | OOS Sharpe | OOS α | OOS trades |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Choppiness Index | 4-Hour | +16.4% | 0.81 | -5.2% | 54.0% | 50 | -14.4% | 2.45 | -5.8% | 17 |
| 2 | Zero-Lag LSMA | 4-Hour | +46.7% | 0.85 | -10.6% | 48.5% | 97 | -8.0% | 2.29 | +4.6% | 27 |
| 3 | Ultimate Osc (4,8,16) | 4-Hour | +26.0% | 0.56 | -26.4% | 43.2% | 139 | -12.3% | 2.0 | +3.3% | 36 |
| 4 | Awesome Oscillator | 1-Hour | +28.7% | 0.77 | -19.8% | 36.5% | 104 | -16.4% | 1.88 | -6.3% | 31 |
| 5 | Keltner 20 Break | 4-Hour | +16.2% | 0.9 | -5.0% | 43.4% | 53 | -14.5% | 1.87 | -9.2% | 14 |
| 6 | EMA Cascade Rider | 1-Hour | +24.1% | 0.76 | -14.6% | 38.6% | 83 | -17.8% | 1.85 | -8.9% | 24 |
| 7 | Gann HiLo Activator | 4-Hour | +26.4% | 0.59 | -23.5% | 43.4% | 122 | -12.2% | 1.76 | -1.9% | 33 |
| 8 | MA Ribbon | 1-Hour | +21.7% | 0.75 | -13.4% | 37.2% | 94 | -18.5% | 1.73 | -11.5% | 25 |
| 9 | Acceleration Bands | 4-Hour | +23.7% | 0.8 | -12.0% | 43.6% | 78 | -12.8% | 1.69 | -6.8% | 20 |
| 10 | Ehlers Roofing Filter | 1-Hour | +36.5% | 0.92 | -14.1% | 46.8% | 94 | -14.1% | 1.68 | -11.0% | 26 |
| 11 | TRIX (9) | 1-Hour | +26.1% | 0.71 | -17.7% | 37.5% | 96 | -17.2% | 1.65 | -9.6% | 29 |
| 12 | Order-Flow Reversion | 4-Hour | +23.2% | 0.56 | -18.7% | 76.7% | 30 | -12.9% | 1.6 | -8.2% | 12 |
| 13 | FRAMA 30 Trend | Weekly | +583.8% | 0.59 | -46.6% | 52.6% | 152 | -3.6% | 1.59 | 0.0% | 39 |
| 14 | Bollinger Mean-Reversion | 4-Hour | +22.9% | 0.55 | -19.0% | 74.2% | 31 | -12.9% | 1.58 | -8.3% | 12 |
| 15 | Fibonacci Bands | 4-Hour | +22.9% | 0.55 | -19.0% | 74.2% | 31 | -12.9% | 1.58 | -8.3% | 12 |
| 16 | WMA 10/40 Cross | 1-Hour | +27.0% | 0.73 | -19.2% | 36.1% | 97 | -16.9% | 1.58 | -10.7% | 31 |
| 17 | Donchian 10 Break | 1-Hour | +40.7% | 0.98 | -13.6% | 39.2% | 97 | -13.0% | 1.57 | -9.7% | 27 |
| 18 | Donchian Breakout | 1-Hour | +29.1% | 0.84 | -14.3% | 37.8% | 82 | -16.3% | 1.57 | -12.1% | 24 |
| 19 | Bandpass Oscillator | 4-Hour | +50.3% | 1.09 | -15.4% | 50.0% | 78 | -7.3% | 1.53 | -4.1% | 23 |
| 20 | LSMA 10/30 Cross | 4-Hour | +41.4% | 0.94 | -13.1% | 54.4% | 68 | -9.0% | 1.53 | -5.9% | 22 |
Hypothetical backtests with 0.08%/side costs. Not investment advice — see the full disclaimer.
These are historical backtests of mechanical rules. They are educational research, not investment advice, not a recommendation, and not tailored to you. Educational information only — not investment advice. Hypothetical backtested results; past performance does not guarantee future results. Trading involves risk of loss.