Home / Strategies / Crude Oil (USO)
ETF · strategy report

Does anything beat buy & hold on Crude Oil (USO)?

Every setup we tested on Crude Oil (USO) — 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.

NOTHING BEAT BUY-AND-HOLD

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: -6.8% CAGR over 20.1 years (+34.3% CAGR in the out-of-sample window).

Educational research from historical backtests — not investment advice. Past performance does not predict future results.

Crude Oil: Nothing Beat Buy-and-Hold, and That Is the Honest Answer

Broad, diversified instruments like Crude Oil are where indicator strategies go to disappoint. We ran 746 setups against USO, and none cleared the bar once scored honestly — on data the strategy never saw. The best of the batch, Connors RSI on the daily timeframe, posted an out-of-sample Sharpe of 1.38, short of the 1.48 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 -6.8% annualized return as the number nothing here managed to beat.

Read these figures with the selection problem in mind. Test 746 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 0.0% of setups outperformed buy-and-hold even in-sample, and the top candidate produced -9.2% annual alpha over 6.0 unseen years, across 216 trades with a 55.6% win rate and a -97.8% 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.

Failure exhibit

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.

#1 · Oscillator · Daily

Connors RSI

Mechanical rule (exactly as backtested): Connors' composite RSI (price + streak) — buy below 20, exit above 70. 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.

-87.4%
Total return
-0.3
Sharpe
-97.8%
Max DD
55.6%
Win rate
216
Trades
-3.0%
vs B&H

Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 1.38 · alpha -9.2% · 72 trades over 6.0 yrs.

#2 · Mean Reversion · Daily

VWAP Bands

Mechanical rule (exactly as backtested): Rolling VWAP ± standard-deviation bands — buy below the lower band, exit at VWAP. 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.

-77.7%
Total return
-0.23
Sharpe
-95.0%
Max DD
68.1%
Win rate
69
Trades
-0.4%
vs B&H

Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 1.32 · alpha -16.2% · 23 trades over 6.0 yrs.

#3 · Mean Reversion · Daily

Murrey Math Lines

Mechanical rule (exactly as backtested): Murrey Math octave lines — buy the lower octave, exit at the midline. 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.

-88.6%
Total return
-0.25
Sharpe
-97.9%
Max DD
70.9%
Win rate
55
Trades
-3.5%
vs B&H

Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 1.31 · alpha -7.8% · 25 trades over 6.0 yrs.

Forward test

Since publication — including if it loses

0.0%
the published setup, since 2026-07-02 (0 market days)
0.0%
buy & hold, same window

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.

How this verdict was computed (mode: out-of-sample)

We tested 746 setups (indicator × parameters × timeframe) on Crude Oil (USO). Only setups with ≥30 trades qualify (616 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 1.48 (√(2 ln N)/√T) AND positive alpha in both windows. Of the eligible setups, 0.0% had positive out-of-sample alpha (median OOS Sharpe 0.5) — 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.

Ranked table

Top 20 of 616 eligible setups

Ranked by out-of-sample Sharpe. Full + out-of-sample columns, costs included. Hypothetical.

#SetupTFTotal retSharpeMax DDWinTradesα vs B&HOOS SharpeOOS αOOS trades
1Connors RSIDaily-87.4%-0.3-97.8%55.6%216-3.0%1.38-9.2%72
2VWAP BandsDaily-77.7%-0.23-95.0%68.1%69-0.4%1.32-16.2%23
3Murrey Math LinesDaily-88.6%-0.25-97.9%70.9%55-3.5%1.31-7.8%25
4MA EnvelopeDaily-81.6%-0.18-96.7%67.6%148-1.3%1.24-8.5%56
5Keltner Mean-ReversionDaily-79.7%-0.22-94.7%67.2%67-0.8%1.24-15.3%25
6Holy Grail ConfluenceDaily-67.1%-0.09-93.3%64.7%34+1.4%1.22-10.3%13
7T3 10/40 CrossDaily+414.5%0.46-57.5%42.1%57+15.2%1.12-3.6%17
8Detrended Price Osc.Daily-67.7%-0.06-95.0%50.2%603+1.3%1.06-7.5%182
9Pivot Points (Standard)Weekly-85.1%-0.24-95.9%57.0%135-2.2%1.06-10.4%45
10Projection BandsWeekly-89.0%-0.26-97.2%54.3%35-3.5%1.06-12.0%15
11Ehlers Roofing FilterDaily+36.3%0.19-78.4%50.6%83+8.3%1.03-7.5%25
12Projection BandsDaily-88.9%-0.29-97.4%65.0%177-3.6%1.01-14.7%55
13Fibonacci PivotsWeekly-82.5%-0.2-94.8%55.7%149-1.5%0.98-11.5%46
14QQEDaily-73.5%-0.0-97.8%41.7%295+0.4%0.96-3.2%88
15Accelerator OscillatorWeekly+208.1%0.35-56.3%44.8%58+12.5%0.96-3.2%18
16T3 8/21 CrossDaily+55.6%0.21-75.4%42.2%90+9.0%0.95-9.1%28
17Zero-Lag LSMAWeekly+263.2%0.38-81.2%46.8%62+13.4%0.94-5.8%20
18TRIMA 30 TrendDaily+143.6%0.32-59.7%39.9%153+11.3%0.94-11.8%43
19Fisher Center-of-GravityDaily-33.1%0.02-82.9%49.4%532+4.8%0.94-15.4%160
20Net VolumeDaily+173.9%0.34-70.6%49.3%219+11.9%0.93-10.6%67

Hypothetical backtests with 0.08%/side costs. Not investment advice — see the full disclaimer.

Read this before acting on anything

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.

Keep digging