Home / Ideas / Cross-Sectional Short-Term Reversal (Enhanced, Sector-Neutral)

mean-reversion and statistical arbitrage · 2026-07-23

Cross-Sectional Short-Term Reversal (Enhanced, Sector-Neutral)

buy last week's losers, short last week's winners among large caps

expected Sharpe 0.5–1.0confidence: mediumfree daily data

The classic 1-week reversal has strong long-run evidence (Quantpedia reports Sharpe ~1.09, CAGR ~16% on top-100 large caps, 1990–2009) but has decayed to near-zero in raw form; enhanced variants that neutralize industry/factor returns show "more than double" the risk-adjusted performance of the classic version. Idiosyncratic reversal is exactly what the current record-low-correlation, high-dispersion regime rewards.

Why it's relevant now

1-month implied correlations near theoretical lows and sector dispersion at extremes (semis -9% vs banks +1.5%) means single-name overreactions are large and largely idiosyncratic — the cleanest setup for sector-neutral reversal.

Universe

~100 most liquid US large caps (or S&P 500 members) with sector labels via ETF proxies (XLK/XLF/XLE/... for neutralization). Free daily OHLCV.

How it works

Each week rank stocks by prior-week return after subtracting their sector ETF return; long the decile of biggest relative losers, short the decile of biggest relative winners; equal-weight, hold 1 week, weekly rebalance.

Expected performance

Research-derived Sharpe estimate: 0.5–1.0. classic 1.09 discounted ~25% for costs/decay; enhanced neutralization recovers the upper end).

Backtest this idea with SignalChain

This is a research lead — not a finished backtest. SignalChain takes an idea like this and runs the whole pipeline inside Claude Code: it researches the concept against academic and practitioner sources, sets benchmarks, writes and lints a VectorBT backtest, runs it, and grades the result PASS/FAIL. One command:

/signalchain Weekly cross-sectional short-term reversal on US large caps: long prior-week relative losers, short relative winners, sector-neutralized via sector ETFs, hold one week. Get SignalChain — $49 →

Research & sources

Not financial advice. This page describes a research idea, not a recommendation. Any performance figures are hypothetical, research-derived estimates and are not indicative of future results. SignalChain is a research and educational tool; you are solely responsible for any decisions you make.