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Does anything beat buy & hold on Bio-Techne (TECH)?

Every setup we tested on Bio-Techne (TECH) — 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: +18.5% CAGR over 37.5 years (+7.6% CAGR in the out-of-sample window).

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

TECH: we tested 751 setups and none beat simply holding Bio-Techne

For Bio-Techne (TECH), we ran 751 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 0.57, short of our hurdle of 1.09. Buy-and-hold returned +18.5% 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 751 setups and keep the best one, something will always look impressive by chance alone. That is why we require the survivor to clear 1.09 out of sample. Camarilla Pivots managed 0.57, with out-of-sample alpha of +3.0% across 11.2 years and 375 trades, and only 2.5% 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
0.54
Sharpe
-41.5%
Max DD
52.5%
Win rate
375
Trades
-7.8%
vs B&H

Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 0.57 · alpha +3.0% · 122 trades over 11.2 yrs.

#2 · Volume · Daily

Order-Flow Reversion

Mechanical rule (exactly as backtested): Net-liquidity reversion — fades a 2-sigma price stretch only when signed-volume order-flow shows sellers are exhausted (imbalance z-score), exits on the mean. Needs real volume, so it abstains on feeds that don't report it. 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.

>+999%
Total return
0.48
Sharpe
-42.9%
Max DD
69.6%
Win rate
125
Trades
-11.1%
vs B&H

Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 0.57 · alpha +1.6% · 44 trades over 11.2 yrs.

#3 · Trend · Weekly

KAMA 100 Trend

Mechanical rule (exactly as backtested): VARIANT — price above a rising KAMA(100). 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
0.58
Sharpe
-63.8%
Max DD
43.6%
Win rate
55
Trades
-5.7%
vs B&H

Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 0.56 · alpha +2.0% · 11 trades over 11.2 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 FLAT.

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

We tested 751 setups (indicator × parameters × timeframe) on Bio-Techne (TECH). 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 751 tries mines even the holdout, the VALIDATED verdict additionally requires the top setup’s OOS Sharpe to clear a selection hurdle of 1.09 (√(2 ln N)/√T) AND positive alpha in both windows. Of the eligible setups, 2.5% had positive out-of-sample alpha (median OOS Sharpe 0.09) — 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%0.54-41.5%52.5%375-7.8%0.57+3.0%122
2Order-Flow ReversionDaily>+999%0.48-42.9%69.6%125-11.1%0.57+1.6%44
3KAMA 100 TrendWeekly>+999%0.58-63.8%43.6%55-5.7%0.56+2.0%11
4Holy Grail ConfluenceDaily+617.9%0.35-35.7%67.9%53-13.1%0.55+2.1%19
5MA EnvelopeWeekly>+999%0.5-48.8%72.8%81-9.1%0.51+2.1%26
6MA EnvelopeDaily>+999%0.56-49.6%62.5%275-6.9%0.5+1.5%79
7Ultimate OscillatorDaily>+999%0.52-44.3%73.0%37-7.8%0.49+2.0%10
8Stochastic RSIWeekly+783.5%0.37-60.5%56.6%53-12.5%0.49+0.6%17
9HammerWeekly+449.6%0.4-44.5%62.5%48-13.8%0.49-2.3%13
10HalfTrendWeekly>+999%0.55-77.2%55.0%40-5.8%0.47+1.2%12
11Half TrendWeekly>+999%0.54-77.2%55.0%40-6.0%0.47+1.2%12
12Volume Flow IndicatorDaily>+999%0.53-70.2%44.6%83-5.9%0.45+0.9%20
13DEMA 200 TrendWeekly+858.0%0.38-52.9%41.5%41-12.2%0.45-0.3%12
14Chop Zone (EMA-34 angle)Weekly>+999%0.54-37.7%55.3%47-9.2%0.45-2.3%14
15Markov Regime (Confirmed)Weekly>+999%0.52-72.8%46.3%190-6.5%0.44+1.5%73
16VIDYA 30 TrendWeekly>+999%0.55-81.9%45.9%61-5.3%0.44+0.2%10
17Morning StarWeekly+863.1%0.45-44.0%62.0%71-12.2%0.44-1.9%23
18QQEWeekly>+999%0.57-76.9%41.8%110-3.3%0.43+1.4%35
19ROC (60)Daily+975.5%0.36-84.4%43.4%290-12.0%0.430.0%70
20VuManChu Cipher BWeekly+752.4%0.38-66.8%49.6%137-12.6%0.43-1.0%35

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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