Overview

  • Date: 2026-08-01
  • Universe: S&P 500 (503 valid stocks)
  • Holding Period: 21 trading days
  • IC Observations: 39 periods
  • Anomaly Detection: ✅ All factors within normal range

Full Factor IC Test

FactorIC MeanICIRp-valueQ1-Q5 Long-ShortMonotonic
mom (Momentum)+0.2241+2.69660.000-8.07%✅
vol (Volatility)+0.1320+1.05080.000-7.61%—
size (Market Cap)+0.0479+1.24970.000-2.06%—
bp (Book-to-Price)+0.0056+0.07750.635+0.82%—
roe (Return on Equity)-0.0414-1.22980.000+1.11%—
fcf_yield (FCF Yield)-0.0589-1.42560.000+3.04%—
ep (Earnings Yield)-0.0624-0.74180.000+3.87%—

Q1 = lowest quintile, Q5 = highest quintile. Q1-Q5 > 0 means low quintile outperformed high quintile.

Key Takeaways

Momentum factor dominates. IC +0.224, ICIR +2.70, 100% positive IC days — strongest across all dimensions. Q5 (high momentum) returned +7.95% over 21 days vs Q1 (low momentum) at -0.12%, with perfect monotonicity across quintiles. Trend-following strategies are in their optimal operating regime.

Growth > Value persists. EP (earnings yield) IC -0.062 and FCF Yield IC -0.059, both significantly negative, indicating high-valuation (low yield) growth stocks continue to outperform value stocks. EP Q1 (low E/P, growth) returned +6.41% vs Q5 (high E/P, value) at +2.54%, a +3.87% spread.

Positive volatility IC = risk-on. Vol IC +0.132, high-vol stocks Q5 returned +8.15% vs low-vol Q1 at +0.54%. Capital is chasing risk assets; low-volatility defensive strategies are underperforming.

Size factor weakly positive. Size IC +0.048, large caps slightly beat small caps, but the spread is only -2.06%, limited discrimination.

BP is the only failed factor. Book-to-price IC +0.006, ICIR +0.08, p-value 0.635 — completely insignificant. Pure value factor lacks predictive power in the current environment.

Factor IC

Sector Momentum Breakdown

SectorMomentum ICICIRQ1-Q5MonotonicSample
Information Technology+0.5240+2.5836-28.54%✅73
Financials+0.3094+2.6260-7.19%—76
Industrials+0.2659+2.8780-7.14%✅79
Consumer Discretionary+0.2522+2.1104-6.21%✅48
Consumer Staples+0.2088+1.3410-4.67%—36
Utilities+0.1993+1.0065-0.63%—31
Real Estate+0.1242+0.8397-3.83%—31
Health Care-0.1280-1.2058+7.51%—59

Sector Highlights

IT momentum is extreme. IC +0.524 is the highest across all sectors, ICIR +2.58. Q5 (high momentum IT) returned +27.19% over 21 days vs Q1 at -1.35%, a -28.54% spread with perfect monotonicity. The trend acceleration effect in tech is extremely pronounced, but also signals concentration risk.

Financials / Industrials momentum is solid. IC +0.309 and +0.266 respectively, ICIR both >2.1, with Industrials showing perfect monotonicity. Cyclical sector momentum strategies are performing well.

Health Care shows reversal. Momentum IC -0.128, ICIR -1.21 — the only sector with significantly negative momentum. Q1 (low momentum) returned +4.84% vs Q5 (high momentum) at -2.66%. Mean reversion is occurring in healthcare; consider reversal logic for momentum strategies in this sector.

Sector Momentum

Summary

Market regime: Risk-on + Growth leadership + Momentum acceleration.

  1. Momentum factor at optimal regime (ICIR +2.70, 100% positive IC days), trend-following strategies have very high win rates
  2. Value factors completely failing (EP/FCF Yield both significantly negative IC), growth style dominates
  3. High volatility beats low volatility, capital risk appetite is in an upward channel
  4. IT sector momentum is extreme (IC +0.524, Q5 return +27.19%), be mindful of concentration risk
  5. Health Care is the only reversal sector, momentum strategies should differentiate here
  6. All factors within normal volatility range, no anomaly alerts

⚠️ The above is factor analysis based on historical data and does not constitute investment advice. Factor effectiveness fluctuates with market conditions.