1. Full Factor IC Test

Based on S&P 500 constituents, 21-day holding period, 39-week IC series.

FactorIC MeanICIRIC>0 Ratep-valueLong-Short (Q1-Q5)Signal
ep (Earnings Yield)-0.062-0.7417.9%0.000+3.87%⚠️ Significant Reversal
bp (Book-to-Price)+0.006+0.0846.2%0.635+0.82%❌ Ineffective
fcf_yield (FCF Yield)-0.059-1.437.7%0.000+3.04%⚠️ Significant Reversal
roe (Return on Equity)-0.041-1.2312.8%0.000+1.11%⚠️ Significant Reversal
mom (Momentum)+0.224+2.70100.0%0.000-8.07%✅ Monotonic
vol (Volatility)+0.132+1.0579.5%0.000-7.61%✅ Effective
size (Market Cap)+0.048+1.2587.2%0.000-2.06%✅ Effective

2. Key Findings

Momentum Reigns Supreme

The momentum factor posts an IC mean of +0.224 with ICIR +2.70 and a 100% positive IC rate. Over the past 39 weeks, momentum has never failed — every single IC observation has been positive. The long-short spread of -8.07% is monotonically decreasing: Q1 weakest (-0.12%), Q5 strongest (+7.95%). This is textbook factor performance.

Value Factors in Systemic Decline

All three value factors (EP, FCF_Yield, ROE) exhibit negative and highly significant ICs. FCF_Yield’s positive IC rate is only 7.7%, ROE at 12.8%, EP at 17.9% — this is not occasional failure, but systematic underperformance. The market remains in classic growth/momentum dominance mode: cheap gets cheaper, expensive gets more expensive.

Volatility and Size Factors Stable

Low-volatility strategies are failing (high-volatility stocks are outperforming), with a long-short spread of -7.61%. Large caps continue to beat small caps (size factor IC +0.048), consistent with the classic large-cap growth leadership pattern in momentum bull markets.

Factor IC

3. Momentum by Sector

SectorIC MeanICIRIC>0 RateLong-ShortSignal
Consumer Discretionary+0.252+2.11100.0%-6.21%✅ Monotonic
Consumer Staples+0.209+1.3487.2%-4.67%✅
Financials+0.309+2.63100.0%-7.19%✅
⚠️ Health Care-0.128-1.2115.4%+7.51%🔄 Reversal
Industrials+0.266+2.88100.0%-7.14%✅ Monotonic
🔥 Information Technology+0.524+2.58100.0%-28.54%✅ Monotonic
Real Estate+0.124+0.8474.4%-3.83%✅
Utilities+0.199+1.0176.9%-0.63%✅

IT Sector: An Extreme Case of Momentum

IT sector momentum IC reaches +0.524 with a long-short spread of -28.54%. Q5 (strongest momentum) averaged +27.2% over 21 days, Q4 +15.9%, Q3 +13.6% — winner takes all. IT momentum is experiencing an extreme positive concentration effect. Long IT winners remains the clearest alpha source.

Health Care: The Lone Reversal Signal

Health Care is the only sector where momentum fails, with IC -0.128 and IC>0 rate of just 15.4%. Q1 (weakest momentum) averaged +4.84% while Q5 was -2.66%, producing a long-short spread of +7.51%. The healthcare sector continues to experience significant style rotation — previously beaten-down stocks are rebounding sharply while former leaders face selling pressure.

Financials and Industrials: Steady Contributors

Financials (IC +0.309) and Industrials (IC +0.266) show stable momentum effects with good monotonicity, making them the most attractive momentum exposure sectors after IT.

Sector Momentum

4. Anomaly Detection

✅ All factors within normal fluctuation range. No anomaly alerts.

5. Strategy Implications

  1. Overweight momentum in IT and Financials: Both have 100% positive IC probability with large and monotonic long-short spreads.
  2. Avoid value factors for now: EP, FCF_Yield, and ROE are all negative IC — value strategies continue to bleed.
  3. Consider contrarian plays in Health Care: The momentum reversal signal is clear; watch for oversold bounce opportunities.
  4. Large-cap growth style persists: Both size and vol factors point to large-cap, high-volatility growth stock dominance.
  5. Watch IT momentum crowding: IT sector Q5 returns at 27% are extremely elevated — monitor momentum crash risk.