Strategies
AVAX 4H Higher-High Higher-Low Dow Theory Trend Confirmation Long-Only (BINANCE USD-M Futures, 4H, OHLCV-Only, HH+HL Sequence Mechanism)
Outcome: Abandoned
AvaxFourHourDowTheoryHHHLTrendConfirmLong
Outcome Summary
This strategy introduced a novel sequence-pattern angle — Dow Theory HH+HL trend confirmation on AVAX 4H — deliberately kept simple to resist developer timeframe-translation. The iter-2 fix made it trade (334 entries), and it returned +26.7%, but with profit factor 1.05 and Sharpe 0.11 it had essentially no net edge, the return was almost entirely 2021 (decaying through 2022/2023/2026), and the high-turnover signal hit a structural liquidity wall: 53% impact cost and just $356k capacity on AVAX's thin 4H book. The analyst abandoned it at the backtest-review gate on its second iteration as structurally untradeable at scale — not a sizing or parameter problem since the churn is inherent to the signal — so it never advanced to optimization or risk review.
Hypothesis
Implementation
Long-only Dow Theory HH+HL trend-confirmation strategy on AVAXUSDT.BINANCE USD-M futures, 4H bars, pure OHLCV single feed. Enters long when 3 consecutive bars each print a strictly higher high AND higher low (a clean micro-uptrend in the Dow Theory sense) while price is above the 50-bar SMA. Exits on a 10% take-profit, 5% stop, structure break (a bar with a lower high and lower low, or close below the SMA), or an 18-bar time stop. The signal is the continuous current HH+HL streak length (varies every bar); the discrete entry condition is the cached gate. leverage 1.0.
Verification Results
Backtest Review
- Sharpe
- 0.11
- Total return
- 26.68%
- Max drawdown
- 42.18%
- Trades
- 334
- Win rate
- 35.3%
- Profit factor
- 1.05
Correctly implemented (iter-2 module-level SMA fix works); clean entry gate (334 signaled = 334 submitted); genuinely novel sequence-pattern mechanism; healthy raw trade count
Some win/loss asymmetry (avg_win $3,271 vs avg_loss $1,702) hints at a gross signal before costs
Essentially no net edge: profit_factor 1.05, Sharpe 0.11, expectancy +$55/trade — the 3-bar HH+HL micro-pattern fires constantly with little edge
Structural liquidity blocker: impact_cost_pct 53.0% (impact eats half the gross PnL) and capacity_usd only $356k (toy scale, worst seen) — driven by turnover 327% with a 10h average hold on a thin AVAX 4H book
2021-concentrated and decaying: 2021 +84.9% but total only +26.7%, with 2022 -17.7%, 2023 -23.1%, 2026 -9.6% — the edge is a single bull year, rolling Sharpe negative through 2026
max_drawdown 42%; impact is structural turnover (not reckless sizing), so it is not a simple sizing-fix iterate
Outcome Summary
A maximally-common high-frequency micro-pattern (3-bar HH+HL) churns too much for a lower-liquidity alt's order-book depth — impact consumes ~53% of gross PnL and capacity collapses to toy scale ($356k) — so even a positive headline return is structurally untradeable, especially when the edge is concentrated in one bull year and decays afterward.
The backtest-review analyst issued an 'abandon' verdict: the iter-2 module-level SMA fix made the code work (334 trades), but the 3-bar HH+HL micro-pattern fires constantly with no edge after costs, and two non-tunable structural blockers seal it — 53% impact cost and $356k toy-scale capacity (the smallest seen), both driven by high turnover churning AVAX's shallow 4H book — atop a 2021-concentrated, decaying edge.
A long-only Dow Theory trend-confirmation strategy on AVAXUSDT 4H Binance futures (1.0x leverage, 0.50 position) — entering long after 3 consecutive bars each printed a strictly higher high AND higher low (a clean HH+HL micro-uptrend) above a 50-bar SMA, exiting on +10%/-5% PnL, a structure break (lower-high + lower-low or close below SMA), or an 18-bar time stop — a deliberately simple sequence-pattern mechanism new to the portfolio.
Across 334 trades it returned +26.7% but with essentially no net edge: profit factor 1.05, Sharpe 0.11, expectancy +$55/trade, win rate 35.3%, a 42.2% max drawdown, capacity just $356k and impact cost at 53.0% of gross PnL (turnover 327%, ~10h average hold); the return was a single-bull-year artifact (2021 +84.9%) that decayed afterward (2022 -17.7%, 2023 -23.1%, 2026 -9.6%).
Backtest and paper results are hypothetical. Trading involves risk of loss.