Does anything beat buy & hold on Delta Air Lines (DAL)?
Every setup we tested on Delta Air Lines (DAL) — 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.
Beat buy-and-hold in both windows — but can't be told apart from selection luck.
Beat buy-and-hold in both the full window and out-of-sample but its OOS Sharpe 1.18 did not clear the 1.52 selection hurdle (best-of-N luck cannot be ruled out). Buy-and-hold benchmark: +8.2% CAGR over 19.1 years (+18.0% CAGR in the out-of-sample window).
Educational research from historical backtests — not investment advice. Past performance does not predict future results.
DAL: The Best Setup Beat Buy-and-Hold — and Still Might Be Luck
Delta Air Lines lands in the awkward middle of our results. Of 746 indicator setups tested on DAL, the strongest — Price Momentum Oscillator on the daily timeframe — beat buy-and-hold in both the training and out-of-sample windows, adding +11.5% annual alpha against a buy-and-hold baseline of +8.2%. For an individual stock, that matters less than it sounds. Single names run on earnings surprises, management turnover, and idiosyncratic shocks that no historical pattern is obliged to survive. A setup that worked here worked on one company's history, once — and the companies whose histories ended badly aren't in anyone's backtest.
The honest read: the out-of-sample Sharpe of 1.18 came from 131 trades over 5.7 years, with a 50.4% win rate and a -73.9% maximum drawdown — a genuinely profitable record. But when you pick the best of 746 attempts, the winner is expected to look good by chance alone. Our selection hurdle for this asset is 1.52, and this setup did not clear it, so we cannot distinguish it from the luckiest of hundreds of tries. Only 7.5% of setups beat buy-and-hold at all. Regimes shift, and past performance predicts nothing about what comes next.
Every figure above is computed from our own backtests — nothing is estimated or invented. Hypothetical results; not investment advice.
Top setups as mechanical rules
Exactly as the backtest defined them — no discretionary steps, no hidden filters.
Price Momentum Oscillator
Mechanical rule (exactly as backtested): DecisionPoint PMO - a double-smoothed rate-of-change; long while PMO is above its signal line. Signals are evaluated at daily-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 1.18 · alpha +11.5% · 37 trades over 5.7 yrs.
Hull MA 20/80 Cross
Mechanical rule (exactly as backtested): VARIANT — Hull MA 20/80 cross; long while fast leads slow. Signals are evaluated at daily-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 1.18 · alpha +11.3% · 28 trades over 5.7 yrs.
Detrended Price Osc.
Mechanical rule (exactly as backtested): Long while the Detrended Price Oscillator (20) is positive. Signals are evaluated at weekly-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 1.14 · alpha +10.4% · 29 trades over 5.8 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 LONG.
We tested 746 setups (indicator × parameters × timeframe) on Delta Air Lines (DAL). Only setups with ≥30 trades qualify (627 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 746 tries mines even the holdout, the VALIDATED verdict additionally requires the top setup’s OOS Sharpe to clear a selection hurdle of 1.52 (√(2 ln N)/√T) AND positive alpha in both windows. Of the eligible setups, 7.5% had positive out-of-sample alpha (median OOS Sharpe 0.38) — 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 627 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 | Price Momentum Oscillator | Daily | +488.5% | 0.44 | -73.9% | 50.4% | 131 | +1.6% | 1.18 | +11.5% | 37 |
| 2 | Hull MA 20/80 Cross | Daily | +450.6% | 0.43 | -63.9% | 45.3% | 106 | +1.2% | 1.18 | +11.3% | 28 |
| 3 | Detrended Price Osc. | Weekly | +573.6% | 0.45 | -65.5% | 59.4% | 106 | +2.4% | 1.14 | +10.4% | 29 |
| 4 | VuManChu Cipher B | Weekly | +365.5% | 0.47 | -45.9% | 55.6% | 54 | +0.3% | 1.14 | +6.7% | 16 |
| 5 | TEMA 20/50 Cross | Daily | +934.0% | 0.53 | -55.7% | 52.0% | 100 | +4.9% | 1.07 | +8.0% | 31 |
| 6 | Fisher Center-of-Gravity | Weekly | +614.0% | 0.53 | -50.6% | 56.3% | 87 | +2.8% | 1.07 | +1.3% | 23 |
| 7 | Stochastic (20,5) | Weekly | +260.7% | 0.37 | -79.3% | 47.7% | 65 | -1.1% | 1.02 | +8.1% | 19 |
| 8 | Parabolic SAR | Daily | +224.7% | 0.35 | -78.7% | 46.9% | 209 | -1.8% | 1.01 | +8.7% | 61 |
| 9 | Zero-Lag MACD | Weekly | >+999% | 0.56 | -44.1% | 55.1% | 78 | +6.2% | 1.0 | +5.3% | 20 |
| 10 | Zero-Lag MACD | Weekly | >+999% | 0.56 | -44.1% | 55.1% | 78 | +6.2% | 1.0 | +5.3% | 20 |
| 11 | Parabolic SAR (fast) | Daily | +399.8% | 0.42 | -80.5% | 43.9% | 335 | +0.6% | 0.99 | +9.1% | 102 |
| 12 | DEMA 10/30 Cross | Daily | +435.6% | 0.43 | -67.9% | 47.4% | 137 | +1.0% | 0.99 | +6.3% | 38 |
| 13 | Ehlers Roofing Filter | Daily | +273.8% | 0.37 | -65.4% | 46.4% | 84 | -1.0% | 0.99 | +5.9% | 24 |
| 14 | TRIX | Daily | +265.6% | 0.37 | -71.0% | 47.5% | 122 | -1.1% | 0.99 | +5.4% | 35 |
| 15 | Delta Volume Rising (CVD proxy) | Weekly | +263.9% | 0.37 | -80.2% | 38.7% | 106 | -1.1% | 0.96 | +7.7% | 33 |
| 16 | Hammer | Daily | +153.2% | 0.38 | -34.6% | 53.8% | 78 | -3.2% | 0.96 | -6.7% | 27 |
| 17 | Stochastic Slow (21,5) | Weekly | +199.3% | 0.34 | -79.3% | 46.2% | 65 | -2.2% | 0.94 | +5.3% | 19 |
| 18 | Fisher Transform | Weekly | +548.6% | 0.47 | -39.6% | 51.6% | 93 | +2.2% | 0.93 | +3.7% | 27 |
| 19 | Center of Gravity | Weekly | +382.4% | 0.41 | -65.8% | 48.1% | 108 | +0.5% | 0.9 | +2.7% | 33 |
| 20 | Ehlers Cyber Cycle | Weekly | +583.9% | 0.46 | -65.7% | 48.5% | 99 | +2.5% | 0.89 | +3.8% | 28 |
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.