Does anything beat buy & hold on NIO?
Every setup we tested on NIO — 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 0.92 did not clear the 2.37 selection hurdle (best-of-N luck cannot be ruled out). Buy-and-hold benchmark: -4.2% CAGR over 7.8 years (-8.7% CAGR in the out-of-sample window).
Educational research from historical backtests — not investment advice. Past performance does not predict future results.
NIO: The Best Setup Beat Buy-and-Hold — and Still Might Be Luck
NIO lands in the awkward middle of our results. Of 630 indicator setups tested on NIO, the strongest — Bollinger Mean-Reversion on the daily timeframe — beat buy-and-hold in both the training and out-of-sample windows, adding +31.2% annual alpha against a buy-and-hold baseline of -4.2%. 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 0.92 came from 31 trades over 2.3 years, with a 64.5% win rate and a -70.7% maximum drawdown — a genuinely profitable record. But when you pick the best of 630 attempts, the winner is expected to look good by chance alone. Our selection hurdle for this asset is 2.37, and this setup did not clear it, so we cannot distinguish it from the luckiest of hundreds of tries. Only 53.6% 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.
Bollinger Mean-Reversion
Mechanical rule (exactly as backtested): Buy the lower band, sell the middle — fade stretches below the 20/2 band. 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 0.92 · alpha +31.2% · 10 trades over 2.3 yrs.
Fibonacci Bands
Mechanical rule (exactly as backtested): Fibonacci-scaled volatility bands — buy below the lower band, exit at the basis. 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 0.92 · alpha +31.2% · 10 trades over 2.3 yrs.
Delta Volume (CVD proxy)
Mechanical rule (exactly as backtested): Long while the cumulative volume-delta proxy is above its 20-period average — net buying pressure building. OHLCV proxy, not true order-flow. 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 0.89 · alpha +41.3% · 26 trades over 2.3 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 630 setups (indicator × parameters × timeframe) on NIO. Only setups with ≥30 trades qualify (345 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 630 tries mines even the holdout, the VALIDATED verdict additionally requires the top setup’s OOS Sharpe to clear a selection hurdle of 2.37 (√(2 ln N)/√T) AND positive alpha in both windows. Of the eligible setups, 53.6% had positive out-of-sample alpha (median OOS Sharpe 0.06) — 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 345 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 | Bollinger Mean-Reversion | Daily | +26.8% | 0.27 | -70.7% | 64.5% | 31 | +7.3% | 0.92 | +31.2% | 10 |
| 2 | Fibonacci Bands | Daily | +26.8% | 0.27 | -70.7% | 64.5% | 31 | +7.3% | 0.92 | +31.2% | 10 |
| 3 | Delta Volume (CVD proxy) | Daily | +4.7% | 0.28 | -93.8% | 38.5% | 122 | +4.8% | 0.89 | +41.3% | 26 |
| 4 | Balance of Power | Daily | +34.6% | 0.32 | -90.1% | 44.9% | 127 | +8.1% | 0.83 | +38.7% | 29 |
| 5 | Chaikin Oscillator | Daily | +38.1% | 0.35 | -94.6% | 40.7% | 108 | +8.4% | 0.83 | +38.4% | 24 |
| 6 | A/D Oscillator | Daily | +38.1% | 0.35 | -94.6% | 40.7% | 108 | +8.4% | 0.83 | +38.4% | 24 |
| 7 | Volume Oscillator | Daily | +44.3% | 0.32 | -70.1% | 42.4% | 66 | +9.0% | 0.81 | +36.2% | 19 |
| 8 | Ultimate Osc (4,8,16) | Weekly | +222.9% | 0.53 | -71.7% | 48.6% | 37 | +25.2% | 0.8 | +34.3% | 10 |
| 9 | Bollinger 30 (x2.0) Break | Daily | +94.8% | 0.45 | -45.0% | 49.0% | 51 | +13.2% | 0.8 | +24.9% | 12 |
| 10 | Williams %R | Daily | -22.0% | 0.19 | -72.6% | 59.2% | 49 | +1.1% | 0.78 | +34.4% | 18 |
| 11 | Delta Volume Rising (CVD proxy) | Weekly | +235.8% | 0.53 | -83.5% | 51.2% | 41 | +25.7% | 0.71 | +30.6% | 10 |
| 12 | DEMA 10/30 Cross | Daily | +734.1% | 0.74 | -69.0% | 40.4% | 47 | +35.6% | 0.68 | +33.1% | 15 |
| 13 | Twiggs Money Flow | Daily | +297.5% | 0.57 | -89.7% | 42.1% | 121 | +23.7% | 0.63 | +28.1% | 27 |
| 14 | Williams %R (21) | Daily | +458.4% | 0.67 | -77.7% | 34.4% | 90 | +29.0% | 0.61 | +28.2% | 24 |
| 15 | Zero-Lag MACD | Daily | +144.9% | 0.48 | -87.8% | 42.8% | 166 | +16.4% | 0.6 | +28.2% | 48 |
| 16 | Ulcer Index | Daily | +872.4% | 0.82 | -71.3% | 39.2% | 51 | +38.3% | 0.6 | +26.7% | 17 |
| 17 | VWAP Trend | Daily | +217.1% | 0.54 | -83.4% | 34.0% | 106 | +20.2% | 0.59 | +27.5% | 31 |
| 18 | TRIX | Daily | +254.5% | 0.56 | -71.3% | 42.2% | 45 | +21.9% | 0.58 | +26.7% | 13 |
| 19 | Know Sure Thing | Daily | +203.7% | 0.53 | -69.4% | 39.6% | 48 | +19.6% | 0.56 | +25.6% | 15 |
| 20 | Chop Zone (EMA-34 angle) | Daily | +498.2% | 0.77 | -41.1% | 50.0% | 36 | +30.1% | 0.56 | +23.1% | 10 |
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.