Quant Evidence Atlas
Open research, practical skepticism

Research before returns.

Eight systematic strategies, translated from published evidence into implementable rules, hidden assumptions and explicit failure conditions.

Evidence map

What survives a closer look?

Grades summarize breadth and reproducibility of evidence—not expected return. Retail feasibility separately reflects data, instruments, leverage, shorting and trading burden.

Evidence A Retail A-

Time-Series Momentum

Markets often continue in the direction of their own medium-term trend, while broad diversification can reduce dependence on any one asset class.

CadenceWeekly to monthly
Evidence A- Retail B

Cross-Sectional Momentum

Assets that outperformed their peers over the intermediate past have often continued to outperform over a shorter subsequent horizon.

CadenceMonthly
Evidence A- Retail B+

Value

Relatively cheap assets may embed excessive pessimism or compensation for bearing risks that expensive assets do not.

CadenceMonthly to quarterly
Evidence A- Retail B+

Quality / Profitability

Profitable, conservatively financed companies with disciplined capital allocation may be underpriced relative to weaker businesses.

CadenceMonthly to quarterly
Evidence A Retail B+

Value + Momentum + Quality

Combining imperfect signals can reduce reliance on a single market regime, provided the signals are genuinely distinct and implementation costs are controlled.

CadenceMonthly
Evidence A- Retail C+

Cross-Asset Carry

Assets offering higher carry have historically earned higher average returns, partly as compensation for losses in stressed funding environments.

CadenceMonthly
Evidence B Retail C

Betting Against Beta

Leverage-constrained investors may overpay for high-beta assets, leaving lower risk-adjusted returns than in levered low-beta portfolios.

CadenceMonthly
Evidence B- Retail C+

Distance Pairs Trading

Temporarily diverging prices of economically related securities may converge when the deviation is caused by transitory order flow rather than new information.

CadenceDaily

Compare without the sales pitch

StrategyEvidenceRetailCadencePrimary failure mode
Time-Series MomentumAA-Weekly to monthlySideways markets can create repeated whipsaws. Leverage, futures rolls, gap risk and rising correlations can turn a smooth backtest into a materially rougher live result.
Cross-Sectional MomentumA-BMonthlyMomentum can suffer abrupt losses when beaten-down assets rebound. Crowding, turnover, taxes, bid-ask spreads and short availability can consume a large share of the historical premium.
ValueA-B+Monthly to quarterlyCheap assets can remain cheap for years or be cheap for valid reasons. Structural change, intangible assets, leverage and distressed firms can create value traps.
Quality / ProfitabilityA-B+Monthly to quarterlyThe factor can become crowded, and accounting measures can be stale or manipulated. Paying any price for quality can turn a sound company thesis into a poor investment outcome.
Value + Momentum + QualityAB+MonthlyA combination can hide correlated exposures and multiple-testing choices. Signal crowding, changing accounting coverage and unnecessary trading can erase the apparent diversification benefit.
Cross-Asset CarryA-C+MonthlyCarry can accumulate small gains and then experience sharp losses during recessions, liquidity shocks or rapid policy changes. Derivative complexity and funding constraints raise operational risk.
Betting Against BetaBCMonthlyFunding costs can rise exactly when leverage is least available. Short squeezes, beta instability, deleveraging and construction choices can dominate the theoretical premium.
Distance Pairs TradingB-C+DailyA divergence may reflect permanent information rather than temporary mispricing. Correlations can break, one leg can become hard to borrow, and crowded exits can amplify losses.
Latest field note
Educational use only. The Atlas does not recommend securities, manage money or predict returns. Every strategy can lose money, and historical research may not survive costs or future market structure.