Strategies
BINANCE Top-3-Major Cross-Sectional MAX Effect Long-Short (Bali-Cakici-Whitelaw 2011 Lottery-Preference Anomaly, Weekly, OHLCV-Only)
Outcome: Abandoned
BinanceTop3MajorCrossSectionalMaxEffectLongShort
Outcome Summary
This strategy ported the well-documented MAX/lottery-preference anomaly to three Binance majors, shorting the recent moonshot and longing the under-bought name weekly in an intended dollar-neutral book. Instead it was fully liquidated in 2021: the short leg shorted the highest-MAX major into bull pumps and — via an apparent rotation bug — held it ~55 days with no risk control, producing a -202% single day, a 100% drawdown, and gross exposure of 201% against an intended 60%. The analyst abandoned it at the backtest-review gate on the first iteration as fundamentally broken and non-optimizable (only 17 trades, dominated by the blow-up), noting the factor needs a broad 10+-asset universe and a bounded, stopped short construction to be implemented safely — so it never reached optimization or risk review.
Hypothesis
Implementation
Market-neutral cross-sectional MAX-effect (lottery-preference) long-short on the three BINANCE USD-M majors (BTCUSDT, ETHUSDT, SOLUSDT), daily bars, pure OHLCV. Every 7 daily bars (weekly) it computes each asset's MAX single-day return over the trailing 30 days, then goes LONG the lowest-MAX asset (under-bought) and SHORT the highest-MAX asset (lottery over-bought), excluding the middle asset. Equal-weight, dollar-neutral, ~60% gross / ~0% net. calculate_signal() returns a continuous monitoring score (cross-sectional MAX dispersion blended with a primary-close proxy) so the signal varies every bar; trades are routed through a weekly _rebalance that computes each asset's MAX from its own latest daily bars (no timestamp-alignment dependency). Leverage 1.0.
Backtest Review
- Sharpe
- -0.65
- Total return
- -100.00%
- Max drawdown
- 100.00%
- Trades
- 17
- Win rate
- 52.9%
- Profit factor
- 0.33
Legitimate, well-documented anomaly (MAX/lottery-preference effect) and a genuinely orthogonal factor concept.
Single-venue, OHLCV-only, careful per-asset MAX computation that sidesteps cross-instrument timestamp-alignment bugs.
Account fully LIQUIDATED (liquidated=true, total_return -100%, max_drawdown 100%) — a dollar-neutral 60%-gross 1x strategy should never blow up; the short leg has unbounded loss.
Shorts the highest-MAX major (the asset that just spiked) into 2021 bull pumps, holding ~55 days (vs nominal 7-day rebalance) with NO risk control on the short -> -202% single-day return, skew -14.9, kurtosis 279.
Structurally too thin: a cross-sectional factor with N=3 (long 1 / short 1) cannot diversify idiosyncratic risk — one short's blow-up dominates. The MAX effect requires a broad universe, which the hypothesis explicitly forbids.
Only 17 trades, result dominated by the liquidation event — no MAX edge is even testable.
vs intended ~60% gross
unbounded short-leg loss
Outcome Summary
A broad-universe cross-sectional anomaly cannot be safely shrunk to a 3-asset long-1/short-1 basket — with N=3 a single short's idiosyncratic spike dominates P&L — and an unhedged, stop-less short leg on a leveraged book can blow through 100% of equity; revisit the MAX factor only with 10+ perps and a bounded/hedged short.
The backtest-review analyst issued an 'abandon' verdict: a dollar-neutral 60%-gross 1x strategy should be incapable of a -100% wipeout, so this is a design/implementation flaw — the short leg shorted the highest-MAX major into 2021's pumps and held it ~55 days (vs the nominal 7-day rebalance, itself a likely rotation bug) with no risk control, producing unbounded short loss; deeper still, a 3-asset (long-1/short-1) cross-section cannot diversify idiosyncratic risk the way the broad-universe MAX effect requires.
A market-neutral cross-sectional MAX-effect (lottery-preference) long-short strategy on three Binance majors (BTC/ETH/SOL) daily bars, rebalancing weekly to long the asset with the lowest trailing-30-day max single-day return and short the highest, intended dollar-neutral at ~60% gross / 1.0x leverage — implementing the Bali-Cakici-Whitelaw 2011 anomaly as a 5th orthogonal factor.
It was fully liquidated (on 2021-08-28): total return -100%, max drawdown 100%, profit factor 0.33, expectancy -$10,422/trade over just 17 trades, with a -202.27% single-day return, skew -14.9, kurtosis 279, and realized gross exposure of 201% versus the intended ~60%.
Backtest and paper results are hypothetical. Trading involves risk of loss.