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Does anything beat buy & hold on Decentraland?

Every setup we tested on Decentraland — 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: +26.8% CAGR over 8.9 years (-44.6% CAGR in the out-of-sample window).

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

Decentraland: Nothing Beat Buy-and-Hold, and We Checked Everything

For Decentraland, we ran 639 indicator configurations through the same pipeline we apply to every asset, and none cleared the bar. This is a common outcome in crypto, where simply holding MANA produced a buy-and-hold CAGR of +26.8%% — alongside a maximum drawdown of -77.6%%, which is the price of admission. When the baseline compounds that hard, a timing rule has to be genuinely predictive, not just lucky during one bull run, to add anything. In a market that trades around the clock and moves violently, most rules here simply stepped out of moves that holding captured for free.

The best-looking candidate was Lorentzian Classification on the weekly timeframe, posting an out-of-sample Sharpe of 0.6 against a multiple-testing hurdle of 2.19. That hurdle exists because picking the top result from 639 attempts manufactures apparent skill by construction. Only 99.0%% of setups beat holding at all, and the leader's edge did not hold up across 2.7 years of unseen data. Read this as evidence, not prophecy: crypto market structure shifts quickly, past performance does not predict future results, and a verdict of nothing today is a finding about history, 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 · ML · Weekly

Lorentzian Classification

What it is: An oscillator rule: it reads a bounded momentum gauge and takes exposure when it turns from an extreme. Long/flat only — no leverage, no shorting. The parameters we tested are not published.

How it was tested: signals evaluated at weekly-bar close, the position changes on the NEXT bar, 0.08% cost per side. Same engine, same cost model, same out-of-sample split as every other number on this site.

+204.7%
Total return
0.38
Sharpe
-77.6%
Max DD
48.8%
Win rate
41
Trades
-13.5%
vs B&H

Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 0.6 · alpha +62.9% · 22 trades over 2.7 yrs.

#2 · Oscillator · Daily

Elder Ray (Bull/Bear Power)

What it is: A mean-reversion rule: it fades stretched moves and exits as price reverts toward its average. Long/flat only — no leverage, no shorting. The parameters we tested are not published.

How it was tested: signals evaluated at daily-bar close, the position changes on the NEXT bar, 0.08% cost per side. Same engine, same cost model, same out-of-sample split as every other number on this site.

>+999%
Total return
0.74
Sharpe
-77.4%
Max DD
41.5%
Win rate
205
Trades
+28.5%
vs B&H

Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 0.54 · alpha +49.5% · 49 trades over 3.9 yrs.

#3 · Trend · Daily

ZLEMA 30 Trend

What it is: A trend-following rule: it holds while a smoothed trend reference is pointing up and goes flat when it turns. Long/flat only — no leverage, no shorting. The parameters we tested are not published.

How it was tested: signals evaluated at daily-bar close, the position changes on the NEXT bar, 0.08% cost per side. Same engine, same cost model, same out-of-sample split as every other number on this site.

-27.9%
Total return
0.28
Sharpe
-94.1%
Max DD
41.7%
Win rate
266
Trades
-17.3%
vs B&H

Out-of-sample (last ~30% of the window, never used to pick this setup): Sharpe 0.51 · alpha +48.3% · 68 trades over 3.9 yrs.

Forward test

Since publication — including if it loses

+5.41%
the published setup, since 2026-07-02 (17 market days)
+10.65%
buy & hold, same window

Buy-and-hold is ahead so far — we publish that too. That is the point. Marked to market nightly from real prices, rules frozen at publication, as of 2026-10-26. Currently LONG.

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

We tested 639 setups (indicator × parameters × timeframe) on Decentraland. Only setups with ≥30 trades qualify (412 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 639 tries mines even the holdout, the VALIDATED verdict additionally requires the top setup’s OOS Sharpe to clear a selection hurdle of 2.19 (√(2 ln N)/√T) AND positive alpha in both windows. Of the eligible setups, 99.0% had positive out-of-sample alpha (median OOS Sharpe -0.05) — the table below is truncated, but this summary covers all of them. How we test: methodology. The scoring contract is published in full; the parameters of each individual setup are not.

Ranked table

Top 20 of 412 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
1Lorentzian ClassificationWeekly+204.7%0.38-77.6%48.8%41-13.5%0.6+62.9%22
2Elder Ray (Bull/Bear Power)Daily>+999%0.74-77.4%41.5%205+28.5%0.54+49.5%49
3ZLEMA 30 TrendDaily-27.9%0.28-94.1%41.7%266-17.3%0.51+48.3%68
4Ulcer IndexDaily+3.6%0.26-80.9%32.3%93-14.5%0.44+44.7%31
5LSMA 100 TrendDaily>+999%0.62-83.9%39.6%101+12.5%0.42+43.8%37
6Bollinger 30 (x2.0) BreakDaily>+999%0.58-68.2%48.3%89+10.1%0.42+42.7%26
7Bollinger BreakoutDaily>+999%0.69-64.2%36.8%57+23.5%0.41+43.3%15
8KDJWeekly+87.2%0.43-76.9%37.8%37-19.5%0.4+52.4%12
9Acceleration BandsDaily>+999%0.57-74.1%43.6%110+11.5%0.4+42.6%34
10Williams AlligatorDaily>+999%0.69-80.3%46.0%126+22.5%0.39+42.0%31
11QQE MODDaily+630.4%0.5-78.3%43.0%135+1.9%0.36+40.7%34
12Connors RSIDaily+205.8%0.44-72.7%64.5%155-5.7%0.33+38.8%54
13Ehlers SuperSmootherWeekly>+999%0.76-81.1%48.1%54+46.0%0.32+46.6%16
14Keltner 20 BreakDaily>+999%0.56-69.1%47.8%69+11.4%0.32+39.4%21
15Keltner 50 (x2.0)Daily+835.4%0.52-85.3%39.3%61+4.1%0.31+39.3%16
16Ichimoku CloudDaily>+999%0.73-76.0%41.2%51+23.4%0.31+38.2%20
17Ichimoku TK CrossDaily>+999%0.63-83.6%38.6%83+14.3%0.31+37.9%22
18Smoothed Heikin-AshiDaily>+999%0.71-87.8%31.6%196+23.9%0.31+37.8%56
19Heikin-Ashi TrendDaily+459.6%0.51-91.8%41.8%572-0.5%0.31+37.1%163
20B-XtrenderWeekly+459.1%0.55-72.3%50.0%36-5.6%0.28+45.2%11

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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