Factor IC Test (21-Day Holding Period)

FactorIC MeanICIRp-valueLong-Short Return
Momentum+0.2241+2.70 ⭐0.000-8.07% ⭐ Monotonic
Volatility+0.1320+1.05 ⭐0.000-7.61%
Size+0.0479+1.25 ⭐0.000-2.06%
EP-0.0624-0.74 ⭐0.000+3.87%
FCF Yield-0.0589-1.43 ⭐0.000+3.04%
ROE-0.0414-1.23 ⭐0.000+1.11%
BP+0.0056+0.080.635+0.82%

Key Signals

  • Momentum dominates: ICIR 2.70 is the highest across all factors, with IC mean of 0.22. The -8.07% long-short return (long low-momentum, short high-momentum) shows perfect monotonic ranking.
  • Quality factors reverse: EP, FCF Yield, ROE all show negative IC — high-valuation, low-cashflow stocks outperform. Classic late-cycle behavior.
  • BP ineffective: Book/Price ratio IC near zero; traditional value factor completely broken.

Factor IC

Sector Momentum Decomposition

SectorIC MeanICIRLong-ShortVerdict
Info Tech+0.5240+2.58 ⭐-28.54% ⭐ Monotonic🔥 Extreme momentum
Industrials+0.2659+2.88 ⭐-7.14% ⭐ MonotonicStrong
Cons. Disc.+0.2522+2.11 ⭐-6.21% ⭐ MonotonicStrong
Financials+0.3094+2.63 ⭐-7.19%Strong
Cons. Staples+0.2088+1.34 ⭐-4.67%Moderate
Utilities+0.1993+1.01 ⭐-0.63%Weak
Real Estate+0.1242+0.84 ⭐-3.83%Moderate
Health Care-0.1280-1.21 ⭐+7.51%⚠️ Reverse momentum

Sector Momentum

Sector Takeaways

  • Tech dominates: IC 0.52, ICIR 2.58, with -28.54% long-short showing perfect monotonic ordering. AI and semiconductor-driven momentum is extremely persistent.
  • Industrials + Financials follow: Both sectors show IC >0.25 and ICIR >2.5, indicating solid momentum trends.
  • Healthcare reverses: Negative IC means low-momentum healthcare stocks outperform — capital flows away from defensives.
  • Defensive sectors weak: Utilities IC only 0.20 with near-zero long-short return; capital chases growth over safety.

Summary

  1. Momentum reigns supreme: Market is in a strong momentum continuation phase; trend-following remains effective.
  2. Quality factors broken: Valuation and profitability metrics are fully reversed — market ignores fundamentals, only follows trends.
  3. High sector concentration: Tech sector momentum IC is 2x other sectors; capital高度集中.
  4. Anomaly detection: All factors within normal range; no extreme anomalies detected.
  5. Risk warning: When momentum ICIR sustains >2.5 and quality factors are fully reversed, it often signals a market topping zone. Once momentum reverses, drawdowns can be severe.

Data sources: FRED, Yahoo Finance | 21-day holding period | Generated 2026-06-20 06:34 CST