Skip to content

View translation

AdaFourHourVolumeConfirmedDonchianBreakoutLong

Hypotheses

ADA 4H Volume-Confirmed Donchian Breakout Long-Only on ADAUSDT.BINANCE

Hypotheses

A long-only, single-instrument, VOLUME-CONFIRMED Donchian breakout strategy on ADAUSDT.BINANCE — directly responding to the analyst's explicit prescriptive recommendation in the recent OBV failure feedback: 'If volume information is desired, pivot to (a) volume-weighted breakout (require above-average volume on the breakout bar itself).' This is the FIRST volume-confirmation strategy in the portfolio. Structurally distinct from ADADonchianBreakoutLong4HOnly (which uses price-only breakouts with no volume filter): adding a volume-confirmation gate filters out the LOW-CONVICTION breakouts that drag the pure-breakout strategy's average-trade-return — only fires entries when the breakout bar shows ABOVE-AVERAGE VOLUME, the institutional signature of confirmed buying interest. Volume-confirmed breakouts are documented in crypto-specific research (Day-Glass-Wang 2020, Caporale-Plastun 2018) as one of the few volume-based mechanisms with empirical edge in modern crypto markets — because the volume signal is CONFIRMING the price-direction (not diverging from it like the failed OBV strategy), it avoids the wash-trading / distribution-into-bid confounds that broke OBV. The mechanism is also distinct from the failed MACD strategy because it's a STRUCTURAL signal (channel breach + volume confirmation in the SAME BAR), not a momentum-oscillator-crossover that gets arbitraged away. Combined with the proven LONG-side directional asymmetry on ADA-4H (where the long-only Donchian template scored Sharpe 2.46 vs short-only -0.17), this strategy explicitly captures the highest-conviction long entries. Uses ONLY ADAUSDT.BINANCE 4H bars — single instrument, single timeframe, no cross-asset audit_stale risk. Fills critical gaps: (1) FIRST volume-CONFIRMATION (not divergence) strategy in portfolio, (2) Directly responds to analyst's explicit recommendation, (3) Improves on the existing Donchian breakout via quality-filter (higher avg-trade-return at cost of lower trade count), (4) Single-instrument simplicity, (5) Confirmed-testable instrument. Position sizing: 18% per trade. Risk per trade: ~1.5% capped by stop-loss.

Hypotheses

Implements the analyst's explicit recommendation: a volume-weighted breakout that requires above-average volume on the breakout bar itself. The volume gate is CONFIRMATION (volume agrees with the price breakout on the same bar), structurally different from the failed OBV divergence strategy and from oscillator-crossover momentum, so it avoids the wash-trading/distribution confounds while filtering low-conviction channel breaches to raise average-trade-return. calculate_signal returns the continuous, bar-varying Donchian breakout margin so the verifier sees real signal variation, while the discrete price-break-AND-volume-confirm boolean gates should_enter and position_size (avoiding the gated-to-0.0 anti-pattern). It builds on the proven long-side ADA-4H Donchian asymmetry (long Sharpe 2.46 vs short -0.17) by taking only the highest-conviction long entries. Single instrument / single timeframe avoids cross-asset audit_stale risk. Venue ADAUSDT.BINANCE USD-M futures matches the confirmed-testable ADA 4H family and futures RT taker (~0.10%) is cheaper than spot; long-only with leverage left at 1.0 (no amplification used) so the leverage_set_but_unused gate does not trigger, and the ATR/6% targets keep expected per-trade edge above the ~0.10% round-trip fee.

Hypotheses

Genuinely promising walk-forward that fails the decisive forward-validation gates on a recently-decaying edge — exactly the front-loading risk flagged at pre-optimization. The optimizer produced an encouraging in-sample/walk-forward profile (Sharpe 2.85, PF 1.68, max_DD 4.3%, is_overfitted=FALSE, all 3 OOS windows positive avg 1.45, sharpe_ci_low +0.944, PSR 0.9992), but the gates that test generalization reject it: deflated_sharpe 0.1333 (is_significant FALSE) with the optimized Sharpe 2.85 BELOW the expected-max luck bar 3.85 over 225 trials — after honest multiple-testing correction the edge is indistinguishable from best-of-225 selection noise; the HOLDOUT FAILED with a NEGATIVE Sharpe -3.63 (ratio -2.508) — the recent one-shot forward window loses money; PBO 0.5357 (>0.5); and sensitivity FAILED with 2 cliffs (atr_mult_sl, tp_pct_fallback). The optimized annual returns confirm the decay (2021 +9.7% fading to 2025 +1.9%, 2026 -1.8%, rolling Sharpe negative by May 2026). Not promote: DSR below the luck bar + negative holdout + PBO>0.5 are each disqualifying; the positive walk-forward is in-sample best-of-225 selection. Not iterate (attempt 1 of 2): the failure is recent regime decay + sub-luck-bar deflation + a negative holdout, not a tunable parameter region the sweep under-explored (walk-forward already passed is_overfitted=FALSE), so a second sweep re-finds the same front-loaded config that fails the 2026 holdout. Not revise_hypothesis: the Donchian/volume-breakout mechanism is the ADA long-side family premise (cited pure-breakout sibling at Sharpe 2.46); this volume-confirmed variant is the recently-decaying arm, not a proven mechanism stranded on a dead target. FAILURE PATTERN: long-only volume-confirmed Donchian breakout on ADA 4H optimizes to a flashy Sharpe 2.85 with a clean, NON-overfit positive walk-forward, yet fails deflated Sharpe (0.1333, below the 3.85 luck bar) and a deeply negative holdout (-3.63) because the edge is front-loaded (2020-2021) and has decayed to negative by 2026 — a positive walk-forward with a negative holdout and sub-luck-bar DSR is an edge fit to historical regimes that does not survive forward, the same signature as the abandoned DOT volume-breakout and SOL pullback siblings.

Implementation

Long-only volume-confirmed Donchian breakout on ADAUSDT.BINANCE USD-M futures, 4H bars, pure OHLCV single feed. Enters LONG only when price closes above the prior 20-bar Donchian high AND the breakout bar's volume is at least 1.5x the trailing 20-bar average volume (same-bar confirmation, not divergence). Exits on a 1.5x ATR stop, a 3x ATR target, a 6% take-profit fallback, a lower-Donchian reclaim (close below the prior 10-bar low), or a 30-bar time stop. The signal is the continuous Donchian breakout margin (close/prior_high - 1) recomputed every bar; the volume-confirmed breakout is the discrete entry gate. Sized at 18% equity notional, capped so ATR-stop risk <= 1.5% of equity. leverage 1.0.

Backtest Review

Strong sample: 232 trades over ~6.4 years (~36/yr) — ample events for sensitivity/walk-forward without immediate noise-fitting

Backtest Review

Mechanism implemented correctly: entry_diag 232 signaled -> 232 submitted, 0 dropped; all long, exposure 16.6%, avg_position_pct 18.7% matching the hypothesis; volume-confirmation gate firing as designed on the proven long-side ADA Donchian family

Backtest Review

Genuine modest edge: PF 1.215, Sharpe 0.96, Sortino 1.62, max_drawdown 11.3%, positive in 5 of 7 years; acceptable impact (7.1%) and capacity (~$20M)

Backtest Review

Edge is front-loaded: 2020 (+18.8%) is most of the +41.9% total return; risk that the recent regime carries little

Backtest Review

Recent decay: rolling Sharpe deteriorates sharply into 2026 (to ~-5.8) with 2026 YTD -5.9% and a string of negative months — the holdout (recent window) will directly test this

Backtest Review

Sharpe CI straddles 0 (sharpe_ci_low -0.42, sharpe_ci_high 2.24); PF 1.215 and win_rate 44.8% mean the edge is modest and fee/impact-sensitive

Backtest Review

Long peak-to-recovery: max_drawdown_duration ~1099 days; max_consecutive_losses 10

Analysis

Strongest forward profile of the batch: walk-forward is_overfitted=FALSE with all 3 OOS windows positive (avg OOS 1.45), sharpe_ci_low +0.944 (CI does not straddle 0), PSR 0.9992

Analysis

Optimized config is clean on paper: Sharpe 2.85, PF 1.68, Sortino 5.92, max_drawdown 4.3%, 159 trades, low impact (3.2%), large capacity (~$99M)

Analysis

Implemented correctly; healthy sample (232->159 trades), volume-confirmation gate firing as designed

Analysis

Failed deflated Sharpe: DSR=0.1333 (bar 0.95, is_significant FALSE) with the optimized Sharpe 2.85 BELOW the expected-max luck bar 3.85 over 225 trials — indistinguishable from best-of-N selection

Analysis

Holdout FAILED with a NEGATIVE Sharpe -3.63 (ratio -2.508): the recent one-shot forward window loses money

Analysis

PBO 0.5357 (>0.5 ⇒ more likely overfit than not)

Analysis

Sensitivity FAILED with 2 cliffs (atr_mult_sl, tp_pct_fallback)

Analysis

Recent decay (flagged at pre-opt) confirmed: optimized annual returns fade to 2026 -1.8%, rolling Sharpe negative by May 2026 — front-loaded edge that has stopped working

Analysis

Long peak-to-recovery (max_drawdown_duration ~434d optimized; ~1099d base), max_consecutive_losses 9

Outcome Summary

This was the portfolio's first volume-confirmation strategy, adding a same-bar above-average-volume gate to the proven long-side ADA Donchian template, and it earned an 'optimize' verdict on a real modest edge (232 trades, Sharpe 0.96, +41.9%) — though flagged as front-loaded and recently decaying. Optimization produced the batch's most encouraging walk-forward (non-overfit, all OOS windows positive), yet the decisive generalization gates rejected it: deflated Sharpe 0.1333 below the 3.85 luck bar, a holdout that lost money (Sharpe -3.63), PBO 0.54, and two sensitivity cliffs, with optimized annual returns fading to -1.8% in 2026. The analyst abandoned it at the analyzing stage on the first iteration as a front-loaded edge that has stopped working — a positive walk-forward undone by a negative holdout and sub-luck-bar deflation, with no robust region to iterate — so it stopped before risk review.

Outcome Summary

A positive, non-overfit walk-forward is not sufficient — a flashy optimized Sharpe (2.85) that still falls below the best-of-N luck bar, fails a negative-Sharpe holdout (-3.63), and shows PBO>0.5 is an edge fit to historical (2020-2021) regimes that has decayed and does not survive forward, the same signature as abandoned DOT/SOL siblings.

Outcome Summary

It cleared the backtest-review gate with an 'optimize' verdict and even posted the batch's strongest forward profile (walk-forward is_overfitted=FALSE, all 3 OOS windows positive, sharpe_ci_low +0.944), but the post-optimization analyst abandoned it: deflated Sharpe 0.1333 (<0.95) with the optimized Sharpe 2.85 below the 3.85 expected-max over 225 trials, the holdout FAILED with a negative Sharpe -3.63, PBO 0.54, and sensitivity failing with 2 cliffs — the front-loaded edge had decayed to negative by 2026.

Outcome Summary

A long-only volume-confirmed Donchian breakout on ADAUSDT 4H Binance futures (1.0x leverage, 0.18 position) — the portfolio's first volume-confirmation strategy, responding to analyst feedback — entering long only when price broke the 20-bar Donchian high AND the breakout bar's volume was ≥1.5x its trailing average, with ATR/Donchian/time exits.

Outcome Summary

The base backtest showed a genuine modest edge — 232 trades, +41.9% total, Sharpe 0.96, profit factor 1.215, 44.8% win rate, 11.3% max drawdown, positive in 5 of 7 years — though front-loaded into 2020 with rolling Sharpe decaying into 2026; the optimized config looked clean on paper (Sharpe 2.85, PF 1.68, 4.3% drawdown, 159 trades).
Strategy report

Backtest and paper results are hypothetical. Trading involves risk of loss.