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Does anything beat buy & hold on Constellation Brands (STZ)?

Every setup we tested on Constellation Brands (STZ) — 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 only beat buy-and-hold in one window — a regime artifact, not a strategy. Buy-and-hold benchmark: +14.4% CAGR over 34.3 years (+1.3% CAGR in the out-of-sample window).

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

STZ: we tested 748 setups and none beat simply holding Constellation Brands

For Constellation Brands (STZ), we ran 748 indicator configurations against a plain buy-and-hold benchmark, and none of them earned the right to replace it. Individual stocks carry idiosyncratic risk — earnings surprises, guidance changes, sector rotation — that indicators built on price history cannot see coming. The best-looking setup, Camarilla Pivots on the weekly timeframe, ranked at the top in-sample but delivered an out-of-sample Sharpe of 0.6, short of our hurdle of 1.13. Buy-and-hold returned +14.4% annualized over the test period; the top strategies mostly captured pieces of that same move while adding trading friction.

How to read this honestly: when you test 748 setups and keep the best one, something will always look impressive by chance alone. That is why we require the survivor to clear 1.13 out of sample. Camarilla Pivots managed 0.6, with out-of-sample alpha of +8.9% across 10.3 years and 361 trades, and only 10.0% of everything we tested beat the benchmark on unseen data — roughly what luck would produce. None of this predicts anything: the regime that generated these numbers can shift, and single stocks shift faster than most. Treat this page as a record of what failed under honest testing, not a forecast.

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 · Mean Reversion · Weekly

Camarilla Pivots

Mechanical rule (exactly as backtested): Camarilla S3/R3 levels — buy the stretch below S3, exit back at prior close. 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.

>+999%
Total return
0.67
Sharpe
-46.2%
Max DD
54.8%
Win rate
361
Trades
-0.5%
vs B&H

Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 0.6 · alpha +8.9% · 111 trades over 10.3 yrs.

#2 · Momentum · Daily

Squeeze Momentum

Mechanical rule (exactly as backtested): LazyBear's linear-regression momentum — long while the histogram is positive and rising. 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.

+65.9%
Total return
0.18
Sharpe
-48.0%
Max DD
47.0%
Win rate
496
Trades
-13.2%
vs B&H

Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 0.46 · alpha +3.6% · 136 trades over 10.3 yrs.

#3 · Pattern · Weekly

Bullish Engulfing

Mechanical rule (exactly as backtested): Classic bullish-engulfing reversal — enter long, hold a short horizon. 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.

+127.6%
Total return
0.22
Sharpe
-57.1%
Max DD
61.5%
Win rate
78
Trades
-11.9%
vs B&H

Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 0.45 · alpha +2.7% · 17 trades over 10.3 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 2026-06-29. Currently LONG.

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

We tested 748 setups (indicator × parameters × timeframe) on Constellation Brands (STZ). Only setups with ≥30 trades qualify (692 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 748 tries mines even the holdout, the VALIDATED verdict additionally requires the top setup’s OOS Sharpe to clear a selection hurdle of 1.13 (√(2 ln N)/√T) AND positive alpha in both windows. Of the eligible setups, 10.0% had positive out-of-sample alpha (median OOS Sharpe -0.08) — 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 692 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
1Camarilla PivotsWeekly>+999%0.67-46.2%54.8%361-0.5%0.6+8.9%111
2Squeeze MomentumDaily+65.9%0.18-48.0%47.0%496-13.2%0.46+3.6%136
3Bullish EngulfingWeekly+127.6%0.22-57.1%61.5%78-11.9%0.45+2.7%17
4TEMA 20/50 CrossDaily+461.1%0.34-49.7%47.2%199-9.5%0.41+4.3%57
5Hull MA 20/80 CrossDaily+239.0%0.27-62.6%48.0%204-11.0%0.41+4.3%55
6SMA 10/30 CrossDaily+931.9%0.42-51.3%49.1%163-7.6%0.39+4.0%44
7Even Better SinewaveDaily>+999%0.45-44.6%48.0%177-6.7%0.39+4.0%51
8Demand IndexWeekly>+999%0.44-56.1%65.3%75-6.5%0.37+4.7%31
9StochasticWeekly>+999%0.53-46.0%87.9%33-6.0%0.37+3.5%11
10Lorentzian ClassificationWeekly>+999%0.56-54.7%53.4%326-3.4%0.35+4.1%120
11Stochastic (10,3)Weekly+339.2%0.3-55.3%54.5%224-10.0%0.35+3.6%57
12Know Sure ThingDaily+447.5%0.34-49.6%51.4%249-9.6%0.35+3.1%76
13T3 8/21 CrossDaily+721.3%0.39-46.8%48.5%171-8.3%0.34+3.1%47
14Connors RSI-2Daily+223.1%0.28-47.5%65.2%374-11.2%0.33+2.6%122
15Elder-RayWeekly+18.1%0.11-49.0%54.1%135-13.9%0.33+1.1%49
16Connors RSI-2Weekly+419.0%0.37-44.7%69.0%71-9.5%0.31+2.6%23
17Coppock CurveDaily+359.3%0.31-60.1%46.9%207-10.1%0.31+2.5%61
18Ehlers Roofing FilterDaily+749.1%0.4-42.8%48.8%160-8.2%0.31+2.4%45
19Net VolumeDaily>+999%0.57-57.9%46.9%367-3.8%0.3+2.3%117
20Liquidity Flow OscillatorDaily>+999%0.57-57.9%46.9%367-3.8%0.3+2.3%117

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.

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