Anomaly Replication Lab
  • The zoo
  • Screener
  • Multiple testing
  • Correlations
  • Composite
  • Methodology
  • Guides
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Anomaly Replication LabSign in
  • The zoo
  • Screener
  • Multiple testing
  • Correlations
  • Composite
  • Methodology
  • Guides
  • Resources

Educational replication, not advice. Long-short returns are decile spreads or published factor series from the Kenneth R. French Data Library and AQR, value-weighted, US equities, and gross of transaction and shorting costs — which for high-turnover signals like short-term reversal is the whole story. Reproducing a premium in-sample is not evidence it will persist. Past performance does not predict future results.

© 2026 Austin Levenberg. All rights reserved. This site’s code, design, written analysis, and computed results are not licensed for reuse or redistribution — terms of use · privacy.

Data: Kenneth R. French Data Library, AQR Capital Management public data sets.

Part of austinlev.dev — four research tools, and a note on where this is headed.

Composite builder

The case for holding several at once.

Any single anomaly spends years underwater. But because they don’t all struggle at the same time, a basket of them is far smoother than its parts — the classic “diversification is the only free lunch” result, applied to factors instead of stocks. Build a mix and compare its Sharpe ratio to the average of the individual Sharpes.

Pick 2–8 anomalies
Low risk
Value
Size
Reversal
Momentum
Quality
Investment
Profitability
Weighting
Composite Sharpe
0.89
1963–2026
Avg. of the parts
0.51
mean individual Sharpe
Diversification gain
1.75×
composite ÷ average part
Return / vol
+5.7%
6.4% vol, -27% max DD

The combined strategy

4 anomalies, equal weight. Growth of $1, gross of costs.

$1 in the long-short strategy, gross of costs.

Weights & individual Sharpe

Value (B/M)25%Sharpe 0.35
Momentum25%Sharpe 0.50
Profitability25%Sharpe 0.39
BAB (AQR)25%Sharpe 0.80

Does the composite have alpha?

ModelAlpha/yrtR²
FF 5-factor+3.5%5.40.46
FF5 + momentum+0.9%2.20.86

A composite of established factors mostly is the factor model, so the alpha here is usually small — the point is the Sharpe, not free money.