Full Factor IC Test

This report covers 503 US equities (475 for ROE factor), based on daily TTM financial panel data over the past 39 trading days.

FactorIC MeanICIRp-valueL/S ReturnSignificance
EP (Earnings Yield)-0.0624-0.74180.00005 ⭐+3.87%Significant
BP (Book-to-Price)+0.0056+0.07750.6355+0.82%Not significant
FCF Yield (Free Cash Flow Yield)-0.0589-1.42560.00000 ⭐+3.04%Significant
ROE (Return on Equity)-0.0414-1.22980.00000 ⭐+1.11%Significant
Mom (Momentum)+0.2241+2.69660.00000 ⭐-8.07%Strongly significant ⭐ Monotonic
Vol (Volatility)+0.1320+1.05080.00000 ⭐-7.61%Significant
Size (Market Cap)+0.0479+1.24970.00000 ⭐-2.06%Significant

Key Findings:

  • Momentum dominates: IC=+0.2241, ICIR=+2.70, with 100% positive IC days across 39 observations. The long-short spread of -8.07% with monotonic quintile returns (Q1=-0.12% → Q5=+7.95%) confirms a powerful trend-following environment.
  • Value factors are negative: EP (-0.0624), FCF Yield (-0.0589), and ROE (-0.0414) all show statistically significant negative IC — high-valuation/low-quality stocks are outperforming, a classic growth-over-value regime.
  • BP factor is dead: IC≈0 (+0.0056), p=0.64, book-to-price has zero predictive power.
  • Volatility factor is positive: IC=+0.1320, high-volatility stocks are being rewarded — market risk appetite remains elevated.
  • Large caps leading: Size IC=+0.0479 (positive IC = large caps beating small caps), long-short -2.06%.

Factor IC

Sector Momentum Breakdown

Decomposing the momentum factor by GICS sectors to observe intra-industry momentum strength:

SectorN StocksIC MeanICIRL/S ReturnMonotonicity
Consumer Discretionary48+0.2522+2.1104-6.21%⭐ Monotonic
Consumer Staples36+0.2088+1.3410-4.67%—
Financials76+0.3094+2.6260-7.19%—
Health Care59-0.1280-1.2058+7.51%Reversal
Industrials79+0.2659+2.8780-7.14%⭐ Monotonic
Information Technology73+0.5240+2.5836-28.54%⭐ Monotonic
Real Estate31+0.1242+0.8397-3.83%—
Utilities31+0.1993+1.0065-0.63%—

Sector Highlights:

  • IT momentum is extreme: IC=+0.5240, far exceeding any other sector. Quintile returns climb from Q1’s -1.35% to Q5’s +27.19%, a staggering 28.54% long-short spread. The winner-takes-all dynamic within tech is intensely pronounced.
  • Health Care shows reversal: The only sector with negative momentum IC (-0.1280), ICIR=-1.21, statistically significant. Prior losers are outperforming, long-short +7.51% — a potential sector rotation or contrarian signal.
  • Industrials & Financials follow suit: Industrials ICIR=+2.88 (highest), Financials ICIR=+2.63, confirming strong momentum effects in cyclical sectors.
  • Utilities momentum is weakest: ICIR=+1.01, long-short only -0.63%, defensive sector shows minimal internal momentum dispersion.

Sector Momentum

Summary

The current market exhibits a textbook growth/momentum-driven regime:

  1. Momentum crushes value — the ICIR gap is enormous (+2.70 vs -0.74 to -1.43), trend-following strategies far outperform mean-reversion approaches.
  2. IT concentration risk — momentum IC of 0.52 means capital is increasingly concentrated in top-performing tech names, raising crowding concerns.
  3. Health Care reversal worth monitoring — the only negative-momentum sector, potentially signaling capital seeking contrarian opportunities within defensives.
  4. Risk appetite at highs — volatility factor is significantly positive, the market continues to reward high-risk names.

Anomaly detection: All factors are within normal volatility ranges. No extreme anomaly signals.